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International Journal of Antennas and Propagation
Volume 2019, Article ID 1064103, 13 pages
https://doi.org/10.1155/2019/1064103
Research Article

Multiobjective Synthesis of Linear Arrays by Using an Improved Genetic Algorithm

School of Electronic Science and Engineering, Jilin University, 130012 Changchun, China

Correspondence should be addressed to Bo Yang; moc.621@llaobgnay

Received 18 July 2018; Revised 5 September 2018; Accepted 4 April 2019; Published 22 July 2019

Academic Editor: Shiwen Yang

Copyright © 2019 Bo Yang. This is an open access article distributed under the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited.

Linked References

  1. T. Bauernfeind, P. Baumgartner, O. Bíró, C. A. Magele, K. Preis, and R. Torchio, “PEEC-based multi-objective synthesis of non-uniformly spaced linear antenna arrays,” IEEE Transactions on Magnetics, vol. 53, no. 6, 2017. View at Google Scholar · View at Scopus
  2. K. Guney and A. Durmus, “Pattern nulling of linear antenna arrays using backtracking search optimization algorithm,” International Journal of Antennas and Propagation, vol. 2015, Article ID 713080, 10 pages, 2015. View at Publisher · View at Google Scholar · View at Scopus
  3. R. Bhattacharya, T. K. Bhattacharyya, and R. Garg, “Position mutated hierarchical particle swarm optimization and its application in synthesis of unequally spaced antenna arrays,” IEEE Transactions on Antennas and Propagation, vol. 60, no. 7, pp. 3174–3181, 2012. View at Publisher · View at Google Scholar · View at MathSciNet · View at Scopus
  4. M. A. Panduro, D. H. Covarrubias, C. A. Brizuela, and F. R. Marante, “A multi-objective approach in the linear antenna array design,” AEU-International Journal of Electronics and Communications, vol. 59, no. 4, pp. 205–212, 2005. View at Publisher · View at Google Scholar · View at Scopus
  5. B. Babayigit, “Synthesis of concentric circular antenna arrays using dragonfly algorithm,” International Journal of Electronics, vol. 105, no. 5, pp. 784–793, 2018. View at Publisher · View at Google Scholar
  6. M. A. Panduro, C. A. Brizuela, and D. H. Covarrubias, “Design of electronically steerable linear arrays with evolutionary algorithms,” Applied Soft Computing, vol. 8, no. 1, pp. 46–54, 2008. View at Publisher · View at Google Scholar · View at Scopus
  7. M. A. Panduro and C. A. Brizuela, “Evolutionary multi-objective design of non-uniform circular phased arrays,” COMPEL: The International Journal for Computation and Mathematics in Electrical and Electronic Engineering, vol. 27, no. 2, pp. 551–566, 2008. View at Publisher · View at Google Scholar · View at Scopus
  8. L. Zhang, Y. Jiao, B. Chen, and Z. Weng, “Multiobjective optimization design of concentric ring arrays with 3D beam scanning using differential evolution algorithm,” International Journal of Numerical Modelling: Electronic Networks, Devices and Fields, vol. 26, no. 6, pp. 602–619, 2013. View at Publisher · View at Google Scholar
  9. K. Deb, A. Pratap, S. Agarwal, and T. Meyarivan, “A fast and elitist multiobjective genetic algorithm: NSGA-II,” IEEE Transactions on Evolutionary Computation, vol. 6, no. 2, pp. 182–197, 2002. View at Publisher · View at Google Scholar · View at Scopus
  10. D. Liu, Q.-Y. Feng, and W.-B. Wang, “Discrete optimization problems of linear array synthesis by using real number particle swarm optimization,” Progress in Electromagnetics Research, vol. 133, pp. 407–424, 2013. View at Publisher · View at Google Scholar · View at Scopus
  11. A. Razavi and K. Forooraghi, “Thinned arrays using pattern search algorithms,” Progress in Electromagnetics Research, vol. 78, pp. 61–71, 2008. View at Publisher · View at Google Scholar · View at Scopus
  12. K. V. Deligkaris, Z. D. Zaharis, D. G. Kampitaki, S. K. Goudos, I. T. Rekanos, and M. N. Spasos, “Thinned planar array design using boolean PSO with velocity mutation,” IEEE Transactions on Magnetics, vol. 45, no. 3, pp. 1490–1493, 2009. View at Publisher · View at Google Scholar · View at Scopus
  13. P. Rocca, “Large array thinning by means of deterministic binary sequences,” IEEE Antennas and Wireless Propagation Letters, vol. 10, pp. 334–337, 2011. View at Publisher · View at Google Scholar
  14. W.-B. Wang, Q.-Y. Feng, and D. Liu, “Synthesis of thinned linear and planar antenna arrays using binary PSO algorithm,” Progress in Electromagnetics Research, vol. 127, pp. 371–387, 2012. View at Publisher · View at Google Scholar · View at Scopus
  15. T. H. Ismail and Z. M. Hamici, “Array pattern synthesis using digital phase control by quantized particle swarm optimization,” IEEE Transactions on Antennas and Propagation, vol. 58, no. 6, pp. 2142–2145, 2010. View at Publisher · View at Google Scholar · View at Scopus
  16. W. P. Keizer, “Low sidelobe phased array pattern synthesis with compensation for errors due to quantized tapering,” IEEE Transactions on Antennas and Propagation, vol. 59, no. 12, pp. 4520–4524, 2011. View at Publisher · View at Google Scholar
  17. J. Song, J. Wang, K. Peng, C. Pan, and Z. Yang, “Quantization error reduction for the phased array with 2-bit phase shifter,” Wireless Personal Communications, vol. 52, no. 1, pp. 29–41, 2010. View at Publisher · View at Google Scholar
  18. L. Jiang, J. Cui, L. Shi, and X. Li, “Pareto optimal design of multilayer microwave absorbers for wide-angle incidence using genetic algorithms,” IET Microwaves, Antennas & Propagation, vol. 3, no. 4, pp. 572–579, 2009. View at Publisher · View at Google Scholar · View at Scopus
  19. J. Ouyang, X. Luo, J. Yang, K. Zhi Zhang, J. Zhang, and F. Yang, “Analysis synthesis of conformal conical surface linear phased array with volume surface integral equation+AEP (Active Element Pattern) INSGA-II,” IET Microwaves, Antennas & Propagation, vol. 6, no. 11, pp. 1277–1285, 2012. View at Publisher · View at Google Scholar · View at Scopus
  20. S. K. Goudos, K. A. Gotsis, K. Siakavara, E. E. Vafiadis, and J. N. Sahalos, “A multi-objective approach to subarrayed linear antenna arrays design based on memetic differential evolution,” IEEE Transactions on Antennas and Propagation, vol. 61, no. 6, pp. 3042–3052, 2013. View at Publisher · View at Google Scholar · View at Scopus
  21. L. Liu, J. Lu, and S. Yang, “Many-objective optimization of antenna arrays using an improved multiple-single-objective pareto sampling algorithm,” IEEE Antennas and Wireless Propagation Letters, vol. 11, pp. 399–402, 2012. View at Publisher · View at Google Scholar
  22. F. Tokan and F. Güne, “Pareto optimal synthesis of the linear array geometry for minimum sidelobe level and null control during beam scanning,” International Journal of RF and Microwave Computer-Aided Engineering, vol. 20, no. 5, pp. 557–566, 2010. View at Publisher · View at Google Scholar · View at Scopus
  23. Y. F. Cheng, W. Shao, and S. J. Zhang, “An improved multi-objective genetic algorithm for large planar array thinning,” IEEE Transactions on Magnetics, vol. 52, no. 3, 2016. View at Google Scholar
  24. C. Han, L. Wang, Z. Zhang, J. Xie, and Z. Xing, “Linear array pattern synthesis using an improved multiobjective genetic algorithm,” Radioengineering, vol. 26, no. 4, pp. 1048–1059, 2017. View at Publisher · View at Google Scholar
  25. M. Fernández-Delgado, J. A. Rodríguez-González, R. Iglesias, S. Barro, and F. J. Ares-Pena, “Fast array thinning using global optimization methods,” Journal of Electromagnetic Waves and Applications, vol. 24, no. 16, pp. 2259–2271, 2012. View at Publisher · View at Google Scholar
  26. W. P. Keizer, “Linear array thinning using iterative fft techniques,” IEEE Transactions on Antennas and Propagation, vol. 56, no. 8, pp. 2757–2760, 2008. View at Publisher · View at Google Scholar
  27. Q. Zhang and H. Li, “MOEA/D: a multiobjective evolutionary algorithm based on decomposition,” IEEE Transactions on Evolutionary Computation, vol. 11, no. 6, pp. 712–731, 2007. View at Publisher · View at Google Scholar · View at Scopus
  28. K. Deb and R. B. Agrawal, “Simulated binary crossover for continuous search space,” Complex Systems, vol. 9, no. 2, pp. 115–148, 1995. View at Google Scholar · View at MathSciNet