TY - GEN
T1 - A Novel Backtracking Search with Grey Wolf Algorithm for Optimization
AU - Jia, Dongbao
AU - Tong, Yining
AU - Yu, Yang
AU - Cai, Zonghui
AU - Gao, Shangce
N1 - Publisher Copyright:
© 2018 IEEE.
PY - 2018/11/9
Y1 - 2018/11/9
N2 - Backtracking search optimization algorithm (BSA) is a new evolutionary algorithm. It is a population-based evolutionary algorithm designed to solve global optimization problems. It has a similar structure to differential evolution, including selection, mutation and crossover processes. This structure guarantees that BSA can utilize the information of the whole population and maintain the population diversity in a high level. While all these operations are randomly executed and have no directionality, which makes BSA can't direct the individuals to search the region that has been detected to be promising with better solutions. Thus, we combine BSA with grey wolf optimization to provide search motivation towards the better individuals. The experiment results on CEC'17 benchmark suit indicate the feasibility of this combination.
AB - Backtracking search optimization algorithm (BSA) is a new evolutionary algorithm. It is a population-based evolutionary algorithm designed to solve global optimization problems. It has a similar structure to differential evolution, including selection, mutation and crossover processes. This structure guarantees that BSA can utilize the information of the whole population and maintain the population diversity in a high level. While all these operations are randomly executed and have no directionality, which makes BSA can't direct the individuals to search the region that has been detected to be promising with better solutions. Thus, we combine BSA with grey wolf optimization to provide search motivation towards the better individuals. The experiment results on CEC'17 benchmark suit indicate the feasibility of this combination.
KW - Backtracking search optimization algorithm
KW - computational intelligence
KW - grey Wolf algorithm
KW - optimization
UR - http://www.scopus.com/inward/record.url?scp=85058477139&partnerID=8YFLogxK
U2 - 10.1109/IHMSC.2018.00024
DO - 10.1109/IHMSC.2018.00024
M3 - 会議への寄与
AN - SCOPUS:85058477139
T3 - Proceedings - 2018 10th International Conference on Intelligent Human-Machine Systems and Cybernetics, IHMSC 2018
SP - 73
EP - 76
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 -