A Novel Multiobjective Fireworks Algorithm and Its Applications to Imbalanced Distance Minimization Problems

doi:10.1109/JAS.2022.105752

CASIA OpenIR > 学术期刊 > IEEE/CAA Journal of Automatica Sinica

	A Novel Multiobjective Fireworks Algorithm and Its Applications to Imbalanced Distance Minimization Problems
	Shoufei Han; Kun Zhu; MengChu Zhou; Xiaojing Liu; Haoyue Liu; Yusuf Al-Turki; Abdullah Abusorrah
发表期刊	IEEE/CAA Journal of Automatica Sinica
ISSN	2329-9266
	2022
卷号	9 期号:8 页码:1476-1489
摘要	Recently, multimodal multiobjective optimization problems (MMOPs) have received increasing attention. Their goal is to find a Pareto front and as many equivalent Pareto optimal solutions as possible. Although some evolutionary algorithms for them have been proposed, they mainly focus on the convergence rate in the decision space while ignoring solutions diversity. In this paper, we propose a new multiobjective fireworks algorithm for them, which is able to balance exploitation and exploration in the decision space. We first extend a latest single-objective fireworks algorithm to handle MMOPs. Then we make improvements by incorporating an adaptive strategy and special archive guidance into it, where special archives are established for each firework, and two strategies (i.e., explosion and random strategies) are adaptively selected to update the positions of sparks generated by fireworks with the guidance of special archives. Finally, we compare the proposed algorithm with eight state-of-the-art multimodal multiobjective algorithms on all 22 MMOPs from CEC2019 and several imbalanced distance minimization problems. Experimental results show that the proposed algorithm is superior to compared algorithms in solving them. Also, its runtime is less than its peers’.
关键词	Adaptive strategy fireworks algorithm multimodal multiobjective optimization problems (MMOP)
DOI	10.1109/JAS.2022.105752
引用统计	被引频次：17[WOS] [WOS记录] [WOS相关记录]
文献类型	期刊论文
条目标识符	http://ir.ia.ac.cn/handle/173211/49655
专题	学术期刊_IEEE/CAA Journal of Automatica Sinica
推荐引用方式 GB/T 7714	Shoufei Han,Kun Zhu,MengChu Zhou,et al. A Novel Multiobjective Fireworks Algorithm and Its Applications to Imbalanced Distance Minimization Problems[J]. IEEE/CAA Journal of Automatica Sinica,2022,9(8):1476-1489.
APA	Shoufei Han.,Kun Zhu.,MengChu Zhou.,Xiaojing Liu.,Haoyue Liu.,...&Abdullah Abusorrah.(2022).A Novel Multiobjective Fireworks Algorithm and Its Applications to Imbalanced Distance Minimization Problems.IEEE/CAA Journal of Automatica Sinica,9(8),1476-1489.
MLA	Shoufei Han,et al."A Novel Multiobjective Fireworks Algorithm and Its Applications to Imbalanced Distance Minimization Problems".IEEE/CAA Journal of Automatica Sinica 9.8(2022):1476-1489.

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