TY - GEN
T1 - Negative Correlation Learning Enhanced Search Behavior in Backtracking Search Optimization
AU - Xu, Zhe
AU - Lei, Zhenyu
AU - Yang, Lin
AU - Li, Xiaosi
AU - Gao, Shangce
N1 - Publisher Copyright:
© 2018 IEEE.
PY - 2018/11/9
Y1 - 2018/11/9
N2 - Backtracking search optimization algorithm (BSA) is new evolutionary algorithm (EA) that to solve global optimization problems. BSA is similar to evolutionary algorithm, including selection, crossover, mutation and operations. The core idea of BSA is to get guidance from the previous population and search solutions with better fitness. While BSA only evaluates the individuals based on the fitness, which could make the individuals with better exploration prospects be discarded when updating population. Thus, in this paper, we proposed a novel way to improve exploration abilities that utilize negative correlation learning enhanced search behavior in BSA to further improve its search ability. We used benchmark function suit CEC'17 to verify the proposed new algorithm and the experiment result indicates the feasibility of this hybridization.
AB - Backtracking search optimization algorithm (BSA) is new evolutionary algorithm (EA) that to solve global optimization problems. BSA is similar to evolutionary algorithm, including selection, crossover, mutation and operations. The core idea of BSA is to get guidance from the previous population and search solutions with better fitness. While BSA only evaluates the individuals based on the fitness, which could make the individuals with better exploration prospects be discarded when updating population. Thus, in this paper, we proposed a novel way to improve exploration abilities that utilize negative correlation learning enhanced search behavior in BSA to further improve its search ability. We used benchmark function suit CEC'17 to verify the proposed new algorithm and the experiment result indicates the feasibility of this hybridization.
KW - Backtracking search optimization algorithm
KW - computational intelligence
KW - negative correlation learning
KW - optimization
UR - http://www.scopus.com/inward/record.url?scp=85058434278&partnerID=8YFLogxK
U2 - 10.1109/IHMSC.2018.00078
DO - 10.1109/IHMSC.2018.00078
M3 - 会議への寄与
AN - SCOPUS:85058434278
T3 - Proceedings - 2018 10th International Conference on Intelligent Human-Machine Systems and Cybernetics, IHMSC 2018
SP - 310
EP - 314
BT - Proceedings - 2018 10th International Conference on Intelligent Human-Machine Systems and Cybernetics, IHMSC 2018
PB - Institute of Electrical and Electronics Engineers Inc.
T2 - 10th International Conference on Intelligent Human-Machine Systems and Cybernetics, IHMSC 2018
Y2 - 25 August 2018 through 26 August 2018
ER -