Particle swarm optimization versus genetic algorithms for phased array synthesis

IEEE Transactions on Antennas and Propagation

Volumn 52, Issue 3, 2004, Pages 771-779

  Boeringer, Daniel W ^a   Werner, Douglas H ^a  

^a Pennsylvania State University   (United States)

Author keywords

Antenna pattern synthesis; Antenna radiation pattern synthesis; Genetic algorithms; Optimization methods; Phased arrays

Indexed keywords

ANTENNA PHASED ARRAYS; ELECTROMAGNETIC FIELDS; FLOWCHARTING; GENETIC ALGORITHMS; NONLINEAR SYSTEMS; OPTIMIZATION;

FAR-FIELD SIDELOBE NOTCH; PARTICLE SWARM OPTIMIZATION; PHASED ARRAY SYNTHESIS;

DIRECTIONAL PATTERNS (ANTENNA);

EID: 2442471989     PISSN: 0018926X     EISSN: None     Source Type: Journal    
DOI: 10.1109/TAP.2004.825102     Document Type: Article

References (54)

1. R. Eberhart and J. Kennedy, "A new optimizer using particle swarm theory," in Proc. 6th Int. Symp. Micro Machine and Human Science (MHS '95), 1995, pp. 39-43.
2. J. Kennedy and R. Eberhart, "Particle swarm optimization," in Proc. IEEE Int. Conf. Neural Networks, vol. 4, 1995, pp. 1942-1948.
3. J. Kennedy and R. C. Eberhart, Swarm Intelligence. San Francisco, CA: Morgan Kaufmann, 2001.
4. J. Kennedy, "The behavior of particles," in Proc. 7th Annu. Conf. Evol. Program. (EP-98), vol. 1447, Lecture Notes in Computer Science, Mar. 1998, pp. 581-589.
5. M. Clerc and J. Kennedy, "The particle swarm - Explosion, stability, and convergence in a multidimensional complex space," IEEE Trans. Evol. Comput., vol. 6, pp. 58-73, Feb. 2002.
6. E. Ozcan and C. K. Mohan, "Particle swarm optimization: Surfing the waves," in Proc. Congr. Evolutionary Computation (CEC 99), vol. 3, 1999, pp. 1939-1944.
7. G. Ciuprina, D. Ioan, and I. Munteanu, "Use of intelligent-particle swarm optimization in electromagnetics," IEEE Trans. Magn., vol. 38, pp. 1037-1040, Mar. 2002.
8. J. Robinson, S. Sinton, and Y. Rahmat-Samii, "Particle swarm, genetic algorithm, and their hybrids: Optimization of a profiled corrugated horn antenna," in IEEE Antennas Propagat. Soc. Int. Symp. Dig., vol. 1, 2002, pp. 314-317.
9. B. Brandstatter and U. Baumgartner, "Particle swarm optimization - Mass-spring system analogon," IEEE Trans. Magn., vol. 38, pp. 997-1000, Mar. 2002.
10. J. H. Holland, "Genetic algorithms," Scientific American, pp. 66-72, July 1992.
11. R. L. Haupt and S. E. Haupt, Practical Genetic Algorithms. New York: Wiley, 1998.
12. D. S. Weile and E. Michielssen, "Genetic algorithm optimization applied to electromagnetics: A review," IEEE Trans. Antennas Propagat., vol. 45, pp. 343-353, Mar. 1997.
13. R. L. Haupt, "An introduction to genetic algorithms for electromagnetics," IEEE Antennas Propagat. Mag., vol. 37, pp. 7-15, Apr. 1995.
14. H. Hirasawa and B. J. Strait, "On a method for array design by matrix inversion," IEEE Trans. Antennas Propagat., vol. 19, pp. 446-447, May 1971.
15. B. D. Carlson and D. Willner, "Antenna pattern synthesis using weighted least squares," IEE Proc.-H, vol. 139, no. 1, pp. 11-16, Feb 1992.
16. Y. Shi and R. Eberhart, "A modified particle swarm optimizer," in Proc. IEEE World Congr. Computational Intelligence Evolutionary Computation, 1998, pp. 69-73.
17. X. Hu and R. C. Eberhart, "Adaptive particle swarm optimization: Detection and response to dynamic systems," in Proc. Congr. Evolutionary Computation (CEC 02), vol. 2, 2002, pp. 1666-1670.
18. P. N. Suganthan, "Particle swarm optimizer with neighborhood operator," in Proc. Congr. Evolutionary Computation (CEC 99), vol. 3, 1999, pp. 1958-1962.
19. R. C. Eberhart and Y. Shi, "Comparing inertia weights and constriction factors in particle swarm optimization," in Proc. Congr. Evolutionary Computation, vol. 1, 2000, pp. 84-88.
20. E. C. Laskari, K. E. Parsopoulos, and M. N. Vrahatis, "Particle swarm optimization for minimax problems," in Proc. Congr. Evolutionary Computation (CEC 02), vol. 2, 2002, pp. 1576-1581.
21. A. A. Abido, "Particle swarm optimization for multimachine power system stabilizer design," in Proc. Power Engineering Soc. Summer Meeting, vol. 3, 2001, pp. 1346-1351.
22. Y. Shi and R. C. Eberhart, "Empirical study of particle swarm optimization," in Proc. Congr. Evolutionary Computation (CEC 99), vol. 3, 1999, pp. 1945-1950.
23. A. I. El-Gallad, M. El-Hawary, A. A. Sallam, and A. Kalas, "Swarm intelligence for hybrid cost dispatch problem," in Proc. Canadian Conf. Electrical and Computer Engineering, vol. 2, 2001, pp. 753-757.
24. H. Zhenya, W. Chengjian, Y. Luxi, G. Xiqi, Y. Susu, R. C. Eberhart, and Y. Shi, "Extracting rules from fuzzy neural network by particle swarm optimization," in Proc. IEEE World Congr. Computational Intelligence Evolutionary Computation, 1998, pp. 74-77.
25. R. C. Eberhart and Y. Shi, "Particle swarm optimization: Developments, applications and resources," in Proc. Congr. Evolutionary Computation (CEC 01), vol. 1, 2001, pp. 81-86.
26. T. M. Blackwell and P. Bentley, "Improvised music with swarms," in Proc. Congr. Evolutionary Computation (CEC 02), vol. 2, 2002, pp. 1462-1467.
27. ____, "Don't push me! Collision-avoiding swarms," in Proc. Congr. Evolutionary Computation (CEC '02), vol. 2, 2002, pp. 1691-1696.
28. J. Kennedy, "The particle swarm: Social adaptation of knowledge," in Proc. IEEE Int. Conf. Evolutionary Computation, 1997, pp. 303-308.
29. A. Carlisle and G. Dozier, "An off-the-shelf PSO," in Proc. Workshop on Particle Swarm Optimization, Indianapolis, IN, Apr. 6-7, 2001, pp. 1-6.
30. R. J. W. Hodgson, "Particle swarm optimization applied to the atomic cluster optimization problem," in Proc. Genetic and Evol. Comp. Conf. (GECCO-2002), pp. 68-73.
31. R. C. Eberhart and Y. Shi, "Comparison between genetic algorithms and particle swarm optimization," in Proc. 7th Annu. Conf. Evol. Program. (EP-98), vol. 1447, Lecture Notes in Computer Science, Mar. 1998, pp. 611-616.
32. P. J. Angeline, "Evolutionary optimization versus particle swarm optimization: Philosophy and performance differences," in Proc. 7th Annu. Conf. Evol. Program (EP-98), vol. 1447, Lecture Notes in Computer Science, Mar. 1998, pp. 601-610.
33. V. Miranda and N. Fonseca, "EPSO- Best-of-two-worlds meta-heuristic applied to power system problems," in Proc. Congr. Evolutionary Computation (CEC 02), vol. 2, 2002, pp. 1080-1085.
34. L. Schoofs and B. Naudts, "Swarm intelligence on the binary constraint satisfaction problem," in Proc. Congr. Evolutionary Computation (CEC 02), vol. 2, 2002, pp. 1444-1449.
35. M. Løvbjerg, T. K. Rasmussen, and T. Krink, "Hybrid particle swarm optimizer with breeding and subpopulations," in Proc. Genetic and Evol. Comp. Conf. (GECCO-2001), 2001, pp. 469-476.
36. P. J. Angeline, "Using selection to improve particle swarm optimization," in IEEE Int. Conf. Evolutionary Computation Proc., 1998, pp. 84-89.
37. S. Naka, T. Genji, T. Yura, and Y. Fukuyama, "Practical distribution state estimation using hybrid particle swarm optimization," in Proc. IEEE Power Engineering Soc. Winter Meeting, vol. 2, 2001, pp. 815-820.
38. F. van den Bergh and A. P. Engelbrecht, "Effects of swarm size on cooperative particle swarm optimizers," in Proc. Genetic and Evol. Comp. Conf. (GECCO-2001), pp. 892-899.
39. Y. Shi and R. A. Krohling, "Co-evolutionary particle swarm optimization to solve min-max problems," in Proc. Congr. Evolutionary Computation (CEC 02), vol. 2, 2002, pp. 1682-1687.
40. F. van den Bergh and A. P. Engelbrecht, "Training product unit networks using cooperative particle swarm optimizers," in Proc. Int. Joint Conf. Neural Networks (IJCNN '01), vol. 1, 2001, pp. 126-131.
41. X.-F. Xie, W.-J. Zhang, and Z.-L. Yang, "Dissipative particle swarm optimization," in Proc. Congr. Evolutionary Computation (CEC 02), vol. 2, 2002, pp. 1456-1461.
42. J. Kennedy and R. Mendes, "Population structure and particle swarm performance," in Proc. Congr. Evolutionary Computation (CEC 02), vol. 2, 2002, pp. 1671-1676.
43. T. Krink, J. S. Vesterstrom, and J. Riget, "Particle swarm optimization with spatial particle extension," in Proc. Congr. Evolutionary Computation (CEC 02), vol. 2, 2002, pp. 1474-1479.
44. R. Mendes, P. Cortez, M. Rocha, and J. Neves, "Particle swarms for feedforward neural network training," in Proc. Int. Joint Conf. Neural Networks (IJCNN '02), vol. 2, 2002, pp. 1895-1899.
45. J. Kennedy, "Small worlds and mega-minds: Effects of neighborhood topology on particle swarm performance," in Proc. Congr. Evolutionary Computation (CEC 99), vol. 3, 1999, pp. 1931-1938.
46. B. Al-kazemi and C. K. Mohan, "Multi-phase generalization of the particle swarm optimization algorithm," in Proc. Congr. Evolutionary Computation (CEC 02), vol. 1, 2002, pp. 489-494.
47. C. Wei, Z. He, Y. Zhang, and W. Pei, "Swarm directions embedded in fast evolutionary programming," in Proc. Congr. Evolutionary Computation (CEC 02), vol. 2, 2002, pp. 1278-1283.
48. M. Løvbjerg and T. Krink, "Extending particle swarm optimizers with self-organized criticality," in Proc. Congr. Evolutionary Computation (CEC 02), vol. 2, 2002, pp. 1588-1593.
49. Y. Shi and R. C. Eberhart, "Fuzzy adaptive particle swarm optimization," in Proc. Congr. Evolutionary Computation (CEC 01), vol. 1, 2001, pp. 101-106.
50. E. C. Laskari, K. E. Parsopoulos, and M. N. Vrahatis, "Particle swarm optimization for integer programming," in Proc. Congr. Evolutionary Computation (CEC 02), vol. 2, 2002, pp. 1582-1587.
51. X. Hu and R. Eberhart, "Multiobjective optimization using dynamic neighborhood particle swarm optimization," in Proc. Congr. Evolutionary Computation (CEC 02), vol. 2, 2002, pp. 1677-1681.
52. C. A. Coello and M. S. Lechuga, "MOPSO: A proposal for multiple objective particle swarm optimization," in Proc. Congr. Evolutionary Computation (CEC 02), vol. 2, 2002, pp. 1051-1056.
53. J. Kennedy and R. C. Eberhart, "A discrete binary version of the particle swarm algorithm," in Proc. IEEE Int. Conf. Systems, Man, and Cybernetics: Computational Cybernetics and Simulation, vol. 5, 1997, pp. 4104-4108.
54. J. Kennedy and W. M. Spears, "Matching algorithms to problems: An experimental test of the particle swarm and some genetic algorithms on the multimodal problem generator," in Proc. IEEE World Congr. Computational Intelligence Evolutionary Computation, 1998, pp. 78-83.