Advances in particle swarm optimization for antenna designs: Real-number, binary, single-objective and multiobjective implementations

IEEE Transactions on Antennas and Propagation

Volumn 55, Issue 3 I, 2007, Pages 556-567

  Jin, Nanbo ^a   Rahmat Samii, Yahya ^a  

^a UNIVERSITY OF CALIFORNIA   (United States)

Author keywords

Aperiodic antenna array; Binary optimization; Multiobjective; Optimization methods; Particle swarm optimization (PSO); Real number optimization; Single objective

Indexed keywords

EVOLUTIONARY ALGORITHMS; MATHEMATICAL MODELS; OPTIMIZATION; RANDOM PROCESSES;

APERIODIC ANTENNA-ARRAY; BINARY OPTIMIZATION; PARTICLE SWARM OPTIMIZATION; REAL-NUMBER OPTIMIZATION;

ANTENNA ARRAYS;

EID: 34047196327     PISSN: 0018926X     EISSN: None     Source Type: Journal    
DOI: 10.1109/TAP.2007.891552     Document Type: Article

References (40)

1. J. Kennedy and R. Eberhart, "Particle swarm optimization," in Proc. IEEE Int. Conf. Neural Networks, 1995, vol. 4, pp. 1942-1948.
2. M. Clerc and J. Kennedy, "The particle swarm-explosion, stability and convergence in a multidimensional complex space," IEEE Trans. Evol. Comput., vol. 6, no. 1, pp. 58-73, Feb. 2002.
3. Y. Shi and R. Eberhart, "Empirical study of particle swarm optimization," in Proc. Cong. Evol. Comput., 1999, vol. 3, pp. 1945-1950.
4. R. Eberhart and Y. Shi, "Particle swarm optimization: Developments, applications, and resources," in Proc. Cong. Evol. Comput., 2001, vol. 1, pp. 81-86.
5. J. Robinson and Y. Rahmat-Samii, "Particle swarm optimization in electromagnetics," IEEE Trans. Antennas Propag., vol. 52, no. 2, pp. 397-407, Feb. 2004.
6. D. Gies and Y. Rahmat-Samii, "Particle swarm optimization for reconfigurable phase-differentiated array design," Microwave Opt. Technol. Lett., vol. 38, no. 3, pp. 172-175, Aug. 2003.
7. D. Boeringer and D. Werner, "Particle swarm optimization versus genetic algorithms for phased array synthesis," IEEE Trans. Antennas Propag., vol. 52, no. 3, pp. 771-779, Mar. 2004.
8. D. Gies and Y. Rahmat-Samii, "Particle swarm optimization (PSO) for reflector antenna shaping," in IEEE Antennas Propag. Soc. Int. Symp. Dig., Jun. 2004, vol. 3, pp. 2289-2293.
9. W. Liu, "Design of multiband CPW-fed monopole antenna using a particle swarm optimization approach," IEEE Trans. Antennas Propag., vol. 53, no. 10, pp. 3273-3279, Oct. 2005.
10. S. Cui and D. Weile, "Application of parallel particle swarm optimization scheme to the design of electromagnetic absorbers," IEEE Trans. Antennas Propag., vol. 53, no. 11, pp. 3616-3624, Nov. 2005.
11. L. Matekovits, M. Mussetta, P. Pirinoli, S. Selleri, and R. Zich, "Improved PSO algorithms for electromagnetic optimization," in IEEE Antennas Propag. Soc. Int. Symp. Dig., Jul. 2005, vol. 2A, pp. 33-36.
12. S. Mikki and A. Kishk, "Investigation of the quantum particle swarm optimization technique for electromagnetic applications," in IEEE Antennas Propag. Soc. Int. Symp. Dig., Jul. 2005, vol. 2A, pp. 45-48.
13. N. Jin 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. Antennas Propag., vol. 53, no. 11, pp. 3459-3468, Nov. 2005.
14. J. Kennedy, "Small worlds and mega-minds: Effects of neighborhood topology on particle swarm performance," in Proc. Cong. Evol. Comput., 1999, vol. 3, pp. 1931-1938.
15. R. Mendes, J. Kennedy, and J. Neves, "Watch thy neighbor or how the swarm can learn from its environment," in Proc. IEEE Swarm Intell. Symp., 2003, pp. 88-94.
16. R. Eberhart and Y. Shi, "Particle swarm optimization: Developments, applications and resources," in Proc. Cong. Evol. Comput., 2001, vol. 1, pp. 81-86.
17. R. Eberhart and Y. Shi, "Evolving artificial neural networks," in Proc. Int. Conf. Neural Networks and Brain, 1998, pp. PL5-PL13.
18. T. Huang and A. Mohan, "A hybrid boundary condition for robust particle swarm optimization," IEEE Antennas Wireless Propagat. Lett., vol. 5, pp. 112-117, 2005.
19. J. Kennedy and R. Eberhart, "A discrete binary version of the particle swarm algorithm," in Proc. IEEE Int. Conf. Systems, Man, and Cybernetics, Oct. 1997, vol. 5, pp. 4104-4108.
20. Y. Liao and C. Sun, "An educational genetic algorithms learning tool," IEEE Trans. Educ., vol. 44, no. 2, May 2001.
21. K. Parsopoulos and M. Vrahatis, "Recent approaches to global optimization problems through particle swarm optimization," Natural Computing, vol. 1, pp. 235-306, 2002.
22. J. Fieldsend and S. Singh, "A multi-objective algorithm based upon particle swarm optimization, an efficient data structure and turbulence," in Proc. U.K. Workshop on Computational Intellegence, 2002, pp. 37-44.
23. D. Velduizen, J. Zydallis, and G. Lamont, "Considerations in engineering parallel multiobjective evolutionary optimizations," IEEE Trans. Evol. Comput., vol. 7, no. 2, pp. 144-173, Apr. 2003.
24. Y. Jin, M. Olhofer, and B. Sendhoff, "Dynamic weighted aggregation for evolutionary multiobjective optimization: Why does it work and how?," in Conf. Genetic Evol. Comput., 2001.
25. D. S. Weile and E. Michielssen, "Genetic algorithms: Theory and advanced techniques," in Electromagnetic Optimization by Genetic Algorithms, Y. Rahmat-Samii and E. Michielssen, Eds. New York: Wiley, 1999.
26. G. Swenson and Y. T. Lo, "The university of illinois radio telescope," IEEE Trans. Antennas Propag., vol. 9, no. 1, pp. 9-16, Jan. 1961.
27. Y. T. Lo, "Aperiodic arrays," in Antenna Handbook, Y. T. Lo and S. W. Lee, Eds. New York: Van Nostrand Reihold, 1988.
28. H. Unz, "Linear arrays with arbitrarily distributed elements," IEEE Trans. Antennas Propag., vol. 8, no. 2, pp. 222-223, Mar. 1960.
29. A. Ishimaru, "Theory of unequally-spaced arrays," IEEE Trans. Antennas Propag., vol. 10, no. 6, pp. 691-702, Nov. 1962.
30. R. Harrington, "Side lobe reduction by nonuniform element spacing," IEEE Trans. Antennas Propag., vol. 9, no. 2, pp. 187-192, Mar. 1961.
31. M. Skolnik, G. Nemhauser, and J. Sherman, III, "Dynamic programming applied to unequally spaced arrays," IEEE Trans. Antennas Propag., vol. 12, no. 1, pp. 35-43, Jan. 1964.
32. M. Skolnik, J. Sherman, III, and F. Ogg, "Statistically designed density-tapered array," IEEE Trans. Antennas Propag., vol. 12, no. 4, pp. 408-417, Jul. 1964.
33. Y. T. Lo, "A mathematical theory of antenna arrays with randomly space elements," IEEE Trans. Antennas Propag., vol. 12, no. 2, pp. 257-268, May 1964.
34. Y. T. Lo and S. W. Lee, "A study of space-tapered arrays," IEEE Trans. Antennas Propag., vol. 14, no. 1, pp. 22-30, Jan. 1966.
35. B. Steinberg, "The peak sidelobe of the phased array having randomly located elements," IEEE Trans. Antennas Propag., vol. 20, no. 2, pp. 129-136, Mar. 1972.
36. R. S. Elliot, Antenna Throry and Design. Hoboken, New Jersey: Wiley., 2003.
37. M. Khodier and C. Christodoulou, "Linear array geometry synthesis with minimum sidelobe level and null control using particle swarm optimization," IEEE Trans. Antennas Propag., vol. 53, no. 8, pp. 2674-2679, Aug. 2005.
38. K. Chellapilla, S. S. Rao, and A. Hoorfar, "Optimization of thinned phased arrays using evolutionary programming," in Proc. The 7th Int. Conf. on Evolutionary Programming, Mar. 1998, pp. 157-166.
39. R. Haupt, "Thinned arrays using genetic algorithms," in Electromagnetic Optimization by Genetic Algorithms, Y. Rahmat-Samii and E. Michielssen, Eds. New York: Wiley, 1999.
40. B. Steinberg, Microwave Imaging With Large Antenna Arrays. New York: Wiley, 1983.