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2011-11-16

A Hybrid Method Based on Differential Evolution and Continuous Ant Colony Optimization and its Application on Wideband Antenna Design

By Lei Chang, Cheng Liao, Wenbin Lin, Ling-Lu Chen, and Xuan Zheng
Progress In Electromagnetics Research, Vol. 122, 105-118, 2012
doi:10.2528/PIER11092207

Abstract

An evolutionary learning algorithm based on differential evolution strategy (DES) and continuous ant colony optimization (CACO) for wideband antenna design is proposed. The advantages of this hybrid method are demonstrated with several mathematical functions and a linear array pattern synthesis. This method is applied to design an E-shaped wideband patch antenna, which achieves the impedance bandwidth 4.8 ~ 6.53 GHz. We compare the hybrid method with the traditional DES and CACO optimization algorithms, and the advantage of this hybrid method over the DES and the CACO is also demonstrated.

Citation


Lei Chang, Cheng Liao, Wenbin Lin, Ling-Lu Chen, and Xuan Zheng, "A Hybrid Method Based on Differential Evolution and Continuous Ant Colony Optimization and its Application on Wideband Antenna Design," Progress In Electromagnetics Research, Vol. 122, 105-118, 2012.
doi:10.2528/PIER11092207
http://jpier.org/PIER/pier.php?paper=11092207

References


    1. Siakavara, K., "Novel fractal antenna arrays for satellite networks: Circular ring sierpinski carpet arrays optimized by genetic algorithms ," Progress In Electromagnetics Research, Vol. 103, 115-138, 2010.
    doi:10.2528/PIER10020110

    2. Reza, A. W., M. S. Sarker, and K. Dimyati, "A novel integrated mathematical approach of ray-tracing and genetic algorithm for optimizing indoor wireless coverage ," Progress In Electromagnetics Research, Vol. 110, 147-162, 2010.
    doi:10.2528/PIER10091701

    3. Dadgarnia, A. and A. A. Heidari, "A fast systematic approach for microstrip antenna design and optimization using ANFIS and GA," Journal of Electromagnetic Waves and Applications, Vol. 24, No. 16, 2207-2221, 2010.
    doi:10.1163/156939310793699037

    4. Xu, O., "Collimation lens design using AI-GA technique for gaussian radiators with arbitrary aperture field distribution," Journal of Electromagnetic Waves and Applications, Vol. 25, No. 5-6, 743-754, 2011.
    doi:10.1163/156939311794827113

    5. Islam, M. T., M. Moniruzzaman, N. Misran, and M. N. Shakib, "Curve fitting based particle swarm optimization for UWB patch antenna," Journal of Electromagnetic Waves and Applications, Vol. 23, No. 17-18, 2421-2432, 2009.

    6. Naghavi, A. H., M. Tondro-Aghmiyouni, M. Jahanbakht, and A. A. Lotfi Neyestanak, "Hybrid wideband microstrip Wilkinson power divider based on lowpass filter optimized using particle swarm method," Journal of Electromagnetic Waves and Applications, Vol. 24, No. 14-15, 1877-1886, 2010.

    7. Wang, W.-B., Q. Feng, and D. Liu, "Application of chaotic particle swarm optimization algorithm to pattern synthesis of antenna arrays," Progress In Electromagnetics Research, Vol. 115, 173-189, 2011.

    8. Jin, N. B. and Y. Rahmat-Samii, "Parallel particle swarm optimization and finite-difference time-domain (PSO/FDTD) algorithm for multiband and wide-band patch antenna designs," IEEE Trans. on Antennas and Propagat., Vol. 53, No. 11, 3459-3468, 2005.
    doi:10.1109/TAP.2005.858842

    9. Guney, K. and M. Onay, "Amplitude-only pattern nulling of linear antenna arrays with the use of bees algorithm," Progress In Electromagnetics Research, Vol. 70, 21-36, 2007.
    doi:10.2528/PIER07011204

    10. Guney, K. and M. Onay, "Synthesis of thinned linear antenna arrays using bees algorithm," Microwave and Optical Technology Letters, Vol. 53, No. 4, 795-799, 2011.
    doi:10.1002/mop.25850

    11. Zheng, X., C. Liao, L. Chang, J. Fang, and H. J. Fu, Automated design of an ultra-wideband microstrip patch antenna, ICMTCE, The International Conference on Microwave Technology & Computational Electromagnetics, 80-83, Beijing, China, 2009.

    12. Storn, R. and K. Price, "Differential evolution --- A simple and efficient heuristic for global optimization over continuous spaces," Journal of Global Optimization, Vol. 11, No. 4, 341-359, 1997.
    doi:10.1023/A:1008202821328

    13. Qing, A. Y., "Dynamic differential evolution strategy and applications in electromagnetic inverse scattering problems," IEEE Transactions on Geoscience and Remote Sensing, Vol. 44, No. 1, 116-125, 2006.
    doi:10.1109/TGRS.2005.859347

    14. Goudos, S. K., Z. D. Zaharis, and T. V. Yioultsis, "Application of a differential evolution algorithm with strategy adaptation to the design of muti-band microwave filters for wireless communications," Progress In Electromagnetics Research, Vol. 109, 123-137, 2010.
    doi:10.2528/PIER10081704

    15. Goudos, S. K., K. Siakavara, T. Samaras, E. E. Vafiadis, and J. N. Sahalos, "Self-adaptive differential evolution applied to real-valued antenna and microwave design problems ," IEEE Trans. on Antennas and Propagat., Vol. 59, No. 4, 1286-1298, 2011.
    doi:10.1109/TAP.2011.2109678

    16. Goudos, S. K., K. Siakavara, E. Vafiadis, and J. N. Sahalos, "Pareto optimal Yagi-Uda antenna design using multi-objective differential evolution," Progress In Electromagnetics Research, Vol. 105, 231-251, 2010.
    doi:10.2528/PIER10052302

    17. Li, J.-Y., "A bi-swarm optimizing strategy and its application of antenna design," Journal of Electromagnetic Waves and Applications, Vol. 23, No. 14-15, 1877-1886, 2009.
    doi:10.1163/156939309789932449

    18. Xie, L., Y.-C. Jiao, Y.-Q. Wei, and G. Zhao, "A compact band-notched UWB antenna optimized by a novel self-adaptive differential evolution algorithm ," Journal of Electromagnetic Waves and Applications, Vol. 24, No. 17-18, 2353-2361, 2010.
    doi:10.1163/156939310793675817

    19. Zhang, L., Z. Cui, Y. C. Jiao, and F. S. Zhang, "Broadband patch antenna design using differential evolution algorithm," Microwave and Optical Technology Letters, Vol. 51, No. 7, 1692-1695, 2009.
    doi:10.1002/mop.24423

    20. Dib, N. I., S. K. Goudos, and H. Muhsen, "Application of taguchi's optimization method and self-adaptive differential evolution to the synthesis of linear antenna arrays," Progress In Electromagnetics Research, Vol. 102, 159-180, 2010.
    doi:10.2528/PIER09122306

    21. Li, R., L. Xu, X.-W. Shi, N. Zhang, and Z.-Q. Lv, "Improved differential evolution strategy for antenna array pattern synthesis problems," Progress In Electromagnetics Research, Vol. 113, 429-441, 2011.

    22. Li, F., Y.-C. Jiao, L.-S. Ren, Y.-Y. Chen, and L. Zhang, "Pattern synthesis of concentric ring array antennas by differential evolution algorithm," Journal of Electromagnetic Waves and Applications, Vol. 25, No. 2-3, 421-430, 2011.
    doi:10.1163/156939311794362777

    23. Chen, Y. K., S. W. Yang, and Z. P. Nie, "The application of a modified differential evolution strategy to some array pattern synthesis problems ," IEEE Trans. on Antennas and Propagat., Vol. 56, No. 7, 1919-1927, 2008.
    doi:10.1109/TAP.2008.924713

    24. Dorigo, M. and T. StÄutzle, Ant Colony Optimization, The MIT Press, 2003.
    doi:10.1007/978-3-540-87527-7

    25. Luo, D. L., H. P. Chen, S. X. Wu, and Y. X. Shi, "Hybrid ant colony multi-objective optimization for flexible job shop scheduling problems," Journal of Internet Technology, Vol. 11, No. 3, 361-369, 2010.

    26. Xing, L. N., Y. W. Chen, P. Wang, Q. S. Zhao, and J. Xiong, "Knowledge-based ant colony optimization for flexible job shop scheduling problems," Applied Soft Computing, Vol. 10, No. 3, 888-896, 2010.
    doi:10.1016/j.asoc.2009.10.006

    27. Quevedo-Teruel, Q. and E. Rajo-Iglesias, "Ant colony optimization in thinned array synthesis with minimum sidelobe level," IEEE Antennas and Wireless Propag. Lett., Vol. 5, 349-352, 2006.
    doi:10.1109/LAWP.2006.880693

    28. Bilchev, B. and I. C. Parmee, "The ant colony metaphor for searching continuous design spaces," Proceedings of the AISB Workshop on Evolutionary Computation, Lecture Notes in Computer Science, Vol. 993, 25-39, 1995.

    29. Zhang, H. M., M. Z. Gao, and X. F. Zhang, "Continuous ant colony optimization algorithm based on crossover and mutation," Journal of China University of Metrology, Vol. 20, No. 3, 259-262, 2009.

    30. Hosseini, S. A. and Z. Atlasbaf, "Optimization of side lobe level and fixing quasi-nulls in both of the sum and difference patterns by using continuous ant colony optimization (ACO) method," Progress In Electromagnetics Research, Vol. 79, 321-337, 2008.
    doi:10.2528/PIER07102901

    31. Coelho, L. D. and D. L. D. Bernert, "A modified ant colony optimization algorithm based on differential evolution for chaotic synchronization," Expert Systems with Applications, Vol. 37, No. 6, 4198-4203, 2010.
    doi:10.1016/j.eswa.2009.11.002

    32. Khushaba, R. N., A. Al-Ani, A. AlSukker, and A. Al-Jumaily, "A combined ant colony and differential evolution feature selection algorithm," ANTS, Proceedings of the 6th International Conference on Ant Colony Optimization and Swarm Intelligence, 1-12, 2008.
    doi:10.1007/978-3-540-87527-7_1