Differential Vectors Empower Snow Ablation Optimizer

Tianfang Lu; Haotian Li; Yifei Yang; Zhiwei Yu; Zhenyu Lei; Shangce Gao

doi:10.1109/ITAIC58329.2023.10409087

Differential Vectors Empower Snow Ablation Optimizer

Tianfang Lu^*, Haotian Li, Yifei Yang, Zhiwei Yu, Zhenyu Lei, Shangce Gao^*

^*Corresponding author for this work

Intellectual Information Engineering

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

2 Scopus citations

Abstract

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.

Original language	English
Title of host publication	IEEE ITAIC 2023 - IEEE 11th Joint International Information Technology and Artificial Intelligence Conference
Editors	Bing Xu, Kefen Mou
Publisher	Institute of Electrical and Electronics Engineers Inc.
Pages	1382-1386
Number of pages	5
ISBN (Electronic)	9798350333664
DOIs	https://doi.org/10.1109/ITAIC58329.2023.10409087
State	Published - 2023
Event	11th Joint International Information Technology and Artificial Intelligence Conference, ITAIC 2023 - Chongqing, China Duration: 2023/12/08 → 2023/12/10

Publication series

Name	IEEE Joint International Information Technology and Artificial Intelligence Conference (ITAIC)
ISSN (Print)	2693-2865

Conference

Conference	11th Joint International Information Technology and Artificial Intelligence Conference, ITAIC 2023
Country/Territory	China
City	Chongqing
Period	2023/12/08 → 2023/12/10

Keywords

Computation Intelligence
Differential Evolution
Meta-heuristic Algorithms
Snow Ablation Optimizer

ASJC Scopus subject areas

Artificial Intelligence
Information Systems

Access to Document

10.1109/ITAIC58329.2023.10409087

Cite this

Lu, T., Li, H., Yang, Y., Yu, Z., Lei, Z., & Gao, S. (2023). Differential Vectors Empower Snow Ablation Optimizer. In B. Xu, & K. Mou (Eds.), IEEE ITAIC 2023 - IEEE 11th Joint International Information Technology and Artificial Intelligence Conference (pp. 1382-1386). (IEEE Joint International Information Technology and Artificial Intelligence Conference (ITAIC)). Institute of Electrical and Electronics Engineers Inc.. https://doi.org/10.1109/ITAIC58329.2023.10409087

Lu, Tianfang ; Li, Haotian ; Yang, Yifei et al. / Differential Vectors Empower Snow Ablation Optimizer. IEEE ITAIC 2023 - IEEE 11th Joint International Information Technology and Artificial Intelligence Conference. editor / Bing Xu ; Kefen Mou. Institute of Electrical and Electronics Engineers Inc., 2023. pp. 1382-1386 (IEEE Joint International Information Technology and Artificial Intelligence Conference (ITAIC)).

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title = "Differential Vectors Empower Snow Ablation Optimizer",

abstract = "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.",

keywords = "Computation Intelligence, Differential Evolution, Meta-heuristic Algorithms, Snow Ablation Optimizer",

author = "Tianfang Lu and Haotian Li and Yifei Yang and Zhiwei Yu and Zhenyu Lei and Shangce Gao",

note = "Publisher Copyright: {\textcopyright} 2023 IEEE.; 11th Joint International Information Technology and Artificial Intelligence Conference, ITAIC 2023 ; Conference date: 08-12-2023 Through 10-12-2023",

year = "2023",

doi = "10.1109/ITAIC58329.2023.10409087",

language = "英語",

series = "IEEE Joint International Information Technology and Artificial Intelligence Conference (ITAIC)",

publisher = "Institute of Electrical and Electronics Engineers Inc.",

pages = "1382--1386",

editor = "Bing Xu and Kefen Mou",

booktitle = "IEEE ITAIC 2023 - IEEE 11th Joint International Information Technology and Artificial Intelligence Conference",

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Lu, T, Li, H, Yang, Y, Yu, Z, Lei, Z & Gao, S 2023, Differential Vectors Empower Snow Ablation Optimizer. in B Xu & K Mou (eds), IEEE ITAIC 2023 - IEEE 11th Joint International Information Technology and Artificial Intelligence Conference. IEEE Joint International Information Technology and Artificial Intelligence Conference (ITAIC), Institute of Electrical and Electronics Engineers Inc., pp. 1382-1386, 11th Joint International Information Technology and Artificial Intelligence Conference, ITAIC 2023, Chongqing, China, 2023/12/08. https://doi.org/10.1109/ITAIC58329.2023.10409087

Differential Vectors Empower Snow Ablation Optimizer. / Lu, Tianfang; Li, Haotian; Yang, Yifei et al.
IEEE ITAIC 2023 - IEEE 11th Joint International Information Technology and Artificial Intelligence Conference. ed. / Bing Xu; Kefen Mou. Institute of Electrical and Electronics Engineers Inc., 2023. p. 1382-1386 (IEEE Joint International Information Technology and Artificial Intelligence Conference (ITAIC)).

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

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

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

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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

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Lu T, Li H, Yang Y, Yu Z, Lei Z , Gao S. Differential Vectors Empower Snow Ablation Optimizer. In Xu B, Mou K, editors, IEEE ITAIC 2023 - IEEE 11th Joint International Information Technology and Artificial Intelligence Conference. Institute of Electrical and Electronics Engineers Inc. 2023. p. 1382-1386. (IEEE Joint International Information Technology and Artificial Intelligence Conference (ITAIC)). doi: 10.1109/ITAIC58329.2023.10409087

Differential Vectors Empower Snow Ablation Optimizer

Abstract

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Keywords

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