TY - GEN
T1 - Modified particle swarm optimization based on immune clone principle for analog-matching of equivalent system
AU - Sun, Yong
AU - Zhang, Weiguo
AU - Zhang, Meng
PY - 2009
Y1 - 2009
N2 - Low order equivalent system of aircraft can be calculated and evaluated flying qualities of high order system. A modified particle swarm optimization based on immune clone principle is proposed aiming at analog-matching of equivalent system. Through a comprehensive analysis of PSO algorithm, immunity clone algorithm was introduced to the PSO algorithm based on traditional velocity-displacement operator. The antibodies were regard as particles, and the clone selection, clone suppression and high-frequency mutation based on real coding were performed according to the degree of affinity, which enhanced convergence speed and precision of the algorithm. In the meantime, the initialization based on entropy maximization was adopted to improve the diversity of initialized particle swarm. The results show that the advanced algorithm can converge to the global optimum at a great rate with non-impact of initial value, and has important significance in online evaluation of aircraft flying qualities.
AB - Low order equivalent system of aircraft can be calculated and evaluated flying qualities of high order system. A modified particle swarm optimization based on immune clone principle is proposed aiming at analog-matching of equivalent system. Through a comprehensive analysis of PSO algorithm, immunity clone algorithm was introduced to the PSO algorithm based on traditional velocity-displacement operator. The antibodies were regard as particles, and the clone selection, clone suppression and high-frequency mutation based on real coding were performed according to the degree of affinity, which enhanced convergence speed and precision of the algorithm. In the meantime, the initialization based on entropy maximization was adopted to improve the diversity of initialized particle swarm. The results show that the advanced algorithm can converge to the global optimum at a great rate with non-impact of initial value, and has important significance in online evaluation of aircraft flying qualities.
KW - Analog-matching
KW - Entropy maximization
KW - Immunity clone
KW - PSO
UR - http://www.scopus.com/inward/record.url?scp=70450204731&partnerID=8YFLogxK
U2 - 10.1109/ICAL.2009.5262591
DO - 10.1109/ICAL.2009.5262591
M3 - 会议稿件
AN - SCOPUS:70450204731
SN - 9781424447954
T3 - Proceedings of the 2009 IEEE International Conference on Automation and Logistics, ICAL 2009
SP - 1135
EP - 1138
BT - Proceedings of the 2009 IEEE International Conference on Automation and Logistics, ICAL 2009
T2 - 2009 IEEE International Conference on Automation and Logistics, ICAL 2009
Y2 - 5 August 2009 through 7 August 2009
ER -