TY - JOUR
T1 - Umbrellalike Hierarchical Artificial Bee Colony Algorithm
AU - Zheng, Tao
AU - Zhang, Han
AU - Zhang, Baohang
AU - Cai, Zonghui
AU - Wang, Kaiyu
AU - Todo, Yuki
AU - Gao, Shangce
N1 - Publisher Copyright:
© 2023 The Institute of Electronics.
PY - 2023/3
Y1 - 2023/3
N2 - Many optimisation algorithms improve the algorithm from the perspective of population structure. However, most improvement methods simply add hierarchical structure to the original population structure, which fails to fundamentally change its structure. In this paper, we propose an umbrellalike hierarchical artificial bee colony algorithm (UHABC). For the first time, a historical information layer is added to the artificial bee colony algorithm (ABC), and this information layer is allowed to interact with other layers to generate information. To verify the effectiveness of the proposed algorithm, we compare it with the original artificial bee colony algorithm and five representative meta-heuristic algorithms on the IEEE CEC2017. The experimental results and statistical analysis show that the umbrellalike mechanism effectively improves the performance of ABC.
AB - Many optimisation algorithms improve the algorithm from the perspective of population structure. However, most improvement methods simply add hierarchical structure to the original population structure, which fails to fundamentally change its structure. In this paper, we propose an umbrellalike hierarchical artificial bee colony algorithm (UHABC). For the first time, a historical information layer is added to the artificial bee colony algorithm (ABC), and this information layer is allowed to interact with other layers to generate information. To verify the effectiveness of the proposed algorithm, we compare it with the original artificial bee colony algorithm and five representative meta-heuristic algorithms on the IEEE CEC2017. The experimental results and statistical analysis show that the umbrellalike mechanism effectively improves the performance of ABC.
KW - evolutionary algorithms
KW - information layer
KW - population structure
KW - umbrellalike hierarchical
UR - http://www.scopus.com/inward/record.url?scp=85150464849&partnerID=8YFLogxK
U2 - 10.1587/transinf.2022EDP7130
DO - 10.1587/transinf.2022EDP7130
M3 - 学術論文
AN - SCOPUS:85150464849
SN - 0916-8532
VL - E106D
SP - 410
EP - 418
JO - IEICE Transactions on Information and Systems
JF - IEICE Transactions on Information and Systems
IS - 3
ER -