TY - GEN
T1 - An Optimal Differential Vector Incorporated Whale Optimizer
AU - Yu, Jiatianyi
AU - Yang, Haichuan
AU - Zhang, Baohang
AU - Dong, Shibo
AU - Gao, Shangce
N1 - Publisher Copyright:
© 2022 IEEE.
PY - 2022
Y1 - 2022
N2 - The whale optimization algorithm (WOA) is one of the more classic optimization algorithms, which derived from the hunting actions of whale. While WOA is well suited to exploitation, this also leads to a low level of exploration capability, making it difficult to break out of the local optimum. In this study, by incorporating the optimal differential vector in an effective whale optimizer, we propose a differential perturbation operation to break out of the local optimum namely differential vector whale optimization algorithm (DVWOA). According to experimental results based on IEEE CEC2017 benchmark functions, DVWOA is beneficial in the aspects of global search, convergence speed, and population diversity.
AB - The whale optimization algorithm (WOA) is one of the more classic optimization algorithms, which derived from the hunting actions of whale. While WOA is well suited to exploitation, this also leads to a low level of exploration capability, making it difficult to break out of the local optimum. In this study, by incorporating the optimal differential vector in an effective whale optimizer, we propose a differential perturbation operation to break out of the local optimum namely differential vector whale optimization algorithm (DVWOA). According to experimental results based on IEEE CEC2017 benchmark functions, DVWOA is beneficial in the aspects of global search, convergence speed, and population diversity.
KW - differential vector
KW - exploration and exploitation
KW - local optimum
KW - whale optimization algorithm
UR - http://www.scopus.com/inward/record.url?scp=85147843429&partnerID=8YFLogxK
U2 - 10.1109/ISCID56505.2022.00009
DO - 10.1109/ISCID56505.2022.00009
M3 - 会議への寄与
AN - SCOPUS:85147843429
T3 - Proceedings - 2022 15th International Symposium on Computational Intelligence and Design, ISCID 2022
SP - 6
EP - 10
BT - Proceedings - 2022 15th International Symposium on Computational Intelligence and Design, ISCID 2022
PB - Institute of Electrical and Electronics Engineers Inc.
T2 - 15th International Symposium on Computational Intelligence and Design, ISCID 2022
Y2 - 17 December 2022 through 18 December 2022
ER -