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The exponential ordering for nonautonomous delay systems with applications to compartmental Nicholson systems

Published online by Cambridge University Press:  27 March 2023

Sylvia Novo
Affiliation:
Departamento de Matemática Aplicada, Escuela de Ingenierías Industriales (Sede Doctor Mergelina), Universidad de Valladolid, 47011 Valladolid, Spain (sylvia.novo@uva.es)
Rafael Obaya
Affiliation:
Departamento de Matemática Aplicada, Escuela de Ingenierías Industriales (Sede Doctor Mergelina), Universidad de Valladolid, 47011 Valladolid, Spain, and Instituto de Investigación en Matemáticas, Universidad de Valladolid, Valladolid, Spain (rafael.obaya@uva.es)
Ana M. Sanz
Affiliation:
Instituto de Investigación en Matemáticas, Universidad de Valladolid, Valladolid, Spain, and Departamento de Didáctica de las Ciencias Experimentales, Sociales y de la Matemática, Facultad de Educación, Universidad de Valladolid, 34004 Palencia, Spain (anamaria.sanz@uva.es)
Víctor M. Villarragut
Affiliation:
Departamento de Matemática Aplicada a la Ingeniería Industrial, Universidad Politécnica de Madrid, Calle de José Gutiérrez Abascal 2, 28006 Madrid, Spain (victor.munoz@upm.es)
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Abstract

The exponential ordering is exploited in the context of nonautonomous delay systems, inducing monotone skew-product semiflows under less restrictive conditions than usual. Some dynamical concepts linked to the order, such as semiequilibria, are considered for the exponential ordering, with implications for the determination of the presence of uniform persistence or the existence of global attractors. Also, some important conclusions on the long-term dynamics and attraction are obtained for monotone and sublinear delay systems for this ordering. The results are then applied to almost periodic Nicholson systems and new conditions are given for the existence of a unique almost periodic positive solution which asymptotically attracts every other positive solution.

Type
Research Article
Copyright
Copyright © The Author(s), 2023. Published by Cambridge University Press on behalf of The Royal Society of Edinburgh

1. Introduction

The modern dynamical theory of monotone skew-product semiflows has been extensively investigated in the last few years. References such as Chueshov [Reference Chueshov4], Jiang and Zhao [Reference Jiang and Zhao10], Novo et al. [Reference Novo, Obaya and Sanz16] and Shen and Yi [Reference Shen and Yi24], among others, are important for the initial development of this theory. In this setting, the skew-product semiflow $\tau : \mathbb {R}^+\times \Omega \times X \to \Omega \times X$ is defined on a product bundle space $\Omega \times X$, where $\Omega$ is a compact metric space under the action of a continuous minimal flow $\sigma : \mathbb {R}\times \Omega \to \Omega$ and $X$ is an ordered Banach space, that is, there is a cone of positive vectors $X_+$ inducing a partial order relation. Monotonicity means that the order is preserved under the semiflow. Frequently, a first condition required in this theory is that the positive cone has a nonempty interior. A second relevant condition is the uniform stability of the relatively compact semitrajectories, which implies their convergence to minimal subsets of the product space. In the absence of uniform stability, the omega-limit sets show ingredients of dynamical complexity, including even chaotic dynamics.

This paper provides a contribution to the dynamical theory of monotone skew-product semiflows generated by nonautonomous functional differential equations (FDEs for short) with finite delay. We consider a family of finite-delay FDEs over $\Omega$, $y'(t)= F(\omega {\cdot }t,\, y_t)$, $\omega \in \Omega$, where $F:\Omega \times C([-r,\,0],\,\mathbb {R}^m) \to \mathbb {R}^m$ is continuous and of class $C^1$ with respect to the second component. Here, $X$ is the Banach space $C([-r,\,0],\,\mathbb {R}^m)$ with positive cone $X_+$ given by the componentwise nonnegative functions in $X$. With the intention of relaxing the conditions that $F$ should satisfy to have monotonicity, Smith and Thieme [Reference Smith and Thieme26, Reference Smith and Thieme27] have exploited the exponential ordering. Roughly speaking, the cone $X_+$ is restricted by introducing an exponential term. In the scalar case, the positive cone for the exponential ordering $\leq _{\mu }$ ($\mu >0$) is the subset of $X_+$ of functions $\phi$ such that $\phi (s)\,{\rm e}^{\mu s}$ is nondecreasing on $[-r,\,0]$. The extension to the $m$-dimensional case is made via a quasipositive constant matrix $B$, the ones that generate a positive semigroup. The precise definition of the positive cone $K_B$ can be found in § 2. In this paper, we investigate FDEs which generate a semiflow $\tau$ monotone for the exponential ordering $\leq _B$. The drawback is that the positive cone $K_B$ has empty interior in $X$. An option to overcome this problem is to restrict $\tau$ to $\mathbb {R}^+\times \Omega \times X_L$, taking the state space $X_L \subset X$ of Lipschitz functions, but then the continuity of $\tau$ fails for times in the interval $[0,\,r]$.

In the first part of the paper, we show how important ingredients of the theory of monotone skew-product semiflows can be extended to this context despite the difficulties mentioned above. Following the ideas and methods of Chueshov [Reference Chueshov4] and Novo et al. [Reference Novo, Núñez and Obaya14], sub- and super-equilibria—now for the exponential ordering–prove to be useful dynamical objects. Simple conditions that imply the existence of these functions are provided, which ensures the applicability of the results. We use arguments of the theory of nonautonomous dissipative dynamical systems, in the terms given in Kloeden and Rasmussen [Reference Kloeden and Rasmussen12], Carvalho et al. [Reference Carvalho, Langa and Robinson2] and Cheban et al. [Reference Cheban, Kloeden and Schmalfuss3], to investigate the long-term behaviour of the trajectories of the semiflow. We also deal with the property of uniform persistence, which is an important notion in dynamical systems that appears in the literature through several formulations. In this paper, it will refer to persistence for the order, as introduced in Faria and Röst [Reference Faria and Röst7] and Novo et al. [Reference Novo, Obaya and Sanz17]. When $\tau$ is globally defined on $\Omega \times K_B$, we provide criteria based on the existence of semiequilibria to deduce, firstly, the uniform persistence of the semiflow in $\operatorname {Int} \widetilde K_B$ and, secondly, the existence of a global attractor inside the open set $\Omega \times \operatorname {Int} \widetilde K_B$.

Special attention is paid to the case in which the function $F$ is in addition sublinear for the exponential ordering. Thanks to the monotonicity and sublinearity properties of $F$, the semiflow $\tau$ is globally defined on $\Omega \times K_B$ and it is sublinear for $\leq _B$. Besides, if there exists a positive bounded semitrajectory that is uniformly strongly above $0$ for the exponential ordering, we deduce that the semiflow is uniformly stable on the relatively compact subsets of $\Omega \times K_B$ that are uniformly strongly above $0$. As a consequence, the omega-limit set of every $(\omega,\, \phi )$ with $\phi \gg _B 0$ is a uniformly stable and strongly positive minimal set which admits a fibre distal flow extension. Furthermore, if $E$ denotes the union of all these omega-limit sets, we show that $E \subset \Omega \times \operatorname {Int} \widetilde K_B$ and it is locally compact, invariant and laminates into a collection of minimal sets. Moreover, the restriction of $\tau$ to $E$ is continuous and this set concentrates the pullback and forwards dynamics of the semiflow, in the sense that it contains the pullback and forwards limits of all the trajectories in $\Omega \times \operatorname {Int} \widetilde K_B$, uniformly on bounded sets. Finally, when in addition the semiflow admits a point of strong sublinearity, we prove that it is dissipative in $\Omega \times \operatorname {Int}\widetilde K_B$, $E$ is the global attractor and it is a copy of the base, that is, $E=\{(\omega,\,b(\omega )) \mid \omega \in \Omega \}$. This is the version in this context of the analogous result proved, when the interior of the positive cone is not empty, in Núñez et al. [Reference Núñez, Obaya and Sanz19] and Zhao [Reference Zhao28].

The aim of the second part of the paper is to apply the theory just developed for delay systems which are monotone and sublinear for the exponential ordering to analyse the long-term dynamics of almost periodic compartmental Nicholson systems. First of all, we analyse the relations of the coefficients which imply that the Nicholson systems induce a global monotone and sublinear semiflow for the exponential ordering given by a diagonal matrix $B$. Under these conditions, the semiflow is in fact strongly sublinear. Thus, assuming the uniform persistence of the systems, the existence of a global attractor in $\Omega \times \operatorname {Int} \widetilde K_B$ which is a globally asymptotically stable copy of the base is proved. From here, using arguments of the theory of almost periodic functions and a collection of linear changes of variables, we obtain a new and more general reformulation of these conditions implying the existence of a global attractor in $\Omega \times \operatorname {Int} X_+$, which is a globally asymptotically stable copy of the base. These new conditions improve the nonautonomous versions of the inequalities given in [Reference Smith and Thieme27]. The same kind of ideas can be used in the study of the existence of the so-called special solutions for nonautonomous FDEs. This theory originated in the 1960s in works by Ryabov [Reference Ryabov23] (see also Driver [Reference Driver5]). In particular, we obtain new conditions that improve the nonautonomous version of the inequalities given in Pituk [Reference Pituk22] for the existence of special solutions for an almost periodic scalar Nicholson equation.

This paper is organized in four sections. Section 2 contains the conditions of monotonicity for the exponential ordering, the definitions of semiequilibria and their implications on the persistence and the dissipativity of the systems. In § 3, the dynamical theory for monotone and sublinear semiflows in the positive cone for the exponential ordering is developed. Finally, the previous theory is applied in § 4 to almost periodic compartmental Nicholson systems.

2. Preliminaries on the exponential ordering and some results for monotone delay FDEs

Let $(\Omega,\,\sigma,\,\mathbb {R})$ be a minimal flow over a compact metric space $\Omega$ and let $X=C([-r,\,0],\,\mathbb {R}^m)$ be the Banach space of continuous functions with the sup-norm $\|\cdot \|_\infty$, i.e., $\| \varphi \|_\infty =\sup _{s\in [-r,0]}\| \varphi (s) \|$ for $\varphi \in X$, where $\| \cdot \|$ denotes the maximum norm on $\mathbb {R}^m$. As usual, for a continuous map $y:[-r,\,\infty )\to \mathbb {R}^m$ and a time $t\geq 0$, $y_t$ denotes the map in $X$ defined by $y_t(s)=y(t+s)$, $s\in [-r,\,0]$.

Let us consider a family of finite-delay FDEs over $\Omega$,

(2.1)\begin{equation} y'(t)=F(\omega{\cdot}t,y_t)\,,\quad t\geq 0\,,\quad \text{for each}\;\omega\in\Omega\,, \end{equation}

defined by a function $F\colon \Omega \times X \to \mathbb {R}^m$, $(\omega,\,\varphi )\mapsto F(\omega,\,\varphi )$ satisfying:

  1. (F1) $F$ is continuous on $\Omega \times X$, of class $C^1$ with respect to the second variable, and for each bounded set $X_1\subset X$, $F(\Omega \times X_1)$ is a bounded set in $\mathbb {R}^m$.

Under this assumption, the standard theory of FDEs (see Hale and Verduyn Lunel [Reference Hale and Verduyn Lunel9]) assures that, for each $\omega \in \Omega$ and $\varphi \in X$, the system (2.1) $_\omega$ admits a locally defined unique solution $y(t,\,\omega,\,\varphi )$ with initial value $\varphi$, that is, $y(s,\,\omega,\,\varphi )= \varphi (s)$ for each $s\in [-r,\,0]$. As a consequence, the family (2.1) induces a local continuous skew-product semiflow

(2.2)\begin{equation} \begin{array}{cccl} \tau \colon & \mathcal{U}\subset \mathbb{R}^+\times\Omega\times X & \longrightarrow & \Omega\times X\\ & \quad (t,\omega,\varphi) & \mapsto & (\omega{\cdot}t, y_t(\omega,\varphi))\, \end{array} \end{equation}

which preserves the flow on the base $\Omega$ and has the so-called semicocycle property on the fibre. Namely, if $(\omega,\,\varphi )\in \Omega \times X$, then for all $t,\,s\geq 0$ for which the terms are defined,

(2.3)\begin{equation} y_{t+s}(\omega,\varphi) = y_t(\omega{\cdot}s,y_s(\omega,\varphi)). \end{equation}

The theory of cooperative systems of delay differential equations is quite well developed (see, e.g., Smith [Reference Smith25] and the references therein). Taking the standard cone of positive maps $X_+=\{\phi \in X\mid \phi (s)\geq 0 \; \text {for}\; s\in [-r,\,0]\}$ with nonempty interior $\operatorname {Int} X_+=\{\phi \in X\mid \phi (s)\gg 0 \; \text {for}\; s\in [-r,\,0]\}$, $X$ is a strongly ordered Banach space. Note that we use the standard notation for $y\in \mathbb {R}^m$: $y\geq 0$ means that all components are nonnegative and $y\gg 0$ means that all components are positive. The induced partial order relation on $X$ is then given by:

\begin{align*} & \phi\le \psi\ \Longleftrightarrow\ \psi-\phi\in X_+\,;\\ & \phi< \psi\ \Longleftrightarrow\ \psi-\phi\in X_+\;\text{ and }\;\phi\ne \psi\,; \\ & \phi\ll \psi\ \Longleftrightarrow\ \psi-\phi\in \operatorname{Int} X_+. \end{align*}

It is a well-known result that, if $F$ satisfies the so-called quasimonotone condition

  1. (Q) If $\phi \leq \psi$ and $\phi _i(0)=\psi _i(0)$ for some $i$, then $F_i(\omega,\,\phi )\leq F_i(\omega,\,\psi )$ for all $\omega \in \Omega$ ,

then $\tau$ is a monotone semiflow, that is, if $\phi \leq \psi$ and $\omega \in \Omega$, then $y_t(\omega,\,\phi )\leq y_t(\omega,\,\psi )$ for all $t\geq 0$ where both terms are defined.

We now introduce the exponential order in $X$, following [Reference Smith and Thieme27]. We say that an $m\times m$ matrix $B=[b_{ij}]$ is quasipositive or cooperative if all the off-diagonal entries are nonnegative, that is, $b_{ij}\geq 0$ whenever $i\not = j$. Given a cooperative matrix $B$ and considering the componentwise partial ordering on $\mathbb {R}^m$, we introduce the normal positive cone with empty interior in $X$,

\[ K_B=\left\{ \phi\in X\mid \phi\geq 0 \;\text{ and }\; \phi(t)\geq {\rm e}^{B(t-s)}\phi(s)\quad\text{for } -r\leq s\leq t\leq 0\right\} \]

which induces the following partial order relation on $X$, called the exponential ordering:

\begin{align*} & \phi\le_B \psi\ \Longleftrightarrow\ \phi\le \psi \;\text{ and }\; \psi(t)-\phi(t)\geq {\rm e}^{B(t-s)}(\psi(s)-\phi(s))\,,\; -r\leq s\leq t\leq 0\,,\\ & \phi<_B \psi\ \Longleftrightarrow\; \phi \leq_B \psi\;\;\text{ and }\;\phi\neq \psi\,. \end{align*}

A smooth map $\phi$ belongs to $K_B$ if and only if $\phi \geq 0$ and $\phi '\geq B\,\phi$ on $[-r,\,0]$.

Let us assume one additional condition on $F$:

  1. (F2) $F(\omega,\,\psi )-F(\omega,\,\phi )\geq B\,(\psi (0)-\phi (0))\;$ whenever $\;\phi \leq _B\psi \;$ and $\;\omega \in \Omega$ ,

which is a necessary and sufficient condition for the monotonicity of the semiflow (2.2) for the exponential ordering (see [Reference Smith and Thieme27, proposition 3.1]), that is, if $\phi \leq _B\psi$ and $\omega \in \Omega$, then

\[ y_t(\omega,\phi)\leq_B y_t(\omega,\psi) \quad \text{for all } t\geq 0\; \text{for which both are defined}. \]

Besides, as proved in [Reference Smith and Thieme27, corollary 3.2], a componentwise separating behaviour is also derived from (F2). Namely, if $\phi,\,\psi \in X$ satisfy $\phi \leq _B \psi$ and, for some $\omega \in \Omega$, some component $1\leq i\leq m$ and some $t_0\geq -r$, $y_i(t_0,\,\omega,\,\phi )< y_i(t_0,\,\omega,\,\psi )$, then $y_i(t,\,\omega,\,\phi )< y_i(t,\,\omega,\,\psi )$ for all $t\geq t_0$ for which both are defined.

A stronger monotonicity condition presented in [Reference Smith and Thieme27] is the following:

  1. (F3) $F(\omega,\,\psi )-F(\omega,\,\phi )\gg B\, (\psi (0)-\phi (0))\,$ whenever $\,\phi \leq _B\,\psi$, $\phi \ll \psi$ and $\omega \in \Omega \,.$

Condition (F3) implies (F2) by a continuity argument. With this condition, the monotonicity of $\tau$ becomes slightly stronger, in a very precise sense. As stated above, the interior of the cone $K_B$ is empty in $X$. However, by taking the Banach space of Lipschitz functions $X_L\subset X$, with the usual Lipschitz norm

\[ \| \phi \|_L=\| \phi \|_\infty+\sup \left\{ \left|\frac{\phi(t)-\phi(s)}{t-s}\right|, \; s\neq t,\;s,t \in[{-}r,0] \right\}, \]

the restriction of the cone $K_B$ to $X_L$ provides us with the cone of positive maps

\[ \widetilde K_B=\{\phi\in X_L\mid \phi\geq 0 \;\text{and}\; \phi'-B\,\phi\geq 0 \,\;\text{a.e. on}\; [{-}r, 0]\} \]

which instead has a nonempty interior in $X_L$:

\begin{align*} \operatorname{Int}\widetilde K_B & =\{\phi\in X_L\mid \phi\gg 0\ \text{and}\ \phi'-B\,\phi\geq \bar\varepsilon\ \text{a.e. on}\ [{-}r, 0],\;\text{for some}\;\varepsilon>0\} \\ & =\{\phi\in X_L\mid \phi({-}r)\gg 0\text{ and ess inf}\,(\phi'- B\,\phi)_i>0,\; 1\leq i\leq m\}\,. \end{align*}

Here, and all through the paper, $\bar \varepsilon$ stands for the vector (or the constant map) whose components identically equal the value $\varepsilon$. Now we can write $\phi \gg _B 0$ meaning that $\phi \in \operatorname {Int}\widetilde K_B$ and

\[ \phi\ll_B \psi \;\Longleftrightarrow\; \psi - \phi \in \operatorname{Int}\widetilde K_B \,. \]

Note that the Lipschitz character of the maps involved is implicit whenever the strong order $\ll _B$ is used.

At this point, one may wonder whether we could not just work on the space $X_L$, but, even if the section $\tau _t:\Omega \times X_L \to \Omega \times X_L$ is continuous for each fixed $t\geq 0$, the semiflow $\tau :\mathbb {R}^+\times \Omega \times X_L \to \Omega \times X_L$ is not continuous for $t$ in the range of times $[0,\,r]$: see [Reference Smith and Thieme27, p. 345] for further explanations. What is known is that

(2.4)\begin{equation} \begin{array}{cccl} \tau\colon & [r,\infty)\times \Omega\times X & \longrightarrow & \Omega\times X_L\\ & \;(t,\omega,\varphi) & \mapsto & (\omega{\cdot}t, y_t(\omega,\varphi)) \end{array} \end{equation}

is continuous, as far as the solution $y_t(\omega,\,\varphi )$ is defined. For these reasons, both spaces are going to interplay.

These are the strong monotonicity relations we get when condition (F3) holds.

Proposition 2.1 Assume that conditions (F1) and (F3) hold. Then$:$

  1. (i) If $\phi \leq _B\psi$, $\phi (0)\ll \psi (0)$ and $\omega \in \Omega$, then $y_t(\omega,\,\phi )\ll _B y_t(\omega,\,\psi )$ for each $t\geq 2r$ for which both are defined.

  2. (ii) If $\phi \ll _B\psi$, then $y_t(\omega,\,\phi )\ll _B y_t(\omega,\,\psi )$ for each $t\geq 0$ for which both are defined.

Proof. Recall that condition (F3) implies condition (F2). As mentioned above, thanks to condition (F2), if $\phi \leq _B\psi$ with $\phi (0)\ll \psi (0)$, then $y(t,\,\omega,\,\phi )\ll y(t,\,\omega,\,\psi )$ for all $t\geq 0$ for which both are defined, so that $y_t(\omega,\,\phi )\ll y_t(\omega,\,\psi )$ for all $t\geq r$. Note that $y(t,\,\omega,\,\phi )$ and $y(t,\,\omega,\,\psi )$ are both differentiable, and in particular locally Lipschitz for $t>0$. Then, by condition (F3), for all $t\geq r$,

(2.5)\begin{align} & y'(t,\omega,\psi) -y'(t,\omega,\phi)-B\,(y(t,\omega,\psi) -y(t,\omega,\phi)) \nonumber\\ & = F(\omega{\cdot}t,y_t(\omega,\psi))-F(\omega{\cdot}t,y_t(\omega,\phi))-B\,(y(t,\omega,\psi) -y(t,\omega,\phi))\gg 0\,. \end{align}

By continuity, for each $t\geq 2r$ we can take an $\varepsilon >0$ (which depends on $t$) such that $y'(t+s,\,\omega,\,\psi ) -y'(t+s,\,\omega,\,\phi )-B\,(y(t+s,\,\omega,\,\psi ) -y(t+s,\,\omega,\,\phi ))\geq \bar \varepsilon$ for all $s\in [-r,\,0]$. All in all, $y_t(\omega,\,\psi )-y_t(\omega,\,\phi )\gg _B 0$ for all $t\geq 2r$ for which both are defined, as asserted in (i).

As for (ii), if $\phi \ll _B\psi$, we already know that $y_t(\omega,\,\phi )\leq _B y_t(\omega,\,\psi )$ and, since in particular $\phi \ll \psi$, also $y_t(\omega,\,\phi )\ll y_t(\omega,\,\psi )$ for each $t\geq 0$ for which both solutions are defined. Then, relation (2.5) holds for all $t\geq 0$. From this and the fact that $\phi \ll _B\psi$, the result follows easily. The proof is finished.

In monotone nonautonomous dynamical systems, the so-called semiequilibria, introduced both for the deterministic and random cases (see [Reference Chueshov4, Reference Novo, Núñez and Obaya14]), are useful objects to determine invariant zones (see also Novo and Obaya [Reference Novo and Obaya15], among others). We recall the definitions for the exponential ordering, which were introduced by Novo et al. [Reference Novo, Obaya and Villarragut18] in a context of infinite-delay neutral FDEs.

Definition 2.2 A map $a\colon \Omega \to X$ such that $y_t(\omega,\,a(\omega ))$ exists for all $t\geq 0$ is

  • a sub-equilibrium for the exponential ordering if $a(\omega {\cdot }t)\leq _B y_t(\omega,\,a(\omega ))$ for each $\omega \in \Omega$ and $t\geq 0;$

  • a super-equilibrium for the exponential ordering if $a(\omega {\cdot }t)\geq _B y_t(\omega,\,a(\omega ))$ for each $\omega \in \Omega$ and $t\geq 0;$

  • an equilibrium if $a(\omega {\cdot }t)= y_t(\omega,\,a(\omega ))$ for each $\omega \in \Omega$ and $t\geq 0\,$.

A sub-equilibrium (resp. super-equilibrium) for the exponential ordering is said to be strong if there exists a time $s_\ast >0$ such that $a(\omega {\cdot }s_\ast )\ll _By_{s_\ast }(\omega,\, a(\omega ))$ (resp. $a(\omega {\cdot }s_\ast )\gg _By_{s_\ast }(\omega,\, a(\omega ))$) for each $\omega \in \Omega$.

The next result shows how sub-equilibria and strong sub-equilibria for $\leq _B$ can be constructed from a family of sub-solutions. By changing the sign of the inequalities, we obtain the corresponding results for super-equilibria and strong super-equilibria in terms of a family of super-solutions. The following definition is needed.

Definition 2.3 A map $\widetilde a\colon \Omega \to \mathbb {R}^m$ is said to be $C^1$ along the trajectories of the base flow if the map $\widetilde a_\omega \colon \mathbb {R}\to \mathbb {R}^m$, $t\mapsto \widetilde a(\omega {\cdot }t)$ is of class $C^1$ for each $\omega \in \Omega$. We will denote $\widetilde a'(\omega )= (\widetilde a_\omega )'(0)=({\rm d}/{\rm d}t) \widetilde a(\omega {\cdot }t)|_{t=0}$.

We remark that in many occasions, one deals with semicontinuous semiequilibria. This permits the combination of both dynamical and topological properties, with important consequences. The reader is referred to [Reference Novo, Núñez and Obaya14] for a precise statement of these properties. In particular, a semicontinuous semiequilibrium has a residual set of points of continuity.

Proposition 2.4 Assume conditions (F1) and (F2) and let $\widetilde a\colon \Omega \to \mathbb {R}^m$ be $C^1$ along the trajectories of the base flow. Consider the map $a\colon \Omega \to X$, $\omega \mapsto a(\omega )$ defined by $a(\omega )(s)=\widetilde a(\omega {\cdot }s)$ for each $s\in [-r,\,0]$. Then$:$

  1. (i) The map $a$ is a sub-equilibrium for the exponential ordering provided that for each $\omega \in \Omega$, $y(t,\,\omega,\,a(\omega ))$ is defined for all $t\geq 0$ and

    (2.6)\begin{equation} \widetilde a'(\omega)\leq F(\omega,a(\omega))\,. \end{equation}
  2. (ii) If the conditions in (i) and (F3) hold, and there is an $\omega _0\in \Omega$ which is simultaneously a continuity point of $a$ and $a\circ \sigma _{s_\ast }$, for some $s_\ast \geq 3r$, such that

    (2.7)\begin{equation} \widetilde a'(\omega_0)\ll F(\omega_0,a(\omega_0))\,, \end{equation}
    then $a$ is a strong sub-equilibrium for the exponential ordering.

Proof. (i) The proof is inspired in that of [Reference Smith and Thieme27, proposition 3.1]. Let $F^\varepsilon =F + \bar \varepsilon \,$ for $\varepsilon >0$ and let $y^\varepsilon (t,\,\omega,\,a(\omega ))$ denote the solution of $y'(t)=F^\varepsilon (\omega {\cdot }t,\,y_t)$ with initial value $a(\omega )$. We claim that $y_t^\varepsilon (\omega,\,a(\omega ))\geq _B a(\omega {\cdot }t)$ for each $\omega \in \Omega$, $t\geq 0$ and $\varepsilon >0$, and hence the proof is finished by letting $\varepsilon \downarrow 0$.

In order to see it, we consider $x^\varepsilon (t)=y^\varepsilon (t,\,\omega,\,a(\omega ))- \widetilde a_\omega (t)$, which satisfies $x^\varepsilon (s)=0$ for each $s\in [-r,\,0]$, and the closed set $I=\{t\in [0,\,\infty )\mid x_t^\varepsilon \geq _B 0\}$. Notice that $0\in I$. Note also that we are implicitly assuming that $y^\varepsilon (t,\,\omega,\,a(\omega ))$ is extendable to $[0,\,\infty )$. If not, we work on its maximal interval of existence, but recall that, given any compact set $[0,\,T]$, $y^\varepsilon (t,\,\omega,\,a(\omega ))$ is defined on $[0,\,T]$ for every $\varepsilon$ small enough, since $y(t,\,\omega,\,a(\omega ))$ is assumed to be globally defined and $F^\varepsilon =F + \bar \varepsilon \,$. Next, we check that given $t\in I$ there is a $\delta >0$ such that $[t,\,t+\delta )\subset I$. Inequality (2.6) can be written as $(\widetilde a_\omega )'(t)\leq F(\omega {\cdot }t,\,(\widetilde a_\omega )_t)$ for each $t\geq 0$ and $\omega \in \Omega$. Then, from condition (F2) and $t\in I$, we deduce that

\begin{align*} (x^\varepsilon)'(t)- B\, x^\varepsilon(t)& =F(\omega{\cdot}t,y^\varepsilon_t(\omega, a(\omega)))+\bar\varepsilon- (\widetilde a_\omega)'(t)- B\, x^\varepsilon(t)\\ & \geq \bar\varepsilon + F(\omega{\cdot}t,y^\varepsilon_t(\omega, a(\omega)))- F(\omega{\cdot}t,a(\omega{\cdot}t)) - B\, x^\varepsilon(t)\geq \bar\varepsilon\gg 0. \end{align*}

Hence, there is a $\delta >0$ such that $(x^\varepsilon )'- B\, x^\varepsilon \geq 0$ on $[t,\,t+\delta )$. Note that in particular $x^\varepsilon (t)\geq 0$ and $(x^\varepsilon )'\geq B\, x^\varepsilon$ on $[t,\,t+\delta )$. Since $B$ is a cooperative matrix, we can deduce by comparing the solutions that $x^\varepsilon (s)\geq 0$ for all $s\in [t,\,t+\delta )$. As a result, $x_s^\varepsilon \geq _B 0$ for all $s\in [t,\,t+\delta )$, that is, $[t,\,t+\delta ) \subset I$, as wanted. Therefore, $I=[0,\,\infty )$, which finishes the proof of (i).

(ii) From (i) we know that $a$ is a sub-equilibrium for the exponential ordering, that is, $a(\omega {\cdot }t)\leq _B y_t(\omega,\,a(\omega ))$ for each $\omega \in \Omega$ and $t\geq 0$. Therefore, according to [Reference Novo, Núñez and Obaya14, proposition 4.2(i)], which can be easily generalized to this case, to show that $a$ is a strong sub-equilibrium for the exponential ordering, it is enough to check the existence of a time $s_\ast >0$ and a point $\omega _0\in \Omega$ which is simultaneously a continuity point of $a$ and $a\circ \sigma _{s_\ast }$ such that $a(\omega _0{\cdot }s_\ast )\ll _B y_{s_\ast }(\omega _0,\,a(\omega _0))$.

In order to check this, notice that condition (2.7) and the continuity of the maps involved imply the existence of an $\varepsilon \in (0,\,r)$ such that $(\widetilde a_{\omega _0})'(t)\ll F(\omega {\cdot }t,\,(\widetilde a_{\omega _0})_t)$ for each $t\in [0,\,\varepsilon )$, and we can take a time $t_0\in (0,\,\varepsilon )$ satisfying $\widetilde a_{\omega _0}(t_0)\ll y(t_0,\,\omega _0,\,a(\omega _0))$, i.e., $a(\omega _0{\cdot } t_0)(0)\ll y_{t_0}(\omega _0,\,a(\omega _0))(0)$. Thus, since $a(\omega _0{\cdot } t_0)\leq _B y_{t_0}(\omega _0,\,a(\omega _0))$, by proposition 2.1(i),

\[ y_t(\omega_0{\cdot}t_0, a(\omega_0{\cdot}t_0)) \ll_By_t(\omega_0{\cdot}t_0,y_{t_0}(\omega_0,a(\omega_0))) \quad \text{for each } t\geq 2r\,, \]

and then, $a(\omega _0{\cdot }(t+t_0))\ll _B y_{t+t_0}(\omega _0,\,a(\omega _0))$. Thus, choosing $t=s_\ast -t_0\geq 2r$, we conclude that $a(\omega _0{\cdot }s_\ast )\ll _B y_{s_\ast }(\omega _0,\,a(\omega _0))$, which finishes the proof.

As a consequence, we determine conditions concerning the permanence of the solutions in the positive cone $K_B$ and in the interior of the positive cone $\operatorname {Int}\widetilde K_B$.

Corollary 2.5 Assume (F1)(F2) and $F(\omega,\,0)\geq 0$ for each $\omega \in \Omega$. Then:

  1. (i) $y_t(\omega,\,\psi )\geq _B 0$ for each $\omega \in \Omega$, $\psi \geq _B 0$ and $t\geq 0$ in the domain of definition.

  2. (ii) If (F3) also holds, then $y_t(\omega,\,\psi )\gg _B 0$ for each $\omega \in \Omega$, $\psi \gg _B 0$ and $t\geq 0$ in the domain of definition.

Proof. Note that proposition 2.4(i) implies that $y_t(\omega,\,0)\geq _B 0$ as long as $y(t,\,\omega,\,0)$ is defined. Then, by monotonicity, we deduce that, if $\psi \geq _B0$, then $y_t(\omega,\,\psi )\geq _B y_t(\omega,\,0)\geq _B 0$ for all $t\geq 0$ in the domain of definition of $\psi$, so that (i) holds.

For (ii), take $\omega \in \Omega$ and $\psi \gg _B 0$. Then, by proposition 2.1(ii), $y_t(\omega,\,\psi )\gg _B y_t(\omega,\,0)\geq _B 0$, whenever defined. The proof is finished.

In the rest of this section, we take advantage of the presence of semiequilibria. When no mention is made, we will be assuming that the semiflow is globally defined. First, we consider the dynamical property of uniform persistence. We include the standard definitions for the usual ordering and for the exponential ordering, respectively. We remark that these two properties are in principle unrelated.

Definition 2.6

  1. (i) The skew-product semiflow $\tau$ induced by the family of systems (2.1) is uniformly persistent in the interior of the positive cone $\operatorname {Int} X_+$ if there is a map $\psi \gg 0$ such that, for every $\omega \in \Omega$ and every initial map $\varphi \gg 0$, there exists a time $t_0=t_0(\omega,\,\varphi )$ such that $y_t(\omega,\,\varphi )\geq \psi$ for all $t\geq t_0$.

  2. (ii) The skew-product semiflow $\tau$ induced by the family of systems (2.1) is uniformly persistent in the interior of the positive cone $\operatorname {Int} \widetilde K_B$ associated with the exponential ordering $\leq _B$ if there is a map $\psi \gg _B 0$ such that, for every $\omega \in \Omega$ and every initial map $\varphi \gg _B 0$, there exists a time $t_0=t_0(\omega,\,\varphi )$ such that $y_t(\omega,\,\varphi )\geq _B \psi$ for all $t\geq t_0$.

We give an easy-to-check sufficient condition for the uniform persistence in the interior of the positive cone $\operatorname {Int} \widetilde K_B$.

Proposition 2.7 Assume conditions (F1) and (F3) hold, and $F(\omega,\,0)\geq 0$ for each $\omega \in \Omega$. If there exists an $\omega _0\in \Omega$ such that $F(\omega _0,\,0)\gg 0$, $\tau$ is uniformly persistent in the interior of the positive cone $\operatorname {Int} \widetilde K_B$.

Proof. From proposition 2.4(ii) we deduce that the null map from $\Omega$ to $X$ is a continuous strong sub-equilibrium for $\leq _B$ and, reasoning as in [Reference Novo, Núñez and Obaya14, proposition 4.3] for the exponential ordering, there exist a $\psi \gg _B 0$ and a time $s>0$ such that $a_s(\omega ):=y_{s}(\omega {\cdot }(-s),\,0)\geq _B \psi$ for each $\omega \in \Omega$. In particular, since for all $\omega$, $a_t(\omega )\geq _B a_s(\omega )$ whenever $t\geq s$, evaluating at $\omega {\cdot }t$ we obtain that $y_t(\omega,\,0)\geq _B \psi$ for each $\omega \in \Omega$ and $t\geq s$. Finally, from proposition 2.1(ii), if $\varphi \gg _B 0$, we deduce that $y_t(\omega,\,\varphi )\gg _B y_t(\omega,\,0)$ for each $t\geq 0$. Hence, $y_t(\omega,\,\varphi )\geq _B \psi$ for each $\omega \in \Omega$ and $t\geq s$, which shows the claimed uniform persistence.

Finally, we concentrate on the existence of attractors. As in the case of standard dynamical systems, also in nonautonomous dynamical systems, the existence of a global attractor permits a better understanding of the dynamics (see, e.g., [Reference Kloeden and Rasmussen12]). A good reference for processes and pullback attractors, which are crucial in nonautonomous dynamics, is [Reference Carvalho, Langa and Robinson2]. For a skew-product semiflow over a compact base $\Omega$, the global attractor $\mathbb {A}\subset \Omega \times X$, when it exists, is an invariant compact set attracting a certain class of sets in $\Omega \times X$ forwards in time; namely,

\[ \lim_{t\to\infty} {\rm dist}(\tau_t(\Omega\times X_1),\mathbb{A})=0 \quad\text{for each}\; X_1\in \mathcal{D}(X)\,, \]

for the Hausdorff semidistance ${\rm dist}$. The standard choices for $\mathcal {D}(X)$ are either the class of bounded subsets $\mathcal {D}_b(X)$ of $X$ or that of compact subsets $\mathcal {D}_c(X)$ (see [Reference Cheban, Kloeden and Schmalfuss3]).

For the sake of completeness, we recall the definition of the Hausdorff semidistance between subsets of a metric space $(Y,\,d)$. Given $Y_1,\,Y_2\subset Y$,

(2.8)\begin{equation} {\rm dist}(Y_1,Y_2) := \sup_{y_1\in Y_1}\inf_{y_2\in Y_2}\,{\rm d}(y_1,y_2)=\sup_{y_1\in Y_1}\,{\rm d}(y_1,Y_2)\,, \end{equation}

where ${\rm d}(y_1,\,Y_2)$ denotes the usual distance between the point $y_1$ and the set $Y_2$. The Hausdorff metric between two compact sets of $Y$ is then defined by

\[ {\rm dist_{\mathcal{H}}}(Y_1,Y_2) := \max\{{\rm dist}(Y_1,Y_2),{\rm dist}(Y_2,Y_1)\}\,. \]

As $\Omega$ is compact, the nonautonomous set $\{A(\omega )\}_{\omega \in \Omega }$, formed by the $\omega$-sections of $\mathbb {A}$ defined by $A(\omega )=\{\varphi \in X\mid (\omega,\,\varphi )\in \mathbb {A}\}$ for each $\omega \in \Omega$, is a pullback attractor, that is, $\{A(\omega )\}_{\omega \in \Omega }$ is compact, invariant and it pullbacks attract all the sets $X_1 \in \mathcal {D}(X)$:

\[ \lim_{t\to\infty} {\rm dist}(y_t(\omega{\cdot}({-}t),X_1),A(\omega))=0\quad \text{for all}\; \omega\in \Omega\,. \]

The implications for each fixed $\omega \in \Omega$ are expressed in terms of pullback attraction for the related evolution process on $X$, defined by $S_{\omega }(t,\,s)\,\varphi =y_{t-s}(\omega {\cdot }s,\,\varphi )$ for each $\varphi \in X$ and $t\geq s$. Precisely, for each fixed $\omega \in \Omega$, the family of compact sets $\{A(\omega {\cdot }t)\}_{t\in \mathbb {R}}$ is the pullback attractor for the process $S_{\omega }(\cdot,\,\cdot )$, meaning that:

  1. (i) it is invariant, i.e., $S_{\omega }(t,\,s)\,A(\omega {\cdot }s)=A(\omega {\cdot }t)$ for all $t\geq s\,$;

  2. (ii) it pullback attracts the class of sets $\mathcal {D}(X)$, i.e., for each $X_1\in \mathcal {D}(X)$,

    \[ \lim_{s\to -\infty}{\rm dist}(S_{\omega}(t,s)\,X_1,A(\omega{\cdot}t))=0 \quad \text{for all}\; t\in \mathbb{R}\,; \]
  3. (iii) it is the minimal family of closed subsets of $X$ with property (ii).

However, the forwards and pullback dynamics are in general unrelated, so that it is always an interesting problem to know whether the pullback attractor is also a forwards attractor for the process. That is to know if, for each $\omega \in \Omega$,

\[ \lim_{t\to \infty}{\rm dist}(y_t(\omega,X_1),A(\omega{\cdot}t))=0 \quad \text{for each}\; X_1\in \mathcal{D}(X)\,. \]

We finish this section with a result on the existence of a global attractor in the positive cone and in the interior of the positive cone, in terms of the existence of continuous strong sub and super-equilibria, for the exponential ordering. Note that this covers a huge range of applications to delay systems in biology or ecology, where only positive solutions make sense. We remark that we impose a restriction on the class of quasipositive matrices $B$ defining the ordering $\leq _B$, which is satisfied by the commonly used diagonal matrices with negative diagonal elements.

Theorem 2.8 Assume that the quasipositive matrix $B=[b_{ij}]$ defining the exponential ordering satisfies that $b_{ii}< -\sum _{j\not =i}b_{ij}$, conditions (F1) and (F3) hold, and $F(\omega,\,0)\geq 0$ for each $\omega \in \Omega$. Then$:$

  1. (i) If there exist an $R_0>0$ and an $\omega _0\in \Omega$ such that $F(\omega,\,\bar R)\leq 0$ and $F(\omega _0,\,\bar R)\ll 0$ for each $\omega \in \Omega$ and $R\geq R_0$, then the semiflow $\tau$ is globally defined on $\Omega \times K_B$ and there exists a global attractor with respect to the class $\mathcal {D}_b(K_B)$ of bounded subsets in the positive cone.

  2. (ii) If the condition in (i) holds and, besides, there exists an $\omega _1\in \Omega$ such that $F(\omega _1,\,0)\gg 0$, then there exists a global attractor in $\Omega \times \operatorname {Int} \widetilde K_B$ with respect to the class $\mathcal {D}_c(\operatorname {Int} \widetilde K_B)$ of compact sets in $X_L$ contained in $\operatorname {Int} \widetilde K_B$.

Proof. First of all, corollary 2.5 gives us the invariance of both the cone of positive elements and its interior, that is to say, of the sets $\Omega \times K_B$ and $\Omega \times \operatorname {Int} \widetilde K_B$, respectively. Also note that the condition imposed on $B$ guarantees that the constant map $\bar R\in \operatorname {Int} \widetilde K_B$ for all $R> 0$.

  1. (i) Notice that proposition 2.4(ii) implies that the constant maps $\Omega \to K_B$, $\omega \mapsto \bar R$ are continuous strong super-equilibria for the exponential ordering for each $R\geq R_0$. In particular, this means that the sets $\{(\omega,\,\phi )\in \Omega \times K_B\mid \phi \leq _B \bar R\}$ are positively invariant. Thanks to the restriction imposed on $B$, given a $\phi \in K_B$ we can take a sufficiently big $R>0$ so that $\phi \leq _B \bar R$. Then, we can deduce that all the solutions are bounded and the semiflow is globally defined on $\Omega \times K_B$.

    To get the existence of a global attractor, it suffices to find an absorbing compact set (see, e.g., [Reference Kloeden and Rasmussen12, theorem 1.36]). In our skew-product setting, we search for a compact set $H\subset K_B$ such that for each bounded set $X_1\subset K_B$ there exists a $t_1=t_1(X_1)$ such that $\tau _t(\Omega \times X_1)\subset \Omega \times H$ for all $t\geq t_1$. Thanks to condition (F1), the map $y_r:\Omega \times X\to X$ is compact, meaning that it takes bounded sets into relatively compact sets. Then, it is immediate that the set

    \[ H=\operatorname{cls} \left\{y_r(\omega,\varphi) \mid \omega\in \Omega\,,\; 0 \leq_B \varphi \leq_B \bar R_0 \right\} \]
    is compact in $K_B$. Let us check that the compact set $\Omega \times H$ is absorbing. For each bounded set $X_1\subset K_B$, we can find an $R\geq R_0$ big enough so that $0\leq _B \phi \leq _B \bar R$ for all $\phi \in X_1$ and, by monotonicity, $0\leq _B y_t(\omega,\,\phi ) \leq _B y_t(\omega,\,\bar R)$ for all $\omega \in \Omega$, $\phi \in X_1$, and $t\geq 0$. Since the constant maps $\bar R$ are strong super-equilibria for $\leq _B$ for all $R\geq R_0$, it is not difficult to deduce that there exists a $t_0\geq 0$ such that $0\leq _B y_t(\omega,\,\phi ) \leq _B \bar R_0$ for all $(\omega,\,\phi )\in \Omega \times X_1$ and $t\geq t_0$. Now, it suffices to apply the semicocycle property (2.3) to get that, if $t\geq t_1:= t_0+r$, then $y_t(\omega,\,\phi )=y_r(\omega {\cdot }(t-r),\,y_{t-r}(\omega,\,\phi ))\in H$ for all $(\omega,\,\phi )\in \Omega \times X_1$, as we wanted to see.
  2. (ii) First of all, recall that the interior of the positive cone $K_B$ is empty in $X$ but it is nonempty when restricted to $X_L$. For this reason we consider compact sets in $X_L$ when we look for a global attractor in $\Omega \times \operatorname {Int}\widetilde K_B$.

    Since $F(\omega _1,\,0)\gg 0$, $\tau$ is uniformly persistent in $\operatorname {Int}\widetilde K_B$ by proposition 2.7. Let $\psi \gg _B 0$ be the map in definition 2.6(ii) and consider the compact set $H=\operatorname {cls} \big \{y_r(\omega,\,\varphi ) \mid \omega \in \Omega \,,\,\; \psi \leq _B \varphi \leq _B \bar R_0 \big \}$ in $K_B$. Then, take $\widetilde H=\{y_r(\omega,\,\varphi ) \mid (\omega,\,\varphi )\in \Omega \times H\}$. $\widetilde H$ is a compact set in $X_L$ as it is the image by the continuous map $y_r$ of a compact set in $\Omega \times X$ (see (2.4)). It is easy to check that $\widetilde H\subset \operatorname {Int} \widetilde K_B$ because the map $\omega \in \Omega \mapsto y_r(\omega,\,\psi _0)\in \operatorname {Int}\widetilde K_B\subset X_L$ is continuous for each $\psi _0\gg _B 0$ and $\Omega$ is compact. Let us see that $\Omega \times \widetilde H$ is absorbing. Given a compact set $X_1\subset \operatorname {Int} \widetilde K_B$, there exist a $\varphi _0\gg _B 0$ and an $R\geq R_0$ big enough such that $\varphi _0\leq _B \phi \leq _B \bar R$ for every $\phi \in X_1$. By monotonicity, $y_t(\omega,\,\varphi _0)\leq _B y_t(\omega,\,\phi ) \leq _B y_t(\omega,\,\bar R)$ for all $(\omega,\,\phi )\in \Omega \times X_1$ and $t\geq 0$. In fact, as seen in the proof of proposition 2.7, for every $\varphi _0\gg _B 0$ we get a time $t_0=t_0(\varphi _0)$ such that $\psi \leq _B y_t(\omega,\,\varphi _0)$ for all $t\geq t_0$ and $\omega \in \Omega$. As in (i), by taking $t_0$ bigger if necessary, we can assert that $\psi \leq _B y_t(\omega,\,\phi )\leq _B \bar R_0$ for all $(\omega,\,\phi )\in \Omega \times X_1$ and $t\geq t_0$. Now, by writing $y_t(\omega,\,\phi )=y_r(\omega {\cdot }(t-r),\,y_r(\omega {\cdot }(t-2r),\,y_{t-2r}(\omega,\,\phi )))$ it is easy to see that $y_t(\omega,\,\phi )\in \widetilde H$ for all $(\omega,\,\phi )\in \Omega \times X_1$ and $t\geq t_1:=t_0+2r$. The proof is finished.

3. Long-term behaviour in the monotone and sublinear case

In this section, we consider a family of FDEs (2.1) satisfying (F1) and (F2), so that the induced skew-product semiflow is monotone for the exponential ordering. As explained in the previous section, the skew-product semiflow $\tau :\mathbb {R}^+\times \Omega \times X_L \to \Omega \times X_L$ is not continuous for $t\in [0,\,r]$, whereas it is continuous for $t\in [r,\,\infty )$.

By adding some extra conditions on $F$, including a sublinear condition which results in the invariance of the positive cone $K_B$ and the sublinearity of the semiflow for the exponential ordering, we are able to determine a special subset in $\Omega \times \operatorname {Int} \widetilde K_B\subset \Omega \times X_L$ over which the restriction of the semiflow is continuous and it concentrates the essential information for both the long-term behaviour of the solutions in $\operatorname {Int} \widetilde K_B$, and for attraction.

Namely, in this section, we assume the following sublinearity condition:

  1. (F4) $F(\omega,\,\lambda \, \psi )\geq \lambda \, F(\omega,\,\psi )\,$ whenever $\,\psi \geq _B 0$ , $\lambda \in [0,\,1]\,,$ and $\,\omega \in \Omega \,.$

Next, we prove how the properties on the systems are transferred to their solutions.

Proposition 3.1 Assume that conditions (F1), (F2) and (F4) hold. Then, the semiflow is globally defined on $\Omega \times K_B$ and it is sublinear for the exponential ordering, that is, for each $\omega \in \Omega$, $\psi \geq _B 0$ and $\lambda \in [0,\,1]$,

\[ y_t(\omega,\lambda\,\psi)\geq_B \lambda\, y_t(\omega,\psi) \quad\text{for all } t\geq 0\,. \]

Proof. Thanks to condition (F4), in particular $F(\omega,\,0)\geq 0$ for all $\omega \in \Omega$ so that, if $\omega \in \Omega$ and $\psi \geq _B0$, then $y_t(\omega,\,\psi )\geq _B 0$ whenever defined, by corollary 2.5(i). Once we know that the solutions starting in $\Omega \times K_B$ remain in $\Omega \times K_B$ while defined, we only worry about boundedness above. Let us check that there exists a $c>0$ such that $F(\omega,\,\psi )\leq (1+\|\psi \|_\infty )\,\bar c$ for all $(\omega,\,\psi )\in \Omega \times K_B$, for the vector $\bar c\in \mathbb {R}^m$. To see it, by (F1), if $\|\psi \|_\infty \leq 1$, then we can choose a $c>0$ big enough so that $F(\omega,\,\psi )\leq \bar c$, for all $\omega \in \Omega$, and if $\|\psi \|_\infty >1$, then we can deduce from (F4) that

\[ F(\omega,\psi)=F\left(\omega, \|\psi\|_\infty\,\frac{\psi}{\|\psi\|_\infty}\right)\leq \|\psi\|_\infty\,F\left(\omega, \frac{\psi}{\|\psi\|_\infty}\right)\leq \|\psi\|_\infty\,\bar c\,, \]

so that we are done. Now note that the solutions of the family of systems $y'(t)=\widetilde F(\omega {\cdot }t,\,y_t)$, $\omega \in \Omega$, given by the globally Lipschitz map in the second variable $\widetilde F(\omega,\,\psi )=(1+\|\psi \|_\infty )\,\bar c$, are globally defined, and that $\widetilde F$ satisfies the quasimonotone condition (Q) when restricted to $\Omega \times K_B$. Therefore, we can compare solutions (see [Reference Smith25, theorem 5.1.1]) to deduce that $y(t,\,\omega,\,\psi )$ is also globally defined for all $(\omega,\,\psi )\in \Omega \times K_B$.

Next, we check the sublinearity for fixed $\omega \in \Omega$ and $\psi \geq _B 0$. Since $y_t(\omega,\,\psi )\geq _B 0$ for all $t\geq 0$, from (F4) we have that

(3.1)\begin{equation} F(\omega{\cdot}t,\lambda\, y_t(\omega,\psi))\geq \lambda\, F(\omega{\cdot}t,y_t(\omega,\psi))\quad\text{for each } \lambda\in[0,1] \text{ and }t\geq 0\,. \end{equation}

The proof now continues as that of proposition 2.4. We consider the function $F^\varepsilon =F + \bar \varepsilon \,$ for $\varepsilon >0$ and let $y^\varepsilon (t,\,\omega,\,\varphi )$ denote the solution of $y'(t)=F^\varepsilon (\omega {\cdot }t,\,y_t)$ with initial value $\varphi$. We claim that $y_t^\varepsilon (\omega,\,\lambda \,\psi )\geq _B \lambda \, y_t(\omega,\,\psi )$ for all $t\geq 0$ and then the proof is finished by letting $\varepsilon \downarrow 0$.

In order to prove the claim, we take $x^\varepsilon (t)=y^\varepsilon (t,\,\omega,\,\lambda \, \psi )-\lambda \, y(t,\,\omega,\,\psi )$, which satisfies $x^\varepsilon (s)=\lambda \,\psi (s)-\lambda \,\psi (s)=0$ for each $s\in [-r,\,0]$, and we consider the closed set $I=\{t\in [0,\,\infty )\mid x_t^\varepsilon \geq _B 0\}$. Notice that $0\in I$. Next, we check that given $t\in I$ there is a $\delta >0$ such that $[t,\,t+\delta )\subset I$. Since

\[ (x^\varepsilon)'(t)-B\, x^\varepsilon(t)=F(\omega{\cdot}t,y^\varepsilon_t(\omega,\lambda\,\psi))+\bar\varepsilon-\lambda\, F(\omega{\cdot}t,y_t(\omega,\psi))-B\, x^\varepsilon(t)\,, \]

we can apply (3.1) to get

\begin{align*} (x^\varepsilon)'(t)-B\, x^\varepsilon(t)& \geq F(\omega{\cdot}t,y^\varepsilon_t(\omega,\lambda\,\psi))-F(\omega{\cdot}t,\lambda\, y_t(\omega,\psi))\\ & \quad -B\,(y^\varepsilon(t,\omega,\lambda\, \psi)-\lambda\, y(t,\omega,\psi))+\bar\varepsilon\,. \end{align*}

Now, since $t\in I$ we know that $y^\varepsilon _t(\omega,\,\lambda \,\psi )\geq _B \lambda \, y_t(\omega,\,\psi )$, and from (F2) we conclude that $(x^\varepsilon )'(t)-B\, x^\varepsilon (t)\geq \bar \varepsilon$. Hence, there is a $\delta >0$ such that $(x^\varepsilon )'(s)-B\, x^\varepsilon (s)\geq 0$ for $s\in [t,\,t+\delta )$. Besides, since in particular $x^\varepsilon (t)\geq 0$ and $(x^\varepsilon )'\geq B\, x^\varepsilon$ on $[t,\,t+\delta )$ and $B$ is a cooperative matrix, by comparing the solutions we get that $x^\varepsilon (s)\geq 0$ for $s\in [t,\,t+\delta )$. Consequently, $x_s^\varepsilon \geq _B 0$ for each $s\in [t,\,t+\delta )$ and so $[t,\,t+\delta ) \subset I$. Therefore, $I=[0,\,\infty )$ and the proof is finished.

Hereafter, the existence of a bounded solution in the interior of the positive cone is assumed.

  1. (F5) There exists a pair $(\omega _0,\,\phi _0)\in \Omega \times \operatorname {Int}\widetilde K_B$ with bounded semitrajectory $\{(\omega _0{\cdot }t,\, y_t(\omega _0,\,\phi _0))\mid t\ge 0\}$ and such that $y_t(\omega _0,\, \phi _0)\geq _B \psi _0$ for some $\psi _0\gg _B 0$ and each $t\geq 0$.

From this we will show the relatively compactness and uniform stability of each semitrajectory with initial value in $\operatorname {Int}\widetilde K_B$. Before that, we introduce the part metric on $\operatorname {Int}\widetilde K_B$ defined by

(3.2)\begin{equation} p(\phi,\psi) = \inf\left\{\ln \alpha\mid \alpha\geq 1\ \text{and}\ \alpha^{{-}1}\phi\leq_B\psi\leq_B\alpha\,\phi\right\} \end{equation}

which turns $(\operatorname {Int}\widetilde K_B,\, p)$ into a metric space. The map $p:\operatorname {Int}\widetilde K_B\times \operatorname {Int}\widetilde K_B\to \mathbb {R}^+$ is continuous with respect to the product topology induced by the norm $\|\cdot \|_L$, due to the inequality

\[ p(\phi,\psi)\leq \ln \left(1+\frac{\| \phi-\psi \|_L}{R}\right) \quad\text{for each }\phi,\,\psi\in \operatorname{Int}\widetilde K_B\,, \]

provided that the closed balls of radius $R>0$ centred at $\phi$ and $\psi$, respectively, are contained in $\widetilde K_B$ (see Krause and Nussbaum [Reference Krause and Nussbaum13, lemma 2.3(i)]). In addition, since $\widetilde K_B$ is a normal cone, we also have (see [Reference Krause and Nussbaum13, lemma 2.3(ii)]):

(3.3)\begin{equation} \| \phi-\psi \|_L\leq \left(2\,{\rm e}^{p(\phi,\psi)}-{\rm e}^{{-}p(\phi,\psi)}-1\right)\min(\| \phi \|_L,\| \psi \|_L)\,,\quad \phi,\,\psi\in \operatorname{Int}\widetilde K_B. \end{equation}

We say that a compact set $M\subset \Omega \times X_L$ is strongly positive if $M\subset \Omega \times \operatorname {Int} \widetilde K_B$, and write $M\gg _B 0$. Note that this is equivalent to the existence of a $\psi _0\gg _B 0$ such that $\psi \geq _B \psi _0$ for all $(\omega,\,\psi )\in M$.

Proposition 3.2 Assume that conditions (F1), (F2), (F4) and (F5) hold. Then, for each $\omega \in \Omega$ and $\phi \gg _B 0$, the semiorbit $\{(\omega {\cdot }t,\, y_t(\omega,\,\phi ))\mid t\ge 0\}$ is a relatively compact subset of $\Omega \times X_L$ and it is uniformly stable. Moreover, the omega-limit set is strongly positive, i.e., $\mathcal {O}(\omega,\,\phi )\gg _B0$, and the restriction of $\tau$ to the compact invariant set $\mathcal {O}(\omega,\,\phi )\subset \Omega \times X_L$ is continuous.

Proof. Once we check that $\{(\omega {\cdot }t,\, y_t(\omega,\,\phi ))\mid t\ge 0\}$ is bounded, it follows easily from condition (F1) that it is relatively compact in $\Omega \times X$. More precisely, given a sequence $\{t_n\}$ there is a subsequence (for simplicity, we take the whole sequence) for which $\omega {\cdot }t_n\to \omega _1$ and $y_{t_n}(\omega,\,\phi )\to \phi _1$ in $X$ as $n\to \infty$. Thus, from

\[ y_{t_n}(\omega,\phi)(s)=y_{t_n}(\omega,\phi)({-}r)+\int_{{-}r}^s f(\omega{\cdot}(t_n+u),y_{t_n+u}(\omega,\phi))\,{\rm d}u,\quad s\in[{-}r,0]\,, \]

we deduce that $\phi _1(s)=\phi _1(-r)+\int _{-r}^s f(\omega _1{\cdot }u,\,(\phi _1)_u)\,{\rm d}u$, i.e., $\phi _1'(s)=f(\omega _1{\cdot }{s},\,(\phi _1)_s)$, which together with $(y_{t_n}(\omega,\,\phi ))'(s)=f(\omega {\cdot }(t_n+s),\,y_{t_n+s}(\omega,\,\phi ))\to f(\omega _1{\cdot }{s},\,(\phi _1)_s)$ shows that $(\omega {\cdot }t_n,\,y_{t_n}(\omega,\,\phi ))\to (\omega _1,\,\phi _1)$ in $\Omega \times X_L$, as wanted.

In order to check the boundedness, from (F5) and the previous argument, we deduce that $\{(\omega _0{\cdot }t,\, y_t(\omega _0,\,\phi _0))\mid t\ge 0\}$ is relatively compact in $\Omega \times X_L$ and, therefore, the omega-limit set $\mathcal {O}(\omega _0,\,\phi _0)$ is a compact and invariant subset of $\Omega \times \operatorname {Int}\widetilde K_B$. Moreover, there are $e_1$ and $e_2\in \operatorname {Int}\widetilde K_B$ such that

(3.4)\begin{equation} 0\ll_B e_1\leq _B\varphi\leq_Be_2 \quad \text{for each } (\omega,\varphi)\in \mathcal{O}(\omega_0,\phi_0). \end{equation}

Then, given $\omega \in \Omega$ and $\phi \gg _B 0$, we can take a pair $(\omega,\,\varphi )\in \mathcal {O}(\omega _0,\,\phi _0)$ (thanks to the minimality of $\Omega$) and a $\mu >1$ such that $\mu ^{-1}\varphi \ll _B\phi \leq _B \mu \, \varphi$. By monotonicity and sublinearity, $\mu ^{-1}y_t(\omega,\,\varphi )\leq _B y_t(\omega,\,\phi )\leq _B \mu \, y_t(\omega,\,\varphi )$ for $t\geq 0$ and the boundedness of the semiorbit of $(\omega,\,\phi )$, both from above and below, follows from the invariance of the set $\mathcal {O}(\omega _0,\,\phi _0)$, relation (3.4) and the semimonotonicity of the norm $\| \cdot \|_L$. Besides, it follows that $\mathcal {O}(\omega,\,\phi )\gg _B 0$.

As for the uniform stability of the semiorbit of $(\omega,\,\phi )$, from the uniform continuity of the part metric $p$ over the relatively compact set $\{ y_s(\omega,\,\phi )\mid s\ge 0\}\times \{ y_s(\omega,\,\phi )\mid s\ge 0\}\subset \operatorname {Int}\widetilde K_B \times \operatorname {Int}\widetilde K_B$, given $0<\varepsilon <1$, there is a $\delta (\varepsilon )\geq 0$ such that if $\| y_s(\omega,\,\phi )-\psi \|_L<\delta$ for some $s\geq 0$ and some $\psi \in \operatorname {Int}\widetilde K_B$, then $p(y_s(\omega,\,\phi ),\,\psi ) <\varepsilon = \ln (e^{\varepsilon })$, that is, $e^{-\varepsilon } y_s(\omega,\,\phi )\leq _B\psi \leq _B\,{\rm e}^{\varepsilon } y_s(\omega,\,\phi )$, and again monotonicity and sublinearity yield

\[ e^{-\varepsilon} y_{s+t}(\omega, \phi)\leq_B y_t(\omega{\cdot} s,\psi)\leq_B e^{\varepsilon} y_{s+t}(\omega,\phi)\quad \text{for each } t\geq 0\,, \]

i.e., $p(y_t(\omega {\cdot }s,\,\psi ),\,y_{s+t}(\omega,\,\phi ))\leq \ln (e^{\varepsilon })=\varepsilon$ for $t\geq 0$, which together with (3.3) provides the uniform stability, as claimed.

Finally, the continuity of $\tau$ restricted to the compact invariant set $\mathcal {O}(\omega,\,\phi )\subset \Omega \times \operatorname {Int}\widetilde K_B$ follows from the continuity of $\tau$ in (2.2) and the equivalence of the topologies on $\Omega \times X$ and $\Omega \times X_L$ when restricted to $\mathcal {O}(\omega,\,\phi )$. The proof is finished.

After this result, a direct application of [Reference Novo, Obaya and Sanz16, proposition 3.6(ii)] provides a more accurate description of the previous omega-limit sets.

Proposition 3.3 Assume that conditions (F1), (F2), (F4) and (F5) hold. Then, for each $\omega \in \Omega$ and $\phi \gg _B 0$, the omega-limit set $\mathcal {O}(\omega,\,\phi )$ is a uniformly stable and strongly positive minimal set which admits a fibre distal flow extension.

Even if the semiflow $\tau :\mathbb {R}^+\times \Omega \times X_L\to \Omega \times X_L$ is not continuous, we can determine an invariant and locally compact subset $E$ of $\Omega \times \operatorname {Int}\widetilde K_B$ formed by entire relatively compact trajectories, over which the restriction of the skew-product semiflow (2.2) is continuous for the norm $\| \cdot \|_L$. Before we state this result, we include a technical lemma.

Lemma 3.4 Assume that conditions (F1), (F2), (F4) and (F5) hold and let $(\omega _0,\,\phi _0)$ be the pair in condition (F5). Then:

  1. (i) There exists a $\mu >1$ such that $\mu ^{-1}\phi _0\leq _B y_t(\omega,\,\phi _0)\leq _B \mu \,\phi _0$ for all $\omega \in \Omega$ and $t\geq 0$.

  2. (ii) If $\varphi \in C_\rho$ for the bounded set $C_\rho :=\left \{\varphi \in X_L\mid \rho ^{-1}\phi _0 \leq _B \varphi \leq _B \rho \,\phi _0\right \}$ with $\rho \geq 1$, then $y_t(\omega,\,\varphi ) \in C_{\mu \rho }$ for $\omega \in \Omega$, $t\geq 0$, and $\mathcal {O}(\omega,\,\varphi )\subset \Omega \times C_{\mu \rho }$.

Proof. Since the semitrajectory of $(\omega _0,\,\phi _0)$ is bounded and strongly apart from $0$, and $\phi _0\gg _B 0$, we can find a $\mu _0>1$ big enough so that ${\mu _0}^{-1}\phi _0\leq _B y_t(\omega _0,\,\phi _0)\leq _B \mu _0\,\phi _0$ for all $t\geq 0$. Now, given any $\omega \in \Omega$ we can take a pair $(\omega,\,\phi )\in \mathcal {O}(\omega _0,\,\phi _0)$ which also satisfies ${\mu _0}^{-1}\phi _0\leq _B \phi \leq _B \mu _0\,\phi _0$. Applying monotonicity, sublinearity and the fact that $\tau _t(\omega,\,\phi )$ remains in $\mathcal {O}(\omega _0,\,\phi _0)$ for all $t\geq 0$, we have that ${\mu _0}^{-1}y_t(\omega,\,\phi _0)\leq _B y_t(\omega,\,\phi )\leq _B \mu _0\,\phi _0$ and also ${\mu _0}^{-1}\phi _0\leq _B y_t(\omega,\,\phi )\leq _B \mu _0\,y_t(\omega,\,\phi _0)$ for all $t\geq 0$. As a consequence, the proof of (i) is finished by taking $\mu =\mu _0^2$.

Item (ii) follows straightforward by applying monotonicity, sublinearity and (i). The proof is finished.

We keep the terminology just introduced for the sets $C_\rho \subset X_L$ for $\rho \geq 1$.

Theorem 3.5 Assume that conditions (F1), (F2), (F4) and (F5) hold and consider the set $E=\bigcup _{\substack {\omega \in \Omega \\ \phi \gg _B 0}}\mathcal {O}(\omega,\,\phi )$. Then$:$

  1. (i) The set $E\subset \Omega \times \operatorname {Int}\widetilde K_B\subset \Omega \times X_L$ is invariant and locally compact.

  2. (ii) $\tau \colon \mathbb {R}^+\times E\longrightarrow E$ is continuous for the topology of $\Omega \times X_L$ on $E$.

  3. (iii) For each integer $j\geq 1$,

    \begin{align*} & \lim_{t\to\infty}{\rm dist}(y_t(\omega,C_j),E(\omega{\cdot}t))=0\quad\text{and}\\ & \lim_{t\to \infty}{\rm dist}(y_t(\omega{\cdot}({-}t),C_j),E(\omega))=0 \end{align*}
    uniformly for $\omega \in \Omega$, where as usual $E(\omega )$ denotes the $\omega$-section of $E$.

Proof. First of all notice that $E\subset \Omega \times \operatorname {Int}\widetilde K_B\subset \Omega \times X_L$ by proposition 3.2 and $E$ is invariant, that is, $\tau _t(E)=E$ for all $t\geq 0$. To see that $E$ is locally compact, let us consider the family of open subsets in $E$ given by

(3.5)\begin{equation} V_j:=\left\{(\omega,\varphi)\in E \,\left|\; \frac{1}{j}\,\phi_0 \ll_B \varphi \ll_B j\,\phi_0 \right.\right\} \quad\text{for each}\;j\geq 1\,, \end{equation}

where $(\omega _0,\,\phi _0)$ is the pair in condition (F5). Note that, given any $(\widetilde \omega,\,\widetilde \varphi )\in E$, there is a sufficiently big $j$ such that $(\widetilde \omega,\,\widetilde \varphi )\in V_j$. Thus, if we prove that the sets $V_j$ are relatively compact in $\Omega \times X_L$, we are done.

With this purpose, fix a $j\geq 1$ and a sequence $\{(\omega _n,\,\varphi _n)\} \subset V_j$ and let us check that it has a convergent subsequence. Note that, for each $n\geq 1$, $(\omega _n,\,\varphi _n)\in \mathcal {O}(\widetilde \omega _n,\,\widetilde \varphi _n)$ for some $\widetilde \omega _n\in \Omega$ and $\widetilde \varphi _n\gg _B 0$. By proposition 3.3, the set $\mathcal {O}(\widetilde \omega _n,\,\widetilde \varphi _n)$ admits a flow extension, that is, there exists a unique backward orbit for each of its points. Then, there exists a unique $\psi _n\in X_L$ such that $\tau (r,\,\omega _n{\cdot }(-r),\, \psi _n)=(\omega _n,\,\varphi _n)$. If the sequence $\{\psi _n\}$ were relatively compact in $X$ for the sup-norm, then for a subsequence $\psi _{n_k}\to \psi _0\in X$ as $k\to \infty$. Since $\Omega$ is compact, we can assume without loss of generality (w.l.o.g.) that $\omega _{n_k}\to \omega \in \Omega$ as $k\to \infty$. Therefore, by the continuity of the map $\tau _r:\Omega \times X\to \Omega \times X_L$ [see (2.4)], $y_r(\omega _{n_k}{\cdot }(-r),\, \psi _{n_k})= \varphi _{n_k} \to y_r(\omega {\cdot }(-r),\, \psi _0)$ in $X_L$ as $k\to \infty$ and we would have found a convergent subsequence $\{(\omega _{n_k},\,\varphi _{n_k})\}$, as wanted.

Therefore, to finish the proof of (i) we need to see that $\{\psi _n\}$ is relatively compact in $X$ for the sup-norm. The main idea is to choose appropriate pairs $(\omega _n^*,\,\varphi _n^*)\in \Omega \times \operatorname {Int}\widetilde K_B$ in such a way that $(\omega _n,\,\varphi _n)\in \mathcal {O}(\omega _n^*,\,\varphi _n^*)$ for each $n\geq 1$ and the set

\[ H^*=\{y_{t+r}(\omega_n^*,\varphi_n^*)\mid n\geq 1,\,t\geq 0\}\subset X \]

is relatively compact. Note that then, also $(\omega _n{\cdot }(-r),\, \psi _n) \in \mathcal {O}(\omega _n^*,\,\varphi _n^*)$ for each $n\geq 1$, and thus $\{\psi _n\}\subset \operatorname {cls} H^*$, the closure of $H^*$ under the sup-norm, a compact set.

By the definition of $V_j$, for each $n\geq 1$, we have that $j^{-1}\phi _0 \ll _B \varphi _n \ll _B j\,\phi _0$ and, since $(\omega _n,\,\varphi _n)\in \mathcal {O}(\widetilde \omega _n,\,\widetilde \varphi _n)$, for each $n\geq 1$, there exists a time $s_n$ big enough so that $j^{-1}\phi _0 \ll _B y_{s_n}(\widetilde \omega _n,\,\widetilde \varphi _n) \ll _B j\,\phi _0$. Let $(\omega _n^*,\,\varphi _n^*)=\tau (s_n,\,\widetilde \omega _n,\,\widetilde \varphi _n)$. It is clear that $(\omega _n,\,\varphi _n)\in \mathcal {O}(\omega _n^*,\,\varphi _n^*)$ for each $n\geq 1$ and $\varphi _n^* \in C_j$. By lemma 3.4, $y_t(\omega _n^*,\,\varphi _n^*) \in C_{\mu j}$ for all $t\geq 0$ and $n\geq 1$, so that in particular $y_t(\omega _n^*,\,\varphi _n^*)$ is in the interval for the usual order in $X$, $I=[j^{-1}\mu ^{-1}\,\phi _0,\,j\,\mu \,\phi _0]$. Then, by (2.3), we can rewrite

\[ H^*=\{y_r(\omega_n^*{\cdot}t,y_t(\omega_n^*,\varphi_n^*))\mid n\geq 1,\,t\geq 0\}\subset y_r\left(\Omega\times I\right)\,, \]

which is relatively compact in $X$ because the map $y_r$ is compact. Therefore, $H^*$ is relatively compact too and the proof of (i) is finished.

Most of the arguments for the proof of (ii) are identical to the previous ones, so that we just give a sketch of the proof. To check the joint continuity of $\tau$ on $\mathbb {R}^+\times E$, we take $\{(t_n,\,\omega _n,\,\varphi _n)\}\subset \mathbb {R}^+\times E$ converging to $(\bar t,\,\bar \omega,\,\bar \varphi )\in \mathbb {R}^+\times E$ as $n\to \infty$ with the norm $\|\cdot \|_L$ in $X_L$. We already know that $\lim _{n\to \infty }\omega _n{\cdot }t_n=\bar \omega {\cdot }\bar t$. For the second component of $\tau$, note that, for each $n\geq 1$, $(\omega _n,\,\varphi _n)\in \mathcal {O}(\widetilde \omega _n,\,\widetilde \varphi _n)$ for some $\widetilde \omega _n\in \Omega$ and $\widetilde \varphi _n\gg _B 0$. Again thanks to (2.3) we can write

(3.6)\begin{equation} y_{t_n}(\omega_n,\varphi_n)= y_{t_n+r}(\omega_n{\cdot}({-}r), \psi_n)\,, \end{equation}

where $\psi _n\in X_L$ satisfies $y_r(\omega _n{\cdot }(-r),\, \psi _n)=\varphi _n$. If the sequence $\{\psi _n\}$ were relatively compact in $X$ for the sup-norm, then $\psi _n\to \psi _0\in X$ as $n\to \infty$, up to taking a subsequence. By the continuity of $\tau : [r,\,\infty )\times \Omega \times X\to \Omega \times X_L$, we would first have that $y_r(\omega _n{\cdot }(-r),\, \psi _n)=\varphi _n\to y_r(\bar \omega {\cdot }(-r),\, \psi _0)=\bar \varphi$ in $X_L$ as $n\to \infty$, and then, taking limits in (3.6), $y_{t_n}(\omega _n,\,\varphi _n)\to y_{\bar t+r}(\bar \omega {\cdot }(-r),\, \psi _0)=y_{\bar t}(\bar \omega,\, y_r(\bar \omega {\cdot }(-r),\, \psi _0))=y_{\bar t}(\bar \omega,\,\bar \varphi )$ also in $X_L$ as $n\to \infty$, and we would be done.

Therefore, it remains to check that $\{\psi _n\}$ is relatively compact in $X$, and this is done just as in the proof of (i). We just point out that this time we can take a big $j\geq 1$ and a ball $D$ centred at $\bar \varphi \gg _B 0$ so that ${j}^{-1}\phi _0\leq _B \phi \leq _B j\,\phi _0$ for all $\phi \in D$. Since $\varphi _n\to \bar \varphi$ as $n\to \infty$ and $(\omega _n,\,\varphi _n)\in \mathcal {O}(\widetilde \omega _n,\,\widetilde \varphi _n)$, for each $n\geq 1$ we can find a time $s_n$ big enough so that $y_{s_n}(\widetilde \omega _n,\,\widetilde \varphi _n)\in D$. From here the proof is finished just as before.

In the proof of (iii) we will use some properties of the Hausdorff semidistance (2.8). Namely, ${\rm dist}(Y_1,\,Y_2)={\rm dist}(Y_1,\,\overline {Y}_{\! 2})$; if ${\rm dist}(Y_1,\,Y_2)=0$, then $Y_1\subseteq \overline {Y}_{\! 2}$; if $Y_1\subset Z_1$, then ${\rm dist}(Y_1,\,Y_2)\leq {\rm dist}(Z_1,\,Y_2)$; and if $Z_2\subset Y_2$, then ${\rm dist}(Y_1,\,Y_2)\leq {\rm dist}(Y_1,\,Z_2)$, for subsets $Y_1,\, Y_2,\, Z_1,\, Z_2$ of a metric space $Y$, denoting by $\overline {Y}_{\! 2}$ the closure of the set, for the sake of notation. Finally, recall that when $Y_1$ is a singleton, the Hausdorff semidistance is just the usual distance between a point and a set, ${\rm d}(y_1,\,Y_2)$.

The proof is organized into a series of claims. Let us fix a $j\geq 1$ and let $\mu >1$ be the one in lemma 3.4.

Claim 1. Let $j_0\geq \mu \,j$ and consider the set $E_{j_0}:=\bigcup _{(\omega,\varphi )\in \Omega \times C_{j_0}}\mathcal {O}(\omega,\,\varphi )\subset E$. Then, $E_{j_0}$ is invariant and relatively compact in $\Omega \times X_L$, the section map $\omega \in \Omega \mapsto \overline E_{j_0}(\omega )$ is continuous at every point of $\Omega$, and for each fixed $\widetilde \omega \in \Omega$, $\lim _{t\to \infty }{\rm dist}(y_t(\widetilde \omega,\,C_j),\,E_{j_0}(\widetilde \omega {\cdot }t))=0$.

First of all, note that by taking $E_{j_0}$ we are reducing the zone of the set $E$ to which $y_t(\omega,\,C_j)$ is going to approach, with the aim that it is relatively compact and uniformly stable. Recall that if $\varphi \in C_j$, then $\mathcal {O}(\omega,\,\varphi )\subset \Omega \times C_{\mu j}$ for $\omega \in \Omega$, and $C_{\mu j}\subseteq C_{j_0}$. Iterating this fact, taking $j_1> \mu \,j_0$, $E_{j_0}\subset V_{j_1}$ for the relatively compact set $V_{j_1}$ defined in (3.5), so that $E_{j_0}$ is relatively compact too. Besides, arguing as in the proof of proposition 3.2, we get the uniform stability of this set, that is, given any $\varepsilon >0$, there is a $\delta >0$ such that if $(\omega,\,\phi )\in E_{j_0}$ and $\psi \in \operatorname {Int}\widetilde K_B$ satisfy $\|\phi -\psi \|_L<\delta$, then $\|y_t(\omega,\,\phi )-y_t(\omega,\,\psi )\|_L<\varepsilon$ for $t\geq 0$. Note also that $E_{j_0}$ admits a flow extension, by proposition 3.3. Then, we can apply [Reference Novo, Obaya and Sanz16, theorem 3.3] to the invariant compact set $\overline E_{j_0}\subset \Omega \times X_L$, whence the section map $\omega \in \Omega \mapsto \overline E_{j_0}(\omega )$ is continuous at every point of $\Omega$ for the Hausdorff metric, which implies its continuity also for the Hausdorff semidistance we are using.

At this point, fix an $\widetilde \omega \in \Omega$. To see that $\lim _{t\to \infty } {\rm dist}(y_t(\widetilde \omega,\,C_j),\,E_{j_0}(\widetilde \omega {\cdot }t))=0$, let us argue by contradiction and assume that there exists an $\varepsilon _0>0$ and there are sequences $\{t_n\}\uparrow \infty$ and $\{\varphi _n\}\subset C_j$ such that

(3.7)\begin{equation} {\rm d}(y_{t_n}(\widetilde\omega,\varphi_n), E_{j_0}(\widetilde\omega{\cdot}t_n))\geq \varepsilon_0 \quad\text{for}\ n\geq 1\,. \end{equation}

Now, as in the proof of theorem 2.8, the set $H=\operatorname {cls}\{y_r(\omega,\,\varphi )\mid (\omega,\,\varphi )\in \Omega \times C_{j_0}\}$ is compact in $X$ and $\widetilde H=\{y_r(\omega,\,\varphi )\mid (\omega,\,\varphi )\in \Omega \times H\}$ is compact in $X_L$. Besides, by using the semicocycle property (2.3),

(3.8)\begin{equation} y_t(\omega,\varphi)\in \widetilde H \quad \text{whenever }\;\omega\in \Omega\,,\;\varphi\in C_j\;\text{ and }t\geq 2\,r\,. \end{equation}

Then, supposing that $t_n\geq 2r$ for $n\geq 1$, we have that $y_{t_n}(\widetilde \omega,\,\varphi _n)\in \widetilde H$ for $n\geq 1$ and we can assume w.l.o.g. that $(\widetilde \omega {\cdot }t_n,\,y_{t_n}(\widetilde \omega,\,\varphi _n))\to (\omega ^*,\,\varphi ^*)$ as $n\to \infty$. Due to the continuity of the section map $\omega \in \Omega \mapsto \overline E_{j_0}(\omega )$ at $\omega ^*$, taking limits in (3.7) we conclude that ${\rm d}(\varphi ^*,\,\overline E_{j_0}(\omega ^*))\geq \varepsilon _0$.

On the other hand, since also $\{y_{2r}(\widetilde \omega,\,\varphi _n)\}\subset \widetilde H$, once more we can assume w.l.o.g. that $y_{2r}(\widetilde \omega,\,\varphi _n)\to \widetilde \varphi \in \widetilde H \cap C_{j_0}$ as $n\to \infty$. Arguing again as in the proof of proposition 3.2, we obtain the uniform stability of the compact set $\widetilde H\subset \operatorname {Int} \widetilde K_B$, that is, given any $\varepsilon >0$ there is a $\delta >0$ such that, if $\phi \in \widetilde H$ and $\psi \in \operatorname {Int}\widetilde K_B$ satisfy $\|\phi -\psi \|_L<\delta$, then $\|y_t(\omega,\,\phi )-y_t(\omega,\,\psi )\|_L<\varepsilon$ for all $\omega \in \Omega$ and $t\geq 0$. Then, given any $\varepsilon >0$ there is an $n_{\varepsilon }$ such that $\|y_{t_n-2r}(\widetilde \omega {\cdot }2r,\,y_{2r}(\widetilde \omega,\,\varphi _n))-y_{t_n-2r}(\widetilde \omega {\cdot }2r,\,\widetilde \varphi )\|_L<\varepsilon$ for $n\geq n_{\varepsilon }$, that is, $\|y_{t_n}(\widetilde \omega,\,\varphi _n)-y_{t_n-2r}(\widetilde \omega {\cdot }2r,\,\widetilde \varphi )\|_L<\varepsilon$ for $n\geq n_{\varepsilon }$. It follows that $\lim _{n\to \infty } \tau _{t_n-2r}(\widetilde \omega {\cdot }2r,\, \widetilde \varphi )=(\omega ^*,\,\varphi ^*)$, that is, $(\omega ^*,\,\varphi ^*)\in \mathcal {O}(\widetilde \omega {\cdot }2r,\,\widetilde \varphi )\subset E_{j_0}$ by the construction. Therefore, ${\rm d}(\varphi ^*,\,E_{j_0}(\omega ^*))=0$, a contradiction.

Claim 2. The omega-limit set of $\Omega \times C_j$, $\mathcal {O}_j:=\{(\omega,\,\varphi )\in \Omega \times X_L \mid (\omega,\,\varphi )=\lim _{n\to \infty } (\omega _n{\cdot }t_n,\,y_{t_n}(\omega _n,\,\varphi _n))$ for some $\{\omega _n\}\subset \Omega$, $\{\varphi _n\}\subset C_j$, $\{t_n\}\uparrow \infty \}$, is an invariant compact set and the section map $\omega \mapsto \mathcal {O}_j(\omega )$ is continuous at every $\omega \in \Omega$.

By the construction, $\mathcal {O}_j$ is a closed set. It is positively invariant because of the semiflow property and the continuity of the map $\tau _t:\Omega \times X_L\to \Omega \times X_L$ for each fixed $t\geq 0$. Besides, according to (3.8), $\mathcal {O}_j\subset \Omega \times \widetilde H$, so that also $\mathcal {O}_j$ is compact and uniformly stable. Last but not least, there are backward extensions inside $\mathcal {O}_j$. With all these properties, we can apply [Reference Novo, Obaya and Sanz16, theorem 3.4] to get the continuity of the section map.

Claim 3. $\lim _{t\to \infty }{\rm dist}(y_t(\omega,\,C_j),\,\mathcal {O}_j(\omega {\cdot }t))=0$ uniformly for $\omega \in \Omega$.

To see it, argue by contradiction and assume that there exist an $\varepsilon _0>0$ and sequences $\{t_n\}\uparrow \infty$, $\{\omega _n\}\subset \Omega$ and $\{\varphi _n\}\subset C_j$ such that ${\rm d}(y_{t_n}(\omega _n,\,\varphi _n),\, \mathcal {O}_j(\omega _n{\cdot }t_n))\geq \varepsilon _0$ for $n\geq 1$. Once more, by (3.8) we can assume w.l.o.g. that $(\omega _n{\cdot }t_n,\,y_{t_n}(\omega _n,\,\varphi _n))\to (\omega ^*,\,\varphi ^*)\in \mathcal {O}_j$. Thus, on the one hand ${\rm d}(\varphi ^*,\, \mathcal {O}_j(\omega ^*))=0$, but on the other, by the continuity of the section map, ${\rm d}(\varphi ^*,\, \mathcal {O}_j(\omega ^*))\geq \varepsilon _0$, which is a contradiction.

Claim 4. Let $j_0\geq \mu \,j$ and $j_1\geq \mu \,j_0$. Then, $\mathcal {O}_j(\omega )\subseteq \overline E_{j_1}(\omega )$ for all $\omega \in \Omega$.

Note that by its definition, $\mathcal {O}_j\subset \Omega \times C_{j_0}$. Since $\mathcal {O}_j$ is an invariant set, for a fixed $\widetilde \omega \in \Omega$, $\mathcal {O}_j(\widetilde \omega {\cdot }t) \subset y_t(\widetilde \omega,\,C_{j_0})$ for all $t\geq 0$. Therefore, ${\rm dist}(\mathcal {O}_j(\widetilde \omega {\cdot }t),\,E_{j_1}(\widetilde \omega {\cdot }t))\leq {\rm dist}(y_t(\widetilde \omega,\,C_{j_0}),\,E_{j_1}(\widetilde \omega {\cdot }t))\to 0$ as $t\to \infty$ by claim 1 applied to $\widetilde \omega$, $j_0$ and $j_1$.

From here, by the minimal character of $\Omega$, for each $\omega \in \Omega$ we can find a sequence $\{t_n\}\uparrow \infty$ such that $\widetilde \omega {\cdot }t_n\to \omega$. By the continuity of the section maps expressed in claims 1 and 2, ${\rm dist_{\mathcal {H}}}(\mathcal {O}_j(\omega ),\, \overline E_{j_1}(\omega ))=\lim _{n\to \infty }{\rm dist_{\mathcal {H}}}(\mathcal {O}_j(\widetilde \omega {\cdot }t_n),\,\overline E_{j_1}(\widetilde \omega {\cdot }t_n))=0$. As a consequence, $\mathcal {O}_j(\omega )\subseteq \overline E_{j_1}(\omega )$ for all $\omega \in \Omega$.

Claim 5. $\lim _{t\to \infty }{\rm dist}(y_t(\omega,\,C_j),\,E(\omega {\cdot }t))=0$ uniformly for $\omega \in \Omega$.

For each $\omega \in \Omega$, $E_{j_1}(\omega ) \subset E(\omega )$ and, by claim 4, $\mathcal {O}_j(\omega )\subset \overline E_{j_1}(\omega )$. Then, for all $t\!\geq\! 0$, ${\rm dist}(y_t(\omega,\,C_j),\,E(\omega {\cdot }t))\!\leq\! {\rm dist}(y_t( \omega,\,C_j),\,E_{j_1}(\omega {\cdot }t))\leq {\rm dist}(y_t(\omega,\,C_j),\,\mathcal {O}_j(\omega {\cdot }t))$, and this goes to $0$ as $t$ goes to $\infty$ uniformly for $\omega \in \Omega$, as stated in claim 3.

Finally, note that the second limit in (iii) follows straightforward from the first one. The proof is finished.

Remark 3.6 Note that the set $E$ in theorem 3.5 is formed by bounded and entire orbits and, when there exists a global attractor in $\Omega \times \operatorname {Int}\widetilde K_B$, it coincides with this set. This happens, for instance, under the conditions in theorem 2.8(ii). In any case, as stated in (iii), the set $E$ contains the essential ingredients of the pullback and forwards dynamics of the strongly positive semitrajectories.

Finally, the existence of a point $\omega _1\in \Omega$ and a time $t_1>0$ of strong sublinearity for the trajectories, which in applications will be checked in terms of one of the FDEs of the family, allows us to characterize the long-term behaviour of the trajectories.

  1. (F6) There exist a point $\omega _1\in \Omega$ and a time $t_1>0$ such that

    \[ y_{t_1}(\omega_1,\lambda\,\psi)\gg_B \lambda\, y_{t_1}(\omega_1,\psi) \quad\text{whenever }\psi\gg_B 0 \text{ and } \lambda \in(0,1) \,. \]

Theorem 3.7 Assume that conditions (F1), (F2) and (F4)(F6) hold. Then, there exists a unique strongly positive minimal set $M\gg _B 0$ which is a copy of the base, that is, $M=\{(\omega,\,b(\omega ))\mid \omega \in \Omega \}$ for a continuous map $b:\Omega \to \operatorname {Int}\widetilde K_B$, and

(3.9)\begin{equation} \lim_{t\to\infty}\|y_t(\omega,\phi)-b(\omega{\cdot}t)\|_L=0 \quad \text{whenever } \omega \in \Omega \text{ and }\phi\gg_B 0\,. \end{equation}

Proof. First notice that there is at least one strongly positive minimal set because, if we take the point $(\omega _0,\,\phi _0)$ in condition (F5), proposition 3.3 asserts that $M=\mathcal {O}(\omega _0,\,\phi _0)$ is a strongly positive minimal set, $M\gg _B 0$. Assume on the contrary that there are two distinct minimal sets $M_1\gg _B 0$ and $M_2\gg _B 0$, and consider $(\omega,\,\psi _1)\in M_1$ and $(\omega,\,\psi _2)\in M_2$. Let $\omega _1\in \Omega$ and $t_1>0$ be the point and time of condition (F6). We take a sequence $\{s_n\}\downarrow -\infty$ with $s_{n-1}-s_n>t_1$ for each $n\geq 2$, and such that

(3.10)\begin{equation} \lim_{n\to\infty}(\omega{\cdot}s_n, y_{s_n}(\omega,\psi_i))=(\omega_1,\psi^*_i)\in M_i \;\text{ for }\; i=1,2. \end{equation}

Note that in particular $\psi ^*_1\not =\psi ^*_2$, since distinct minimal sets have an empty intersection. Now, from (F2), (F4) and (F6), i.e., monotonicity, sublinearity and strong sublinearity at time $t_1$ for $\omega _1$, it is well-known (see, e.g., Chueshov [Reference Chueshov4, lemma 4.2.1]) that the part metric $p$ defined in (3.2) is decreasing along the trajectories, that is,

\[ p(\varphi_1,\varphi_2)\geq p(y_t(\omega,\varphi_1),y_t(\omega,\varphi_2)) \quad \text{whenever } \omega\in\Omega,\;\varphi_1,\varphi_2\in \operatorname{Int}\widetilde K_B \text{ and }t\geq 0\,, \]

and strictly decreasing at $t_1$ for the point $\omega _1$, that is,

\[ p(\varphi_1,\varphi_2)>p(y_{t_1}(\omega_1,\varphi_1),y_{t_1}(\omega_1,\varphi_2))\quad \text{whenever } \varphi_1,\varphi_2\in \operatorname{Int}\widetilde K_B,\;\varphi_1\not=\varphi_2\,. \]

This fact, together with (3.10), the continuity of the part metric, and the inequalities $s_{n-1}> t_1+s_n$ for $n\geq 2$, yield

\begin{align*} p(\psi^*_1,\psi^*_2)& >p(y_{t_1}(\omega_1,\psi^*_1),y_{t_1}(\omega_1,\psi^*_2)) =\lim_{n\to\infty} p(y_{t_1+s_n}(\omega,\psi_1),y_{t_1+s_n}(\omega,\psi_2))\\ & \geq \lim_{n\to\infty} p(y_{s_{n-1}}(\omega,\psi_1),y_{s_{n-1}}(\omega,\psi_2))= p(\psi^*_1,\psi^*_2), \end{align*}

a contradiction. Thus, there is a unique strongly positive minimal set $M\gg _B 0$ and now we check that it is a copy of the base. Once more we argue by contradiction and assume that for certain $\omega \in \Omega$ there are two distinct pairs $(\omega,\,\psi _1),\, (\omega,\,\psi _2)\in M$. Then, we get a contradiction arguing as before. Just note that this time we get that $\psi ^*_1\not =\psi ^*_2$ because $M$ has a fibre distal flow extension (see proposition 3.3). Consequently, $M$ is a copy of the base, $b$ is continuous and (3.9) follows from $\mathcal {O}(\omega,\,\phi )=M$ for all $\omega \in \Omega$ and $\phi \gg _B 0$. The proof is finished.

We remark that the implications of theorem 3.7 in terms of attraction are strong: the induced semiflow has a simple global attractor in $\Omega \times \operatorname {Int} \widetilde K_B$, and for all the processes the pullback attractor is a forwards attractor too.

4. An application to Nicholson systems

In this section, we want to find some applications of the theory to delay systems in real life processes. We have focused on Nicholson systems, modelling the behaviour of a biological species on an heterogeneous environment, giving rise to patches or compartments in the model, so that the distribution of the population is influenced by the migrations among patches and the growth of the population on each patch, which depends on the local resources, among other conditions. For the sake of simplicity, and motivated by the recent interest in almost periodic Nicholson systems, we assume an almost periodic variation of the coefficients, but all the results might be stated in a more general framework. Namely, it suffices to assume a recurrent behaviour of the time-varying coefficients, so that the hull of the system is minimal. It is noteworthy that, in that case, the characterization of the persistence properties for almost periodic Nicholson systems given in the papers by Obaya and Sanz [Reference Obaya and Sanz20, Reference Obaya and Sanz21] takes a slightly more complicated form.

Some history on the Nicholson models can be found in many papers, for instance in [Reference Obaya and Sanz21]. The first model was presented by Gurney et al. [Reference Gurney, Blythe and Nisbet8], who proposed the scalar delay equation

\[ x'(t)={-}\mu\,x(t)+p\,x(t-r)\,{\rm e}^{-\gamma\,x(t-r)}\,, \]

which was called Nicholson's blowflies equation, as it suited reasonably well the experimental data on the behaviour of an Australian sheep-blowfly obtained by Nicholson. The coefficients in the equation are positive constants with a biological interpretation, and in particular the delay $r$ stands for the maturation time of the species. When the equation is rescaled into $x'(t)=-a\,x(t)+b\,x(t-1)\,{\rm e}^{-x(t-1)}$, it is well-known that, if $1< b/a\leq e$, then the nontrivial equilibrium attracts every other nontrivial positive solution (see [Reference Smith25, theorem 6.5.1]). This behaviour was extended later in [Reference Faria and Röst7] under the condition $1< b/a\leq e^2$. Smith [Reference Smith25] introduced the exponential ordering in the study of this equation, as it permits to add a new zone for the variation of the parameters, namely, $b/a>e$ and $b< e^{1-a}$, still guaranteeing that the nontrivial equilibrium of this scalar equation attracts every other nontrivial positive solution.

Our purpose is to apply the exponential ordering in the search for new conditions to ensure the existence of a unique attracting positive almost periodic solution of an almost periodic Nicholson system. Special attention has been paid in the literature to the periodic case, with quite successful results (see [Reference Faria6] and the references therein), but actually reality is better modelled by almost periodic variations rather than periodic ones. For convenience, recall that a continuous map $f:\mathbb {R}\to \mathbb {R}$ is almost periodic if for every $\varepsilon >0$ the set of the so-called $\varepsilon$-periods of $f$, $\{s\in \mathbb {R}\mid |f(t+s)-f(t)|<\varepsilon \;\text {for all}\; t\in \mathbb {R}\}$, is relatively dense.

More precisely, we consider an $m$-dimensional system of delay FDEs with patch structure ($m$ patches) and a nonlinear term of Nicholson type, which reflects an almost periodic temporal variation in the environment,

(4.1)\begin{equation} y_i'(t)={-}\widetilde d_i(t)\,y_i(t) +\displaystyle \sum_{j=1}^m \widetilde a_{ij}(t)\,y_j(t) + \widetilde\beta_{i}(t)\,y_i(t-r_i)\,{\rm e}^{-\widetilde c_i(t)\,y_i(t-r_i)}\,,\quad t\geq 0 \end{equation}

for $i=1,\,\ldots,\,m$. Here, $y_i(t)$ denotes the density of the population on patch $i$ at time $t\geq 0$ and $r_i>0$ is the maturation time on that patch. We make the following assumptions on the coefficient functions:

  1. (a1) $\;\widetilde d_i(t)$, $\widetilde a_{ij}(t)$, $\widetilde c_i(t)$ and $\widetilde \beta _{i}(t)$ are almost periodic maps on $\mathbb {R}$;

  2. (a2) $\;\widetilde d_i(t)\geq d_0>0$ for each $t\in \mathbb {R}$ and $i\in \{1,\,\ldots,\,m\}$;

  3. (a3) $\;\widetilde a_{ij}(t)$ are all nonnegative maps and $\widetilde a_{ii}$ is identically null;

  4. (a4) $\;\widetilde \beta _{i}(t)>0$ for each $t\in \mathbb {R}$ and $i\in \{1,\,\ldots,\,m\}$;

  5. (a5) $\;\widetilde c_i(t)\geq c_0>0$ for each $t\in \mathbb {R}$ and $i\in \{1,\,\ldots,\,m\}$;

  6. (a6) $\;\widetilde d_i(t)-\sum _{j=1}^m \widetilde a_{ji}(t)>0$ for each $t\in \mathbb {R}$ and $i\in \{1,\,\ldots,\,m\}\,$.

The coefficient $\widetilde a_{ij}(t)$ stands for the migration rate of the population moving from patch $j$ to patch $i$ at time $t\geq 0$. As for the birth function, it is given by the delay Nicholson term. Condition (a5) is technical and implies the uniform boundedness of the terms $y\,{\rm e}^{-\widetilde c_i(t)\,y}$ for $y\geq 0$, $t\in \mathbb {R}$, $1\leq i\leq m$. Finally, the decreasing rate on patch $i$, given by $\widetilde d_i(t)$, includes the mortality rate as well as the migrations coming out of patch $i$, so that condition (a6) makes sense, saying that the mortality rate is positive at every time.

We note that we need coefficients defined on $\mathbb {R}$ to build the hull of the Nicholson system. The reason for introducing the family of systems over the hull is that it allows the use of techniques of nonautonomous dynamical systems. We briefly explain the procedure. Take $X=C([-r_1,\,0])\times \ldots \times C([-r_m,\,0])$ with the usual cone of positive elements, denoted by $X_+$, and the sup-norm. Then, $X$ is a strongly ordered Banach space. Write (4.1) as $y_i'(t)=f_i(t,\,y_t)$, $1\leq i\leq m$, for the maps $f_i:\mathbb {R}\times X\to \mathbb {R}$,

(4.2)\begin{equation} f_i(t,\phi)={-} \widetilde d_i(t)\,\phi_i(0) +\displaystyle \sum_{j=1}^m \widetilde a_{ij}(t)\,\phi_j(0) + \widetilde \beta_{i}(t)\,\phi_i({-}r_i)\,{\rm e}^{-\widetilde c_i(t)\,\phi_i({-}r_i)}\,. \end{equation}

Consider the map $l:\mathbb {R}\to \mathbb {R}^N$ given by all the almost periodic coefficients $l(t)=(\widetilde d_i(t),\,\widetilde a_{ij}(t),\,\widetilde \beta _i(t),\,\widetilde c_i(t))$ and let $\Omega$ be its hull, that is, the closure of the time-translates of $l$ for the compact-open topology. Then, $\Omega$ is a compact metric space thanks to the boundedness and uniform continuity of almost periodic maps. Besides, the shift map $\sigma :\mathbb {R}\times \Omega \to \Omega$, $(t,\,\omega )\mapsto \omega {\cdot }t$, with $(\omega {\cdot }t)(s)= \omega (t+s)$, $s\in \mathbb {R}$, defines an almost periodic and minimal flow. By considering the continuous nonnegative maps $d_i,\,a_{ij},\,\beta _{i},\,c_i:\Omega \to \mathbb {R}$ such that $(d_i(\omega ),\, a_{ij}(\omega ),\, \beta _i(\omega ),\, c_i(\omega ))=\omega (0)$, the initial system is included in the family of systems over the hull, which can be written for each $\omega \in \Omega$ as

(4.3)\begin{equation} y'_i(t)={-} d_i(\omega{\cdot}t)\,y_i(t) +\displaystyle \sum_{j=1}^m a_{ij}(\omega{\cdot}t)\,y_j(t) + \beta_{i}(\omega{\cdot}t)\,y_i(t-r_i)\,{\rm e}^{{-}c_i(\omega{\cdot}t)\,y_i(t-r_i)} \end{equation}

for $i=1,\,\ldots,\,m$. For each $\omega \in \Omega$ and $\varphi \in X$, the solution of (4.3) with initial value $\varphi$ is denoted by $y(t,\,\omega,\,\varphi )$. Solutions induce a skew-product semiflow $\tau :\mathbb {R}_+\times \Omega \times X\to \Omega \times X$, $(t,\,\omega,\,\varphi )\mapsto (\omega {\cdot }t,\,y_t(\omega,\,\varphi ))$ (in principle only locally defined) which has a trivial minimal set $\Omega \times \{0\}$, as the null map is a solution of all the systems over the hull.

Note that this family of systems does not satisfy the standard quasimonotone condition (Q) in FDEs. In any case, the set $\Omega \times X_+$ is invariant for the dynamics, that is, the solutions of (4.3) starting inside the positive cone remain inside the positive cone while defined: just apply the criterion given in [Reference Smith25, theorem 5.2.1]. We can also assert that, if $\varphi \geq 0$ with $\varphi (0)\gg 0$, then $y(t,\,\omega,\,\varphi )\gg 0$ for all $t\geq 0$. In order to check it, just compare the solutions of the Nicholson systems with those of the cooperative family of ODEs given for each $\omega \in \Omega$ by

\[ y'_i(t)={-} d_i(\omega{\cdot}t)\,y_i(t) +\displaystyle \sum_{j=1}^m a_{ij}(\omega{\cdot}t)\,y_j(t),\quad 1\leq i\leq m. \]

As stated in [Reference Obaya and Sanz21, theorem 3.3], all the solutions of (4.3) are ultimately bounded, that is, there exists a constant $r_0>0$ such that, for each $\omega \in \Omega$ and $\varphi \in X_+$, every component of the vector solution satisfies $0\leq y_i(t,\,\omega,\,\varphi )\leq r_0$ from one time on. As a consequence, the induced semiflow is globally defined on $\Omega \times X_+$.

Hereafter, we focus on situations in which the population persists. We give the definition of persistence for (4.1), meaning that, if at the initial time $t=0$ there are some individuals on every patch, in the long run the population will surpass a positive lower bound on all the patches. We keep the terminology used in [Reference Obaya and Sanz21].

Definition 4.1 The Nicholson system (4.1) is uniformly persistent at $0$ if there exists an $M>0$ such that for every initial map $\varphi \geq 0$ with $\varphi (0)\gg 0$ there exists a time $t_0=t_0(\varphi )$ such that

\[ y_i(t,\varphi)\geq M \quad \text{for all }\;t\geq t_0 \;\text{ and }\; i=1,\ldots,m \,. \]

As shown in [Reference Obaya and Sanz21, theorem 3.4], this dynamical property for the system is equivalent to the uniform persistence of the whole family (4.3), or in other words, to the uniform persistence of the induced skew-product semiflow $\tau$ in the interior of the positive cone, according to definition 2.6(i). A complete characterization of this property in terms of a few Lyapunov exponents (which can be numerically calculated) can be found in [Reference Obaya and Sanz21, theorem 3.5].

We remark that the equivalence between the uniform persistence of the initial system and the uniform persistence of the complete family of systems over the hull is not to be expected in general, since the appropriate concept of uniform persistence in nonautonomous systems must be a collective one (see [Reference Obaya and Sanz21] for more details).

Inspired by the treatment given to the scalar model in [Reference Smith25], we now follow his alternative strategy using the exponential ordering to determine conditions of a different nature on the existence of a unique positive almost periodic solution attracting every other positive solution as $t\to \infty$. When we write the Nicholson systems (4.3) in the general form $y'(t)=F(\omega {\cdot }t,\,y_t)$, $\omega \in \Omega$, it is easy to check that $F$ satisfies condition (F1). Now, we introduce the cone of positive elements for the exponential ordering. We take an $m\times m$ diagonal matrix $B$ with diagonal entries $-\mu _1,\, -\mu _2,\,\ldots,\, -\mu _m$, for some $\mu _i\geq 0$, $i=1,\,\ldots,\,m$. The diagonal structure of $B$ permits to write the positive cone as

\[ K_B= \left\{\varphi\in X \mid \varphi\geq 0\ \text{and}\ \varphi_i(t)\,{\rm e}^{\mu_i t}\geq \varphi_i(s)\,{\rm e}^{\mu_i s},\ -r_i\leq s\leq t\leq 0,\ 1\leq i\leq m\right\}\,. \]

To find a sufficient condition relating the coefficients of the Nicholson systems and the matrix $B$ leading to the quasimonotone condition (F2), we denote by $D(\omega )$ and $\beta (\omega )$ the diagonal matrices with diagonal entries $d_1(\omega ),\,\ldots,\,d_m(\omega )$ and $\beta _1(\omega ),\,\ldots,\,\beta _m(\omega )$, respectively, and by $A(\omega )$ the matrix $[a_{ij}(\omega )]$. We require that for each $\omega \in \Omega$, whenever $\phi \leq _B \psi$, that is, $\psi -\phi \in K_B$, it holds that

\begin{align*} F(\omega,\psi)-F(\omega,\phi)& -B\,(\psi(0)-\phi(0))= [{-}D(\omega)+A(\omega)-B]\,(\psi(0)-\phi(0))\\ & + \beta(\omega)\,\left(\psi_i({-}r_i)\,{\rm e}^{{-}c_i(\omega)\,\psi_i({-}r_i)}-\phi_i({-}r_i)\,{\rm e}^{{-}c_i(\omega)\,\phi_i({-}r_i)}\right)_{1\leq i\leq m}\geq 0\,. \end{align*}

For each component, applying in the first inequality the mean value theorem to the map $h_i(y)=y\,{\rm e}^{-c_i(\omega )\,y}$, and the fact that $\phi \leq _B \psi$ in the second one, we have that

\begin{align*} \psi_i({-}r_i)\,{\rm e}^{{-}c_i(\omega)\,\psi_i({-}r_i)}-\phi_i({-}r_i)\,{\rm e}^{{-}c_i(\omega)\,\phi_i({-}r_i)}& \geq \frac{-1}{e^2}\,(\psi_i({-}r_i)-\phi_i({-}r_i))\\ & \geq \frac{-1}{e^2}\,{\rm e}^{\mu_ir_i}(\psi_i(0)-\phi_i(0))\,. \end{align*}

From here it is easy to get this sufficient condition for (F2):

(4.4)\begin{equation} \beta_i(\omega)\leq ({-}d_i(\omega)+\mu_i)\,{\rm e}^{2-\mu_ir_i} \quad \text{for}\ \omega\in\Omega \text{ and }1\leq i\leq m\,. \end{equation}

Note that the restriction $d_i(\omega )\leq \mu _i$ for all $\omega \in \Omega$ and $1\leq i\leq m$ is implicit in the previous condition and that it is independent of the migration terms $a_{ij}(\omega )$ as well as of the coefficients $c_i(\omega )$. Next, we determine some precise relations so that (4.4) holds for some positive $\mu _1,\,\ldots,\,\mu _m$. Let us introduce some notation:

(4.5)\begin{equation} d_i^+:=\sup_{t\in\mathbb{R}}\widetilde d_i(t),\quad \beta_i^+:=\sup_{t\in\mathbb{R}}\widetilde \beta_i(t),\quad \text{for}\ 1\leq i\leq m\,. \end{equation}

By the hull construction, $d_i^+=\sup _{\omega \in \Omega }d_i(\omega )$ and $\beta _i^+=\sup _{\omega \in \Omega }\beta _i(\omega )$ for all $1\leq i\leq m$.

Theorem 4.2 Assume that the Nicholson system (4.1) satisfies conditions (a1)–(a6) and for each $1\leq i\leq m$ let $\beta _i^+$ and $d_i^+$ be defined as in (4.5). Let $B$ be the diagonal matrix with diagonal elements $-\mu _1,\,\ldots,\,-\mu _m$, for

(4.6)\begin{equation} \mu_i= \frac{1}{r_i}\,\ln\left(\frac{e^2}{r_i\,\beta_i^+}\right)\quad \text{for each}\ 1\leq i\leq m. \end{equation}
  1. (i) Whenever

    (4.7)\begin{equation} r_i\,\beta_i^+\,{\rm e}^{d_i^+ r_i} \leq e \quad \text{for all}\ 1\leq i\leq m, \end{equation}
    the matrix $B$ has negative diagonal entries and condition (F2) holds, whence the induced skew-product semiflow $\tau$ is monotone for $\leq _B$.
  2. (ii) Whenever

    (4.8)\begin{equation} r_i\,\beta_i^+\,{\rm e}^{d_i^+ r_i} < e \quad \text{for all}\ 1\leq i\leq m, \end{equation}
    condition (F3) holds and besides, for $r:=\max (r_1,\,\ldots,\,r_m)$:
    1. if $\omega \in \Omega$ and $\phi \geq 0$, then $y_t(\omega,\,\phi )\geq _B 0$ for $t\geq r$;

    2. if $\omega \in \Omega$ and $\phi \geq 0$ with $\phi (0)\gg 0$, then $y_t(\omega,\,\phi )\gg _B 0$ for $t\geq 2r$.

Proof. Take into account the sufficient condition (4.4) for (F2) and the fact that, for each $i\in \{1,\,\ldots,\,m\}$, by the hull construction, $-d_i(\omega )+\mu _i-{\rm e}^{\mu _ir_i-2}\beta _i(\omega )\geq -d_i^++\mu _i-{\rm e}^{\mu _ir_i-2} \beta _i^+$ for all $\omega \in \Omega$. Then, it suffices to do an analytical study of the map

\[ f_i(\mu)={-} d_i^+{+}\mu -\frac{1}{e^2}\,\beta_i^+\,{\rm e}^{\mu r_i},\quad \mu\geq 0, \]

to see that $f_i(\mu _i)\geq 0$ provided that (4.7) holds. More precisely, $\mu _i > 0$ is the point where the map $f_i$ reaches its maximum value on the positive semiaxis and condition (4.7) guarantees that this maximum value is $\geq$ $0$.

When (4.8) holds, then the maximum value of $f_i$ on the positive semiaxis is positive, the inequalities in (4.4) are strict, and thus condition (F3) holds. Now, take $\omega \in \Omega$ and $\phi \geq 0$. Then, for $t\geq r$, $y_t(\omega,\,\phi )$ is a smooth map, $y_t(\omega,\,\phi )\geq 0$ and

\[ y_i'(t\!+\!s,\omega,\phi)\geq{-}d_i(\omega{\cdot}(t\!+\!s))\,y_i(t\!+\!s,\omega,\phi)\geq{-}\mu_i\, y_i(t\!+\!s,\omega,\phi)\quad \text{for all } s\in [{-}r_i,0] \]

and $1\leq i\leq m$. Hence, $y_t(\omega,\,\phi )\geq _B 0$ for $t\geq r$. Finally, if also $\phi (0)\gg 0$, as we have already mentioned, then $y(t,\,\omega,\,\phi )\gg 0$ for all $t\geq 0$. To finish, we can argue exactly as in the proof of proposition 2.1(i).

Note that conditions (4.7) and (4.8) are satisfied whenever the delays are small enough. Hereafter, when one of these conditions is assumed, the exponential ordering $\leq _B$ for the diagonal matrix $B$ with diagonal entries $-\mu _1,\, \ldots,\, -\mu _n$ is considered, in accordance with (4.6).

As a consequence of the previous result, we obtain two corollaries under condition (4.8). Firstly, if a minimal set lies inside the interior of the standard positive cone, in fact it is inside the smaller set $\operatorname {Int} \widetilde K_B$ for the exponential ordering. Secondly, for Nicholson systems, the property of uniform persistence of the semiflow with respect to the exponential order implies the same property for the usual order. Eventually, we will see that both are equivalent. Recall that these properties of persistence are in general unrelated.

Corollary 4.3 Assume that (4.8) holds for the Nicholson system (4.1). If there exists a strongly positive minimal set $M\gg 0$ for $\tau$, then $M\gg _B 0$.

Proof. Just note that inside a minimal set there are backward extensions of the semitrajectories. Then, when we move backwards we remain in the interior of the standard positive cone, and when we come back forwards we enter the interior of the exponential ordering cone, by theorem 4.2(ii.2).

Corollary 4.4 Assume that (4.8) holds for the Nicholson system (4.1). If the induced semiflow $\tau$ is uniformly persistent in $\operatorname {Int}\widetilde K_B$, then it is also uniformly persistent in $\operatorname {Int} X_+$.

Proof. Let us assume that $\tau$ is uniformly persistent in $\operatorname {Int}\widetilde K_B$ and let us see that it is also uniformly persistent in $\operatorname {Int} X_+$. Let $\psi \gg _B 0$ be the one in definition 2.6(ii) and take $\omega \in \Omega$ and $\varphi \gg 0$. By theorem 4.2(ii) we know that $y_{2r}(\omega,\,\varphi )\gg _B 0$, so that there exists a $t_0=t_0(\omega,\,\varphi,\,2r)$ such that $y_t(\omega {\cdot }2r,\, y_{2r}(\omega,\,\varphi ))=y_{t+2r}(\omega,\,\varphi )\geq _B \psi$ for all $t\geq t_0$. By the definition of $\leq _B$ in particular $y_{t+2r}(\omega,\,\varphi )\geq \psi \gg 0$, and we are done.

The next result for the exponential ordering is an application of theorem 3.7. Note that, if we are working with the exponential order $\leq _B$, it seems natural to assume the uniform persistence with respect to its positive cone. However, it is enough to assume this property for the usual order, which, by the previous corollary, is an a priori weaker assumption.

Theorem 4.5 Assume that (4.8) holds for the Nicholson system (4.1), which satisfies conditions (a1)(a6) and is uniformly persistent at $0$. Then, there exists a unique minimal set $M\gg 0$ which is a copy of the base, that is, $M=\{(\omega,\,b(\omega ))\mid \omega \in \ \Omega \}$ for a continuous map $b:\Omega \to \operatorname {Int} X_+$, and

(4.9)\begin{equation} \lim_{t\to\infty}\|y_t(\omega,\phi)-b(\omega{\cdot}t)\|_\infty=0 \quad \text{whenever }\omega \in \Omega\,, \; \phi\geq 0\text{ with }\phi(0)\gg 0\,. \end{equation}

In other words, for each of the systems in the family (4.3), there is a unique strongly positive almost periodic solution and, whenever at time $0$ all the patches are inhabited, the population evolution is asymptotically almost periodic.

Proof. In order to apply theorem 3.7, we write the systems (4.3) in the general form $y'(t)=F(\omega {\cdot }t,\,y_t)$, $\omega \in \Omega$. Then, condition (F1) holds and, by theorem 4.2(ii), (F3) [and hence (F2)] follows from (4.8). It is also easy to see that the sublinearity condition (F4) actually holds for all $\psi \geq 0$, so that by proposition 3.1 the semiflow is sublinear for the exponential ordering.

As mentioned before, [Reference Obaya and Sanz21, theorem 3.4] says that definition 4.1 is equivalent to definition 2.6(i). Since the solutions are ultimately bounded, taking any pair $(\omega,\,\phi )\in \Omega \times \operatorname {Int} X_+$, its omega-limit set contains a minimal set which satisfies $M\gg 0$ by the uniform persistence property. But then, by corollary 4.3, $M\gg _B 0$ and all the semitrajectories inside $M$ satisfy condition (F5).

Finally, for condition (F6), let $\omega _1$ be the map in $\Omega$ determining the initial Nicholson system (4.1), which we write as $y_i'(t)=f_i(t,\,y_t)$, $1\leq i\leq m$, for the maps $f_i:\mathbb {R}\times X\to \mathbb {R}$ given in (4.2). By assumptions (a4)–(a5), for each fixed $t$, the real map $h(x)=\widetilde \beta _{i}(t)\,x\,{\rm e}^{-\widetilde c_i(t)\,x}$ is strictly sublinear for $x>0$. Thus, it is easy to check that, for each $\lambda \in (0,\,1)$ and $t\geq 0$,

(4.10)\begin{equation} \phi\geq 0\; \text{with}\;\,\phi_i({-}r_i)>0\,,\; 1\leq i\leq m \;\Rightarrow\; \lambda\, f(t,\phi)\ll f(t,\lambda\,\phi)\,. \end{equation}

We claim that (F6) holds for $\omega _1$ and every $t_1>r:=\max (r_1,\,\ldots,\,r_m)$. To check it, take $\psi \gg _B 0$ and $\lambda \in (0,\,1)$. Having in mind the expression of $\operatorname {Int}\widetilde K_B$, let us first check that $\lambda \, y_t(\omega _1,\,\psi )\ll y_t(\omega _1,\,\lambda \, \psi )$ for all $t>r$ by comparing the solutions. It suffices to see that $\lambda \, y(t,\,\omega _1,\,\psi )\ll y(t,\,\omega _1,\,\lambda \, \psi )$ for all $t>0$. Consider $\widetilde r:=\min (r_1,\,\ldots,\,r_m)>0$ and let $z(t):=\lambda \, y(t,\,\omega _1,\,\psi )$, $t\geq 0$. Then, since in particular $\psi \gg 0$, again by strict sublinearity, for $t\in (0,\,\widetilde r]$ and $1\leq i\leq m$ we have that

\begin{align*} z_i'(t)& ={-}\widetilde d_i(t)\,z_i(t) +\displaystyle \sum_{j=1}^m \widetilde a_{ij}(t)\,z_j(t) + \widetilde\beta_{i}(t)\,\lambda\,\psi_i(t-r_i)\,{\rm e}^{-\widetilde c_i(t)\,\psi_i(t-r_i)}\\ & <{-}\widetilde d_i(t)\,z_i(t) +\displaystyle \sum_{j=1}^m \widetilde a_{ij}(t)\,z_j(t) + \widetilde\beta_{i}(t)\,\lambda\,\psi_i(t-r_i)\,{\rm e}^{-\lambda\,\widetilde c_i(t)\,\psi_i(t-r_i)}\,. \end{align*}

A standard comparison theorem for cooperative ODEs [thanks to (a3)] implies that $z(t)\ll y(t,\,\omega _1,\,\lambda \, \psi )$ for $t\in (0,\,\widetilde r]$. Iterating the procedure interval by interval, we can assert that $\lambda \, y(t,\,\omega _1,\,\psi )\ll y(t,\,\omega _1,\,\lambda \,\psi )$ for all $t>0$, as we wanted.

Secondly, note that, since $\psi \gg 0$, we know that $y(t,\,\omega _1,\,\psi )\gg 0$ for all $t\geq 0$, so that $y_t(\omega _1,\,\psi )\gg 0$ for all $t\geq 0$. Then, for all $t>0$ and $1\leq i\leq m$ we write

\begin{align*} & y_i'(t,\omega_1,\lambda\,\psi) -\lambda \,y_i'(t,\omega_1,\psi)+\mu_i(y_i(t,\omega_1,\lambda\,\psi) -\lambda\, y_i(t,\omega_1,\psi)) \\ & \quad = f_i(t,y_t(\omega_1,\lambda\,\psi))- \lambda\, f_i(t,y_t(\omega_1,\psi))+\mu_i(y_i(t,\omega_1,\lambda\,\psi) -\lambda\, y_i(t,\omega_1,\psi))\\ & \quad > f_i(t,y_t(\omega_1,\lambda\,\psi))- f_i(t,\lambda\, y_t(\omega_1,\psi))+\mu_i(y_i(t,\omega_1,\lambda\,\psi) -\lambda\, y_i(t,\omega_1,\psi)) \geq 0, \end{align*}

where (4.10) applied to $y_t(\omega _1,\,\psi )\gg 0$ has been used in the first inequality, and the sublinearity of the semiflow for $\leq _B$ permits to apply (F2) to justify the second inequality. Then, by a continuity argument we deduce that $y_t(\omega _1,\,\lambda \,\psi )\gg _B \lambda \,y_t(\omega _1,\,\psi )$ for all $t>r$, whence (F6) holds for $\omega _1$ and every $t_1> r$, as claimed.

Therefore, we can apply theorem 3.7 saying that there exists a unique strongly positive minimal set $M\gg _B 0$ which is a copy of the base and attracts all the semiorbits starting in $\Omega \times \operatorname {Int} \widetilde K_B$ as $t\to \infty$ for the $\|\cdot \|_L$ norm. By corollary 4.3, $M$ is also the unique minimal set in $\operatorname {Int} X_+$. Finally, (4.9) follows from theorem 4.2(ii.2), since the orbit of each $(\omega,\,\phi )$ with $\phi \geq 0$ and $\phi (0)\gg 0$ enters $\Omega \times \operatorname {Int} \widetilde K_B$ after time $2r$ and it is then attracted to the minimal set forwards in time. Since the immersion $X_L\hookrightarrow X$ is continuous, the proof is finished.

Corollary 4.6 Assume that (4.8) holds for the Nicholson system (4.1). The induced semiflow $\tau$ is uniformly persistent in $\operatorname {Int}\widetilde K_B$ if and only if it is uniformly persistent in $\operatorname {Int} X_+$.

Proof. One implication is corollary 4.4. Assume that $\tau$ is uniformly persistent in $\operatorname {Int} X_+$. Thanks to condition (4.8), theorem 4.5 applies so that the set $M=\{(\omega,\,b(\omega ))\mid \omega \in \Omega \}\gg _B 0$ is the attractor of positive solutions. In particular, there exists a $\psi \gg _B 0$ such that $b(\omega )\geq _B \psi$ for all $\in \Omega$. Then, taking any $\omega \in \Omega$ and $\varphi \gg _B 0$, the semiorbit $\{(\omega {\cdot }t,\,y_t(\omega,\,\varphi ))\mid t\geq 0\}$ approaches $M$ as $t\to \infty$ and therefore, there exists a $t_0>0$ such that $y_t(\omega,\,\varphi )\geq _B \psi /2$ for all $t\geq t_0$. The proof is finished.

If some of the maps $\widetilde d_i(t)$ have a big oscillation with respect to their mean values,

\[ d_{i0} := \lim_{t\to\infty} \frac{1}{t}\int_0^t \widetilde d_i(s)\,{\rm d}s\quad \text{for}\ 1\leq i\leq m, \]

condition (4.8), $r_i\,\beta _i^+\,{\rm e}^{d_i^+ r_i} < e$, might force too strong a small delay condition. In the next result we relax condition (4.8).

Theorem 4.7 Assume that the Nicholson system (4.1) satisfies conditions (a1)(a6) and it is uniformly persistent at $0$. If it also holds that

(4.11)\begin{equation} r_i\,\sup\left\{\widetilde\beta_i(t)\,{\rm e}^{\int_{t-r_i}^t \widetilde d_i(s)\,{\rm d}s} \,\big|\, t\in\mathbb{R}\right\} < e\quad \text{for each}\ 1\leq i\leq m, \end{equation}

then, there exists a unique positive almost periodic solution of (4.1) which asymptotically attracts every other positive solution; more precisely, it attracts every other solution $y(t,\,\varphi )$ with initial value $\varphi \geq 0$ such that $\varphi (0)\gg 0$.

Proof. Consider the family of systems (4.3) over the hull $\Omega$, which is minimal and uniquely ergodic because of the almost periodicity assumption (a1). Let $\nu$ be the unique ergodic measure on $\Omega$. Roughly speaking, the idea is to make a joint change of variables which for each $\omega \in \Omega$ takes the almost periodic coefficients $d_i(\omega {\cdot }t)$, $1\leq i\leq m$ into their respective mean values $d_{i0}$, or at least arbitrarily close to them. Recall that, by Birkhoff's ergodic theorem, $d_{i0}=\int _\Omega d_i\,d\nu$ for $1\leq i\leq m$. Consider the Banach space $C_0(\Omega )=\left \{a\in C(\Omega )\mid \int _\Omega a\,d\nu =0\right \}$ of continuous maps on $\Omega$ with null mean value, and its vector subspace $BP(\Omega )=\{ a\in C_0(\Omega ) \mid a \,\text { has a bounded primitive}\}$. In the case of periodic coefficients, $C_0(\Omega )=BP(\Omega )$, whereas, if $\Omega$ is aperiodic, then $BP(\Omega )\subsetneq C_0(\Omega )$ and it is a dense subset of first category. See Campos et al. [Reference Campos, Obaya and Tarallo1, lemma 5.1] for this result in a more general setting, but note that the almost periodic case was already proved by Johnson [Reference Johnson11].

We could skip the first case we are going to consider, but it helps to understand the condition required in (4.11). Let us first assume that the maps $\widehat d_i (\omega ) = d_i(\omega )-d_{i0}$, $\omega \in \Omega$ for $1\leq i\leq m$, which are in $C_0(\Omega )$, admit bounded primitives, that is, there exist maps $h_i\in C(\Omega )$, $1\leq i\leq m$, such that

(4.12)\begin{equation} \int_0^t \widehat d_i (\omega{\cdot}s)\,{\rm d}s = h_i(\omega{\cdot}t)-h_i(\omega) \quad\text{for all}\ \omega\in\Omega\,,\; t\in \mathbb{R}. \end{equation}

Then, in (4.3), for each $\omega \in \Omega$ we make the change of variables $z_i(t)={\rm e}^{h_i(\omega {\cdot }t)}\,y_i(t)$, $1\leq i\leq m$, which preserves the boundedness of the solutions and the property of uniform persistence. The transformed systems have a similar structure to the Nicholson systems, namely, for each $\omega \in \Omega$,

\[ z'_i(t)={-} d_{i0}\,z_i(t) +\displaystyle \sum_{j=1}^m a_{ij}^*(\omega{\cdot}t)\,z_j(t) + \beta_{i}^*(\omega{\cdot}t)\,z_i(t-r_i)\,{\rm e}^{{-}c_i^*(\omega{\cdot}t)\,z_i(t-r_i)} \]

for the new coefficients

\begin{align*} a_{ij}^*(\omega):& = a_{ij}(\omega)\,{\rm e}^{h_i(\omega)-h_j(\omega)}, \\ \beta_{i}^*(\omega):& = \beta_{i}(\omega)\,{\rm e}^{h_i(\omega)-h_i(\omega{\cdot}({-}r_i))}\,,\\ c_{i}^*(\omega):& = c_{i}(\omega)\,{\rm e}^{{-}h_i(\omega{\cdot}({-}r_i))}\,, \end{align*}

and it is easy to check that the transformed system of (4.1) also satisfies (a1)–(a5), although it might not satisfy assumption (a6). However, this is unimportant because, even if this condition has a biological meaning in the original system, its analytical implications—it is basically used to prove the ultimate boundedness of solutions—still hold, by the expression of the change of variables, the fact that $\Omega$ is compact, and $h_i$ are continuous maps.

Therefore, we can apply theorem 4.5 to the new systems, provided that the monotonicity condition for the exponential ordering (4.8) holds, but that is exactly condition (4.11) in the hypotheses. To check it, let $\omega _1\in \Omega$ be the one determining the initial Nicholson system (4.1) and note that now the parameters involved for each $1\leq i\leq m$ are $(d_i^*)^+= d_{i0}$ and

\[ (\beta_i^*)^+ := \sup\left\{ \beta_i^*(\omega_1{\cdot}t) \mid t\in\mathbb{R}\right\} =\sup\left\{ \beta_{i}(\omega_1{\cdot}t)\,{\rm e}^{h_i(\omega_1{\cdot}t)-h_i(\omega_1{\cdot}(t-r_i))}\,\big|\, t\in\mathbb{R}\right\}\,, \]

which can be rewritten as $(\beta _i^*)^+ =\sup \left \{\widetilde \beta _i(t)\,{\rm e}^{\int _{t-r_i}^t \widetilde d_i(s)\,{\rm d}s -d_{i0}r_i} \,\big |\, t\in \mathbb {R}\right \}$, by (4.12). As a consequence, for the transformed systems, there exists a unique minimal set $M^*=\{(\omega,\,b^*(\omega ))\mid \omega \in \Omega \}$ for a continuous map $b^*:\Omega \to \operatorname {Int} X_+$, which is an attractor of the semitrajectory of every pair $(\omega,\,\phi )$ provided that $\phi \geq 0$ and $\phi (0)\gg 0$. Reversing the change of variables, we see that the original systems (4.3) also have a unique minimal set $M=\{(\omega,\,b(\omega ))\mid \omega \in \Omega \}$ for a continuous map $b:\Omega \to \operatorname {Int} X_+$ which is also an attractor of the semitrajectory of every pair $(\omega,\,\phi )$ provided that $\phi \geq 0$ and $\phi (0)\gg 0$.

To finish the proof it remains to assume that some of the maps $\widehat d_i (\omega ) = d_i(\omega )-d_{i0}$, $\omega \in \Omega$, for $1\leq i\leq m$, which are in $C_0(\Omega )$, do not admit a bounded primitive. Then, since the subspace $BP(\Omega )$ is dense in $C_0(\Omega )$ and (4.11) holds, given any $\varepsilon >0$ with the following restrictions:

  1. (ε1) $\varepsilon < d_{i0}/2\,$,

  2. (ε2) $r_i\,\sup \left \{\widetilde \beta _i(t)\,{\rm e}^{\int _{t-r_i}^t \widetilde d_i(s)\,{\rm d}s} \,\big |\, t\in \mathbb {R}\right \} < {\rm e}^{1-2\varepsilon r_i}\,$ for $\,1\leq i\leq m$ ,

there exist maps $\widehat \delta _i\in BP(\Omega )$, $\,1\leq i\leq m$ (which depend on $\varepsilon$), such that $\sup \left \{|\widehat d_i(\omega )-\widehat \delta _i(\omega )|\mid \omega \in \Omega \right \}\leq \varepsilon$. This time let $h_i\in C(\Omega )$ be a primitive of $\widehat \delta _i$, that is,

(4.13)\begin{equation} \int_0^t \widehat \delta_i (\omega{\cdot}s)\,{\rm d}s = h_i(\omega{\cdot}t)-h_i(\omega) \quad\text{for all}\ \omega\in\Omega\,,\; t\in \mathbb{R}\,. \end{equation}

The same change of variables as before, $z_i(t)={\rm e}^{h_i(\omega {\cdot }t)}\,y_i(t)$, $1\leq i\leq m$, transforms the systems into the new family

\begin{align*} z'_i(t)& ={-}\left[d_{i0}+(\widehat d_i(\omega{\cdot}t)-\widehat \delta_i(\omega{\cdot}t))\right]\,z_i(t)\\ & + \displaystyle \sum_{j=1}^m a_{ij}^*(\omega{\cdot}t)\,z_j(t) + \beta_{i}^*(\omega{\cdot}t)\,z_i(t-r_i)\,{\rm e}^{{-}c_i^*(\omega{\cdot}t)\,z_i(t-r_i)},\quad \omega\in\Omega, \end{align*}

where the coefficients $a_{ij}^*(\omega )$, $\beta _{i}^*(\omega )$ and $c_{i}^*(\omega )$ have the same expressions as before. It is easy to see that under restriction ($\epsilon$1) the new transformed system of (4.1) also satisfies (a1)–(a5). Besides, taking into account (4.13) and doing similar calculations to the ones in the previous situation, we see that, thanks to restriction ($\epsilon$2), relation (4.8) also holds for this transformed system. Hence, theorem 4.5 applies and the proof is finished as before, just by reversing the change of variables.

Remark 4.8 For each $i=1,\,\ldots,\,m$, note that, if the map $\widetilde d_i(t)$ is periodic and the delay $r_i$ is a multiple of the period, then $\int _{t-r_i}^t \widetilde d_i(s)\,{\rm d}s= d_{i0}r_i$ for all $t\in \mathbb {R}$, and condition (4.11) then reads $r_i\,\beta _i^+\,{\rm e}^{ d_{i0}r_i} < e$. This last condition allows for bigger delays (and bigger periods too) rather than $r_i\,\beta _i^+\,{\rm e}^{ d_i^+r_i} < e$ in (4.8), specially for periodic maps with a big oscillation. Analogously, if the map $\widetilde d_i(t)$ is almost periodic, given an $\varepsilon >0$ as small as wanted, there is a relatively dense set in $(0,\,\infty )$ of delays $r_i$ such that $\left |\int _{t-r_i}^t \widetilde d_i(s)\,{\rm d}s - d_{i0}r_i\right | <\varepsilon$ for all $t\in \mathbb {R}$, so that $r_i\,\beta _i^+\,{\rm e}^{ d_{i0}r_i+\varepsilon } < e$ implies condition (4.11). Whereas the statement for the periodic case is immediate, in the almost periodic case we have to argue as in the proof of the last result, taking into account that continuous maps on $\Omega$ with null mean value can be approximated by maps with a continuous primitive, and also the fact that an almost periodic map has a relatively dense set of $\delta$-periods for each $\delta >0$.

Remark 4.9 The same technique used in the proof of the previous theorem allows to improve the small delay conditions imposed in the literature for the existence of the so-called special solutions of FDEs, when applied to the scalar Nicholson equation $x'(t)=-\widetilde {\rm d}(t)\,x(t)+\widetilde \beta (t)\,x(t-r)\,{\rm e}^{-\widetilde c(t)\,x(t-r)}$ with almost periodic coefficients $\widetilde {\rm d}(t)$, $\widetilde \beta (t)$ and $\widetilde c(t)$. Special solutions are globally defined solutions (defined on the whole line $\mathbb {R}$) of delay equations, which are solutions of associated ODEs. This theory originated in the 1960s in some works by Ryabov [Reference Ryabov23]. See also [Reference Driver5, Reference Pituk22], and the references therein. More precisely, fix a general scalar delay equation $x'(t)=f(t,\,x_t)$ with delay $r$, such that $f$ is continuous, satisfies $\sup _{t\leq 0}|f(t,\,0)|\,{\rm e}^{t/r} < \infty$ and is globally Lipschitz, that is, $|f(t,\,\phi )-f(t,\,\psi )|\leq L\,\|\phi -\psi \|$ for all $t\in \mathbb {R}$, $\phi,\,\psi \in C([-r,\,0])$. Then, provided that the delay satisfies $L\,r\,e <1$, for each $t_0,\, x_0\in \mathbb {R}$, there exists a unique solution $x(t)$ of $x'=f(t,\,x_t)$, $t\in \mathbb {R}$, such that $x(t_0)=x_0$ and $\sup _{t\leq 0}|x(t)|\,{\rm e}^{t/r} < \infty$. This solution is the special solution. In particular, the solutions in the global attractor, when it exists, are globally defined and bounded, and thus are special solutions.

For the Nicholson equation, $L=d^+ + \beta ^+$ and the previous small delay condition reads $(d^+ + \beta ^+)\,r\,e<1$. By looking at the family of equations over the hull and performing the change of variables $z(t)={\rm e}^{h(\omega {\cdot }t)}\,x(t)$ for an appropriate $h\in C(\Omega )$, which clearly preserves special solutions, we can now improve the small delay condition for the existence of special solutions:

\begin{align*} \left(d_0+\sup\left\{\widetilde\beta(t)\,{\rm e}^{\int_{t-r}^t \widetilde {\rm d}(s)\,{\rm d}s -d_{0}r} \,\big|\, t\in\mathbb{R}\right\}\right)\,r\,e <1, \end{align*}

where $d_0$ is the mean value of $\widetilde d(t)$. If in particular $\widetilde {\rm d}(t)$ is periodic and the delay $r$ is a multiple of the period, then this condition is just $(d_0+ \beta ^+)\,r\,e<1$.

The same happens when we look at more recent results by Pituk [Reference Pituk22] for scalar autonomous delay equations. By introducing the exponential ordering $\leq _{\mu }$ for a $\mu >0$, [Reference Pituk22, theorem 5.2] offers new conditions to guarantee the existence of special solutions for $x'(t)=f(x_t)$, this time with the growth condition $\sup _{t\leq 0}|x(t)|\, {\rm e}^{\mu t} < \infty$. It is easy to check that [Reference Pituk22, theorem 5.2] is also true for time-dependent equations $x'(t)=f(t,\,x_t)$ if condition (5.1) therein is independent of $t$ and besides $\sup _{t\leq 0}|f(t,\,0)|\, {\rm e}^{\mu t} < \infty$. The condition to apply this result to our Nicholson equation is $r\,\beta ^+ {\rm e}^{d^+ r}<{\rm e}^{-1}$. Once more performing the previous change of variables, we can improve this condition into

\[ r\,\sup\left\{\widetilde\beta(t)\,{\rm e}^{\int_{t-r}^t \widetilde {\rm d}(s)\,{\rm d}s} \,\big|\, t\in\mathbb{R}\right\}<\frac{1}{e}, \]

which in the aforementioned case of $\widetilde {\rm d}(t)$ periodic reduces to $r\,\beta ^+ {\rm e}^{d_0 r}<{\rm e}^{-1}$.

Acknowledgements

The first three authors were partly supported by MICIIN/FEDER project RTI2018-096523-B-I00 and by Universidad de Valladolid under project PIP-TCESC-2020. The fourth author was partly supported by MICINN/FEDER under projects RTI2018-096523-B-I00 and PGC2018-097565-B-I00.

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