本期推出13种2023年智能算法进行PK,在CEC2005和CEC2022函数集进行测试。文末有代码获取方式。
13种算法都是2023年提出的,分别为:
淘金优化器(GRO),雪消融优化器(SAO),霜冰优化算法(RIME),减法优化器(SABO),切诺贝利灾难优化器(CDO),逻辑优化算法(ILA),小龙虾优化算法(COA),长城建造算法(GWCA),几何平均优化器(GMO),海象优化算法(WOA),貉藻优化算法(WWPA),光学显微镜算法(OMA),高尔夫优化算法(GOA)
在CEC2005函数集上的结果展示:
在CEC2022函数集上的结果展示:
2023智能算法合集代码免费获取方式
完整代码免费获取方式:后台回复关键字,不区分大小写。关键字:
大比拼
另附上独家原创改进优化算法全家桶,每一篇都有对应的原理介绍!
https://mbd.pub/o/bread/mbd-ZJ2XmJ5w
点击底部阅读原文也可跳转链接。
参考文献:
[1]Abdelaziz,A.A.;Towfek,S.K.; Khodadadi,N.;Alhussan,A.A.; Khafaga,D.S.;Eid,M.M.; lbrahim,A. Waterwheel Plant Algorithm: A Novel MetaheuristicOptimizationMethod.Processes 2023,11,1502.https://doi.org/10.3390/pr11051502.
[2]K. Zolfi. Gold rush optimizer: A new population-based metaheuristic algorithm. Operations Research and Decisions 2023: 33(1), 113-150. DOI 10.37190/ord230108.
[3]Lingyun Deng, Sanyang Liu. Snow ablation optimizer: A novel metaheuristic technique for numerical optimization and engineering design,Expert Systems with Applications,Volume 225,2023.
[4]Hang Su, Dong Zhao, Ali Asghar Heidari, Lei Liu, Xiaoqin Zhang, Majdi Mafarja, Huiling Chen,RIME: A physics-based optimization,Neurocomputing,ELSEVIER- 2023.
[5]Mirrashid, M.; Naderpour, H. Incomprehensible but Intelligible-in-time logics: Theory and optimization algorithm. Knowl.-Based Syst. 2023, 264, 110305
[6]H. Shehadeh.Chernobyl Disaster Optimizer (CDO): A Novel Metaheuristic Method for Global Optimization, Neural Computing and Applications. DOI: https://dx.doi.org/10.1007/s00521-023-08261-1
[7]Jia, H., Rao, H., Wen, C. et al. Crayfish optimization algorithm. Artif Intell Rev (2023). https://doi.org/10.1007/s10462-023-10567-4.
[8] Ziyu Guan, Changjiang Ren, Jingtai Niu, Peixi Wang, Yizi Shang,Great Wall Construction Algorithm: A novel meta-heuristic algorithm for engineer problems,Expert Systems with Applications,Volume 233,2023,120905,ISSN 0957-4174
[9]Montazeri, Z.; Niknam, T.; Aghaei, J.; Malik, O.P.; Dehghani, M.; Dhiman, G. Golf Optimization Algorithm: A New Game-Based Metaheuristic Algorithm and Its Application to Energy Commitment Problem Considering Resilience. Biomimetics 2023,8,386.https://doi.org/10.3390/biomimetics8050386.
[10] Pavel Trojovský, Mohammad Dehghani. Walrus Optimization Algorithm: A New Bio-Inspired Metaheuristic Algorithm, 24 October 2022, PREPRINT (Version 1) available at Research Square [https://doi.org/10.21203/rs.3.rs-2174098/v1].
[11]Abdelaziz, A.A.;Towfek, S.K.; Khodadadi, N.;Alhussan, A.A.; Khafaga, D.S.;Eid, M.M.; Ibrahim, A. Waterwheel Plant Algorithm: A Novel Metaheuristic Optimization Method. Processes 2023, 11, 1502. https://doi.org/10.3390/pr11051502.
[12]Cheng, M. Y., & Sholeh, M. N. (2023). Optical microscope algorithm: a new metaheuristic inspired by microscope magnification for solving engineering optimization problems. Knowledge-Based Systems. DOI: https://doi.org/10.1016/j.knosys.2023.110939
[13]K. Zolfi. Gold rush optimizer: A new population-based metaheuristic algorithm. Operations Research and Decisions 2023: 33(1), 113-150. DOI 10.37190/ord230108