Improved Cuckoo Search Algorithm with Escape Mechanism

被引：0

作者：

Yu, Yanjiang ^{[1
,2
]}

Lin, Jing ^{[1
,3
]}

Liu, Tianle ^{[1
]}

Lin, Dong ^{[1
]}

Zhai, Yujiang ^{[1
]}

机构：

[1] Wuyi Univ, Sch Railway Tracks & Transportat, Hangmen 529020, Guangdong, Peoples R China

[2] South China Univ Technol, Sch Mech & Automot Engn, Guangzhou 510640, Guangdong, Peoples R China

[3] Shenzhen Univ, Coll Mechatron & Control Engn, Shenzhen 518061, Peoples R China

来源：

APPLICATIONS OF DECISION SCIENCE IN MANAGEMENT, ICDSM 2022 | 2023年 / 260卷

关键词：

Cuckoo search algorithm; Backward learning; Escape mechanism; Convergence performance;

D O I：

10.1007/978-981-19-2768-3_28

中图分类号：

C93 [管理学]; O22 [运筹学];

学科分类号：

070105 ; 12 ; 1201 ; 1202 ; 120202 ;

摘要：

Aiming at the problem of weak exploitation ability of Cuckoo Search (CS) algorithm, this paper proposes a Cuckoo Search algorithm with escape mechanism (ECS). First, we introduce a search strategy that enables candidate solution move closer to the optimal. Then, we design an escape mechanism based on backward learning. Numerical tests were conducted with the results showing a great improvement in the convergence speed and accuracy of the proposed ECS compared with the original.

引用

页码：301 / 309

页数：9

共 50 条

[1] Improved Cuckoo Search Algorithm Based on Firefly Mechanism
Chen, Jiajia
He, Miaomiao
Deng, Huiwen
[J]. 2019 4TH INTERNATIONAL CONFERENCE ON COMPUTATIONAL INTELLIGENCE AND APPLICATIONS (ICCIA 2019), 2019, : 6 - 10
[2] Clustering using improved cuckoo search algorithm
Zhao, Jie
Lei, Xiujuan
Wu, Zhenqiang
Tan, Ying
[J]. Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics), 2014, 8794 : 479 - 488
[3] Improved Cuckoo Search Algorithm for Document Clustering
Boushaki, Saida Ishak
Kamel, Nadjet
Bendjeghaba, Omar
[J]. COMPUTER SCIENCE AND ITS APPLICATIONS, CIIA 2015, 2015, 456 : 217 - 228
[4] Clustering Using Improved Cuckoo Search Algorithm
Zhao, Jie
Lei, Xiujuan
Wu, Zhenqiang
Tan, Ying
[J]. ADVANCES IN SWARM INTELLIGENCE, PT1, 2014, 8794 : 479 - 488
[5] An Improved Cuckoo Search Algorithm for Target Assignment
Zhang, Yunzhi
Wang, Gang
Gao, Xiaoyang
Liu, Shengli
Gao, Tianxiang
[J]. PROCEEDINGS OF THE 2ND INTERNATIONAL CONFERENCE ON MECHATRONICS ENGINEERING AND INFORMATION TECHNOLOGY (ICMEIT 2017), 2017, 70 : 279 - 284
[6] An Improved Cuckoo Search Algorithm with Adaptive Method
Zhang, Zhenxing
Chen, YongJie
[J]. 2014 SEVENTH INTERNATIONAL JOINT CONFERENCE ON COMPUTATIONAL SCIENCES AND OPTIMIZATION (CSO), 2014, : 204 - 207
[7] An improved cuckoo search algorithm for global optimization
Tian, Yunsheng
Zhang, Dan
Zhang, Hongbo
Zhu, Juan
Yue, Xiaofeng
[J]. CLUSTER COMPUTING-THE JOURNAL OF NETWORKS SOFTWARE TOOLS AND APPLICATIONS, 2024, 27 (06): : 8595 - 8619
[8] Improved Cuckoo Search Algorithm Based on Exponential Function
Wang, Kun
Lian, Xiaofeng
Pan, Bing
[J]. PROCEEDINGS OF 2019 CHINESE INTELLIGENT AUTOMATION CONFERENCE, 2020, 586 : 200 - 207
[9] IMPROVED CUCKOO SEARCH ALGORITHM FOR NUMERICAL FUNCTION OPTIMIZATION
Liu, Jianjun
Zeng, Min
Ge, Yifan
Wu, Changzhi
Wang, Xiangyu
[J]. JOURNAL OF INDUSTRIAL AND MANAGEMENT OPTIMIZATION, 2020, 16 (01) : 103 - 115
[10] An Improved Cuckoo Search Algorithm for Parallel Machine Scheduling
Laha, Dipak
Behera, Dhiren Kumar
[J]. SWARM, EVOLUTIONARY, AND MEMETIC COMPUTING, SEMCCO 2014, 2015, 8947 : 788 - 800

← 1 2 3 4 5 →