TY - GEN
T1 - Brain storm optimization with adaptive search radius for optimization
AU - Yu, Yang
AU - Wu, Lei
AU - Yu, Hang
AU - Li, Sheng
AU - Wang, Shi
AU - Gao, Shangce
N1 - Publisher Copyright:
© 2017 IEEE.
PY - 2017
Y1 - 2017
N2 - Brain storm optimization algorithm is a newly proposed algorithm which is based on the social behaviors of human beings. It gets inspiration from the procedure of brain storming to generate new individuals. The properties of brain storming highly ensure the diversity of the whole population and can efficiently eliminate premature convergence. In this paper, an adaptive search radius method has been proposed to help brain storm optimization to enhance its search ability. The proposed algorithm equipped with adaptive search strategies introduces a success and failure memory to choose the best suitable search strategy to improve the individual quality in each iteration. Three strategies can be chosen in the duration of convergence adaptively and guarantee better solutions compared with traditional brain storm optimization.
AB - Brain storm optimization algorithm is a newly proposed algorithm which is based on the social behaviors of human beings. It gets inspiration from the procedure of brain storming to generate new individuals. The properties of brain storming highly ensure the diversity of the whole population and can efficiently eliminate premature convergence. In this paper, an adaptive search radius method has been proposed to help brain storm optimization to enhance its search ability. The proposed algorithm equipped with adaptive search strategies introduces a success and failure memory to choose the best suitable search strategy to improve the individual quality in each iteration. Three strategies can be chosen in the duration of convergence adaptively and guarantee better solutions compared with traditional brain storm optimization.
KW - Adaptive search radius
KW - Brain storm optimization
KW - Memory-based selection
KW - Meta-heuristic algorithm
UR - http://www.scopus.com/inward/record.url?scp=85048177022&partnerID=8YFLogxK
U2 - 10.1109/PIC.2017.8359579
DO - 10.1109/PIC.2017.8359579
M3 - 会議への寄与
AN - SCOPUS:85048177022
T3 - Proceedings of 2017 International Conference on Progress in Informatics and Computing, PIC 2017
SP - 394
EP - 398
BT - Proceedings of 2017 International Conference on Progress in Informatics and Computing, PIC 2017
PB - Institute of Electrical and Electronics Engineers Inc.
T2 - 5th International Conference on Progress in Informatics and Computing, PIC 2017
Y2 - 15 December 2017 through 17 December 2017
ER -