TY - GEN
T1 - Differential Vectors Empower Snow Ablation Optimizer
AU - Lu, Tianfang
AU - Li, Haotian
AU - Yang, Yifei
AU - Yu, Zhiwei
AU - Lei, Zhenyu
AU - Gao, Shangce
N1 - Publisher Copyright:
© 2023 IEEE.
PY - 2023
Y1 - 2023
N2 - The Snow Ablation Optimizer (SAO) algorithm represents a new intelligent search method founded on the sublimation and melting phenomena of snow. It incorporates a dual-population mechanism to balance exploration and exploitation. However, one limitation of SAO is its propensity to become trapped in local optima. Coincidentally, the Differential Evolution (DE) algorithm exhibits strong global search capabilities. In light of this, we propose a fusion algorithm, named DESAO, that combines the strengths of SAO and DE. Our experimental results, conducted on the IEEE CEC2017 benchmark, demonstrate DESAO's superiority of optimization capabilities and rapid convergence rates.
AB - The Snow Ablation Optimizer (SAO) algorithm represents a new intelligent search method founded on the sublimation and melting phenomena of snow. It incorporates a dual-population mechanism to balance exploration and exploitation. However, one limitation of SAO is its propensity to become trapped in local optima. Coincidentally, the Differential Evolution (DE) algorithm exhibits strong global search capabilities. In light of this, we propose a fusion algorithm, named DESAO, that combines the strengths of SAO and DE. Our experimental results, conducted on the IEEE CEC2017 benchmark, demonstrate DESAO's superiority of optimization capabilities and rapid convergence rates.
KW - Computation Intelligence
KW - Differential Evolution
KW - Meta-heuristic Algorithms
KW - Snow Ablation Optimizer
UR - http://www.scopus.com/inward/record.url?scp=85186096554&partnerID=8YFLogxK
U2 - 10.1109/ITAIC58329.2023.10409087
DO - 10.1109/ITAIC58329.2023.10409087
M3 - 会議への寄与
AN - SCOPUS:85186096554
T3 - IEEE Joint International Information Technology and Artificial Intelligence Conference (ITAIC)
SP - 1382
EP - 1386
BT - IEEE ITAIC 2023 - IEEE 11th Joint International Information Technology and Artificial Intelligence Conference
A2 - Xu, Bing
A2 - Mou, Kefen
PB - Institute of Electrical and Electronics Engineers Inc.
T2 - 11th Joint International Information Technology and Artificial Intelligence Conference, ITAIC 2023
Y2 - 8 December 2023 through 10 December 2023
ER -