지원사업
학술연구/단체지원/교육 등 연구자 활동을 지속하도록 DBpia가 지원하고 있어요.
커뮤니티
연구자들이 자신의 연구와 전문성을 널리 알리고, 새로운 협력의 기회를 만들 수 있는 네트워킹 공간이에요.
논문 기본 정보
- 자료유형
- 학술저널
- 저자정보
- 발행연도
- 2024.3
- 수록면
- 11 - 32 (22page)
- DOI
- 10.7315/CDE.2024.011
이용수
초록· 키워드
오류제보하기
This paper presents a new meta-heuristic optimization algorithm called the Insect Antennae Algorithm (IAA), which is inspired by the searching mechanism of insects using their antennae. The inspiration and implementation of the proposed IAA are described, and the parameters used in the IAA are analyzed in detail. The robustness and efficiency of the IAA are validated using nine well-known benchmark functions and four constrained functions. Standard engineering design problems, such as tension/compression spring design, welded beam design, pressure vessel design, and speed reducer design, are addressed to verify the applicability of the IAA in the field of engineering. The numerical results clearly demonstrate that the IAA outperforms state-of-the-art algorithms in terms of convergence and searching ability to find the global optimum solution. The various test results make it clear that the IAA can be widely applied to scattered optimization problems in various fields, as well as complex engineering design problems that exist in the real world.
목차
ABSTRACT
1. 서론
2. 곤충 더듬이 알고리즘
3. 수치 실험
4. 공학 최적화 문제
5. 결론
References
참고문헌 (36)
참고문헌 신청
Holland, J.H., 1975, Adaptation in Natural and Artificial Systems, University of Michigan Press, Ann Arbor, MI., https://doi.org/10.7551/mitpress/1090.001.0001
Goldberg, D.E., 1989, Genetic Algorithms in Search, Optimization and Machine Learning, Addison Wesley, Boston, MA., https://dl.acm.org/doi/10.5555/534133
Kirkpatrick, S., Delatt Jr., D., and Vecchi, M.P., 1983, Optimization by Simulated Annealing, Science, 220(4598), pp.671-680, https://www.science.org/doi/10.1126/science.220.4598.671
Fred Glover, 1986, Future Paths for Integer Programming and Links to Artificial Intelligence, Computers and Operations Research, 13(5), pp.533-549, https://doi.org/10.1016/0305-0548(86)90048-1
Dorigo, M., 1992, Optimization, Learning and Natural Algorithms, Ph. D. dissertation, Politecnico de Milano, Italy.
Goldberg, D.E., 1989, Genetic Algorithms in Search, Optimization and Machine Learning, Addison Wesley, Boston, MA., https://dl.acm.org/doi/10.5555/534133
Kirkpatrick, S., Delatt Jr., D., and Vecchi, M.P., 1983, Optimization by Simulated Annealing, Science, 220(4598), pp.671-680, https://www.science.org/doi/10.1126/science.220.4598.671
Fred Glover, 1986, Future Paths for Integer Programming and Links to Artificial Intelligence, Computers and Operations Research, 13(5), pp.533-549, https://doi.org/10.1016/0305-0548(86)90048-1
Dorigo, M., 1992, Optimization, Learning and Natural Algorithms, Ph. D. dissertation, Politecnico de Milano, Italy.
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