A comprehensive survey on the chicken swarm optimization algorithm and its applications: state-of-the-art and research challenges
The application of optimization theory and the algorithms that are generated from it has increased along with science and technology's continued advancement. Numerous issues in daily life can be categorized as combinatorial optimization issues. Swarm intelligence optimization algorithms have...
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| Vydané v: | The Artificial intelligence review Ročník 57; číslo 7; s. 170 |
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| Hlavní autori: | , , , , |
| Médium: | Journal Article |
| Jazyk: | English |
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Dordrecht
Springer Netherlands
11.06.2024
Springer Nature B.V |
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| ISSN: | 1573-7462, 0269-2821, 1573-7462 |
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| Abstract |
The application of optimization theory and the algorithms that are generated from it has increased along with science and technology's continued advancement. Numerous issues in daily life can be categorized as combinatorial optimization issues. Swarm intelligence optimization algorithms have been successful in machine learning, process control, and engineering prediction throughout the years and have been shown to be efficient in handling combinatorial optimization issues. An intelligent optimization system called the chicken swarm optimization algorithm (CSO) mimics the organic behavior of flocks of chickens. In the benchmark problem's optimization process as the objective function, it outperforms several popular intelligent optimization methods like PSO. The concept and advancement of the flock optimization algorithm, the comparison with other meta-heuristic algorithms, and the development trend are reviewed in order to further enhance the search performance of the algorithm and quicken the research and application process of the algorithm. The fundamental algorithm model is first described, and the enhanced chicken swarm optimization algorithm based on algorithm parameters, chaos and quantum optimization, learning strategy, and population diversity is then categorized and summarized using both domestic and international literature. The use of group optimization algorithms in the areas of feature extraction, image processing, robotic engineering, wireless sensor networks, and power. Second, it is evaluated in terms of benefits, drawbacks, and application in comparison to other meta-heuristic algorithms. Finally, the direction of flock optimization algorithm research and development is anticipated. |
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| AbstractList |
The application of optimization theory and the algorithms that are generated from it has increased along with science and technology's continued advancement. Numerous issues in daily life can be categorized as combinatorial optimization issues. Swarm intelligence optimization algorithms have been successful in machine learning, process control, and engineering prediction throughout the years and have been shown to be efficient in handling combinatorial optimization issues. An intelligent optimization system called the chicken swarm optimization algorithm (CSO) mimics the organic behavior of flocks of chickens. In the benchmark problem's optimization process as the objective function, it outperforms several popular intelligent optimization methods like PSO. The concept and advancement of the flock optimization algorithm, the comparison with other meta-heuristic algorithms, and the development trend are reviewed in order to further enhance the search performance of the algorithm and quicken the research and application process of the algorithm. The fundamental algorithm model is first described, and the enhanced chicken swarm optimization algorithm based on algorithm parameters, chaos and quantum optimization, learning strategy, and population diversity is then categorized and summarized using both domestic and international literature. The use of group optimization algorithms in the areas of feature extraction, image processing, robotic engineering, wireless sensor networks, and power. Second, it is evaluated in terms of benefits, drawbacks, and application in comparison to other meta-heuristic algorithms. Finally, the direction of flock optimization algorithm research and development is anticipated. The application of optimization theory and the algorithms that are generated from it has increased along with science and technology's continued advancement. Numerous issues in daily life can be categorized as combinatorial optimization issues. Swarm intelligence optimization algorithms have been successful in machine learning, process control, and engineering prediction throughout the years and have been shown to be efficient in handling combinatorial optimization issues. An intelligent optimization system called the chicken swarm optimization algorithm (CSO) mimics the organic behavior of flocks of chickens. In the benchmark problem's optimization process as the objective function, it outperforms several popular intelligent optimization methods like PSO. The concept and advancement of the flock optimization algorithm, the comparison with other meta-heuristic algorithms, and the development trend are reviewed in order to further enhance the search performance of the algorithm and quicken the research and application process of the algorithm. The fundamental algorithm model is first described, and the enhanced chicken swarm optimization algorithm based on algorithm parameters, chaos and quantum optimization, learning strategy, and population diversity is then categorized and summarized using both domestic and international literature. The use of group optimization algorithms in the areas of feature extraction, image processing, robotic engineering, wireless sensor networks, and power. Second, it is evaluated in terms of benefits, drawbacks, and application in comparison to other meta-heuristic algorithms. Finally, the direction of flock optimization algorithm research and development is anticipated. |
| ArticleNumber | 170 |
| Author | Chen, Binhe Chen, Yaodan Cao, Li Chen, Changzu Yue, Yinggao |
| Author_xml | – sequence: 1 givenname: Binhe surname: Chen fullname: Chen, Binhe organization: School of Intelligent Manufacturing and Electronic Engineering, Wenzhou University of Technology – sequence: 2 givenname: Li surname: Cao fullname: Cao, Li organization: School of Intelligent Manufacturing and Electronic Engineering, Wenzhou University of Technology – sequence: 3 givenname: Changzu surname: Chen fullname: Chen, Changzu organization: School of Intelligent Manufacturing and Electronic Engineering, Wenzhou University of Technology – sequence: 4 givenname: Yaodan surname: Chen fullname: Chen, Yaodan organization: School of Intelligent Manufacturing and Electronic Engineering, Wenzhou University of Technology – sequence: 5 givenname: Yinggao surname: Yue fullname: Yue, Yinggao email: yueyinggao2006@163.com organization: School of Intelligent Manufacturing and Electronic Engineering, Wenzhou University of Technology, Intelligent Information Systems Institute, Wenzhou University |
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| CitedBy_id | crossref_primary_10_3390_biomimetics10060361 crossref_primary_10_3390_biomimetics9100595 crossref_primary_10_3390_app15179671 crossref_primary_10_3390_biomimetics9100583 crossref_primary_10_3390_biomimetics10040244 crossref_primary_10_3390_sym17060938 crossref_primary_10_3390_biomimetics10050310 crossref_primary_10_3390_biomimetics10060354 crossref_primary_10_3390_biomimetics9070388 crossref_primary_10_3390_biomimetics9090524 crossref_primary_10_1038_s41598_024_68964_w |
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The application of optimization theory and the algorithms that are generated from it has increased along with science and technology's continued... The application of optimization theory and the algorithms that are generated from it has increased along with science and technology's continued advancement.... |
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| Title | A comprehensive survey on the chicken swarm optimization algorithm and its applications: state-of-the-art and research challenges |
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