TY - GEN
T1 - Analysis of the effects of the random weights of particle swarm optimization
AU - Sun, Yanxia
N1 - Publisher Copyright:
© 2016 IEEE.
PY - 2017/10/18
Y1 - 2017/10/18
N2 - Like other evolutionary optimization algorithms, the particle swarm optimization uses the random parameters/weights to achieve good optimization performance. Since the random parameters play important roles in the optimization procedure, it is necessary to investigate the effects of the random weights on the optimization performance. This paper investigated the effects of the random parameters on the optimization performance based on simulations. The simulation results show that the different choices of random weights have big effects on the optimization performance, especially for high-dimensional optimization problems. For the high-dimensional optimization problems, the optimization performance is better if more components of the random vectors are same with each other.
AB - Like other evolutionary optimization algorithms, the particle swarm optimization uses the random parameters/weights to achieve good optimization performance. Since the random parameters play important roles in the optimization procedure, it is necessary to investigate the effects of the random weights on the optimization performance. This paper investigated the effects of the random parameters on the optimization performance based on simulations. The simulation results show that the different choices of random weights have big effects on the optimization performance, especially for high-dimensional optimization problems. For the high-dimensional optimization problems, the optimization performance is better if more components of the random vectors are same with each other.
KW - Particle swarm optimization
KW - evolutionary optimization
KW - high dimension
KW - random parameter
UR - http://www.scopus.com/inward/record.url?scp=85039943306&partnerID=8YFLogxK
U2 - 10.1109/ICACCE.2016.8073751
DO - 10.1109/ICACCE.2016.8073751
M3 - Conference contribution
AN - SCOPUS:85039943306
T3 - Proceedings - 2016 3rd International Conference on Advances in Computing, Communication and Engineering, ICACCE 2016
SP - 219
EP - 223
BT - Proceedings - 2016 3rd International Conference on Advances in Computing, Communication and Engineering, ICACCE 2016
A2 - Kumar, Vishal
A2 - Singh, Upasana Gitanjali
A2 - Sudarsan, S D
PB - Institute of Electrical and Electronics Engineers Inc.
T2 - 3rd International Conference on Advances in Computing, Communication and Engineering, ICACCE 2016
Y2 - 28 November 2016 through 29 November 2016
ER -