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Synthesis of thinned planar antenna arrays using teaching–learning-based optimization

Published online by Cambridge University Press:  11 June 2014

Nihad I. Dib*
Affiliation:
Department of Electrical Engineering, Jordan University of Science and Technology, P. O. Box 3030, Irbid 22110, Jordan
*
Corresponding author: Nihad I. Dib Email: nihad@just.edu.jo

Abstract

In this paper, the design of thinned planar antenna arrays of isotropic radiators with optimum side lobe level reduction is studied. The teaching–learning-based optimization (TLBO) method, a newly proposed global evolutionary optimization method, is used to determine an optimum set of turned-ON elements of thinned planar antenna arrays that provides a radiation pattern with optimum side lobe level reduction. The TLBO represents a new algorithm for optimization problems in antenna arrays design. It is shown that the TLBO provides results that are better than (or the same as) those obtained using other evolutionary algorithms.

Type
Research Paper
Copyright
Copyright © Cambridge University Press and the European Microwave Association 2014 

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References

REFERENCES

[1]Haupt, R.L.: Thinned arrays using genetic algorithms. IEEE Trans. Antennas Propag., 42 (7) (1994), 993999.Google Scholar
[2]Weile, D.S.; Michielssen, E.: Integer coded Pareto genetic algorithm design of constrained antenna arrays. Electron. Lett., 32 (9) (1996), 17441745.Google Scholar
[3]Johnson, J.M.; Rahmat-Samii, Y.: Genetic algorithms in engineering electromagnetics. IEEE Antennas Propag. Mag., 39 (4) (1997), 721.CrossRefGoogle Scholar
[4]Guney, K.; Onay, M.: Synthesis of thinned linear antenna arrays using bees algorithm. Microw. Opt. Technol. Lett., 53 (4) (2011), 795799.CrossRefGoogle Scholar
[5]Hamici, Z.M.; Ismail, T.: Optimization of thinned arrays using stochastic immunity genetic algorithm, in IEEE Int. Symp. on Signal Processing and Information Technology, 2009, 378–383.Google Scholar
[6]Razavi, A.; Forooraghi, K.: Thinned arrays using pattern search algorithms. Prog. Electromagn. Res., 78 (2008), 6171.CrossRefGoogle Scholar
[7]Oliveri, G.; Donelli, M.; Massa, A.: Linear array thinning exploiting almost difference sets. IEEE Transact. Antennas Propag., 57 (2009), 38003812.Google Scholar
[8]Fernandez-Delgado, M.; Rodriguez-Gonzalez, J.; Iglesias, R.; Barro, S.; Ares Pena, F.: Fast array thinning using global optimization methods. J. Electromagn. Waves Applic., 24 (16) (2010), 22592271.Google Scholar
[9]Jain, R.; Mani, G.: Dynamic thinning of antenna array using genetic algorithm. Prog. Electromagn. Res. B, 32 (2011), 120.Google Scholar
[10]Zhang, L.; Jiao, Y.-C.; Chen, B.; Li, H.: Orthogonal genetic algorithm for planar thinned array designs. Int. J. Antennas Propag., 2012 (2012), 7, Article ID 319037, doi: 10.1155/2012/319037.Google Scholar
[11]Bucci, O.M.: A deterministic approach to the synthesis of pencil beams through planar thinned arrays. Prog. Electromagn. Res., 101 (2010), 217230.Google Scholar
[12]Zhang, L.; Jiao, Y.-C.; Weng, Z.-B.; Zhang, F.-S.: Design of planar thinned arrays using a Boolean differential evolution algorithm. IET Microw. Antennas Propag., 4 (2010), 21722178.Google Scholar
[13]Pathak, N.; Mahanti, G.; Singh, S.; Mishra, J.; Chakraborty, A.: Synthesis of thinned planar circular array antennas using modified particle swarm optimization. Prog. Electromagn. Res. Lett., 12 (2009), 8797.Google Scholar
[14]Mahanti, G.; Pathak, N.; Mahanti, P.: Synthesis of thinned linear antenna arrays with fixed sidelobe level using real-coded genetic algorithm. Prog. Electromagn. Res., 75 (2007), 319328.CrossRefGoogle Scholar
[15]Wang, W.-B.; Feng, Q.; Liu, D.: Synthesis of thinned linear and planar antenna arrays using binary PSO algorithm. Prog. Electromagn. Res., 127 (2012), 371387.CrossRefGoogle Scholar
[16]Petko, J.S.; Werner, D.H.: Pareto optimization of thinned planar arrays with elliptical mainbeams and low sidelobe levels. IEEE Transact. Antennas Propag., 59 (2011), 17481751.Google Scholar
[17]Oliveri, G.; Massa, A.: Genetic algorithm (GA)-enhanced almost difference set (ADS)-based approach for array thinning. IET Microw. Antennas Propag., 5 (2011), 305315.Google Scholar
[18]Singh, U.; Kamal, T.S.: Optimal synthesis of thinned arrays using biogeography based optimization. Prog. Electromagn. Res. M, 24 (2012), 141155.Google Scholar
[19]Quevedo-Teruel, O.; Rajo-Iglesias, E.: Ant colony optimization in thinned array synthesis with minimum sidelobe level. IEEE Antennas Wirel. Propag. Lett., 5 (2006), 349352.Google Scholar
[20]Bae, J.; Kim, K.; Pyo, C.; Chae, J.: Design of scannable non-uniform planar array structure for maximum side-lobe reduction. ETRI J., 26 (1) (2004), 5356.Google Scholar
[21]Chen, K.; Yun, X.; He, Z.; Han, C.: Synthesis of sparse planar arrays using modified real genetic algorithm. IEEE Trans. Antennas Propag., 55 (4) (2007), 10671073.Google Scholar
[22]Jain, R.; Mani, G.: Solving antenna array thinning problem using genetic algorithm. Appl. Comput. Intell. Soft Comput., (2012), http://www.hindawi.com/journals/acisc/2012/946398/cta/.Google Scholar
[23]Li, Y.; Yang, F.; Ouyang, J.; Nie, Z.; Zhou, H.: Synthesis of nonuniform array antennas using particle swarm optimization. Electromagnetics, 30 (3) (2010), 237245.Google Scholar
[24]du Plessis, W.P.: Efficient synthesis of large-scale thinned arrays using a density-taper initialised genetic algorithm, In Int. Conf. Electromagnetics in Advanced Applications (ICEAA), Torino, 12–16 September 2011, 363–366.Google Scholar
[25]Rao, R.V.; Savsani, V.J.; Vakharia, D.P.: Teaching–learning-based optimization: a novel method for constrained mechanical design optimization problems. Comput. Aided Des., 43 (3) (2011), 303315.Google Scholar
[26]Rao, R.V.; Savsani, V.J.; Vakharia, D.P.: Teaching–learning-based optimization: an optimization method for continuous non-linear large scale problems. Inf. Sci., 183 (1) (2012), 115.Google Scholar
[27]Rao, R.; Patel, V.: An elitist teaching–learning-based optimization algorithm for solving complex constrained optimization problems. Int. J. Ind. Eng. Comput., 3 (2012), 535560.Google Scholar
[28]Crepinsek, M.; Liu, S.H.; Mernik, L.: A note on teaching–learning-based optimization algorithm. Inf. Sci., 212 (2012), 7993.Google Scholar
[29]Rao, R.; Savsani, V.: Mechanical Design Optimization Using Advanced Optimization Techniques, Springer-Verlag, London, 2012.CrossRefGoogle Scholar
[30]Satapathy, S.; Naik, A.: Data clustering using teaching learning based optimization. Conf. on Swarm, Evolutionary, and Memetic Computing, Lecture Notes in Computer Science, 7077 (2011), 148–156.Google Scholar
[31]Toğan, V.: Design of planar steel frames using teaching–learning based optimization. Eng. Struct., 34 (2012), 225232.Google Scholar
[32]Wang, K.; Wang, H.; Yu, L.; Ma, X.; Xue, Y.: Toward teaching–learning-based optimization algorithm for dealing with real-parameter optimization problems. Proc. 2nd Int. Conf. Computer Science and Electronics Engineering (ICCSEE 2013), 606–609.CrossRefGoogle Scholar
[33]Niknam, T.; Azizipanah-Abarghooee, R.; Narimani, M.: A new multi objective optimization approach based on TLBO for location of automatic voltage regulators in distribution systems. Eng. Appl. Artif. Intell., 25 (2012), 15771588.Google Scholar
[34]Dib, N.; Sharaqa, A.: Synthesis of thinned concentric circular antenna arrays using teaching–learning-based optimization. Accepted for publication in Int. J. RF Microw. Comput-Aid Eng. Appeared online, doi: 10.1002/mmce.20784.CrossRefGoogle Scholar