Suchergebnisse - Multimodal multi-objective evolutionary algorithm

A multi-modal multi-objective evolutionary algorithm based on scaled niche distance von Cao, Jie, Qi, Zhi, Chen, Zuohan, Zhang, Jianlin

“… To address this issue, a novel multi-modal multi-objective evolutionary algorithm (MMEA) named MMEA-SND is proposed in this study …”
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Multimodal multi-objective evolutionary algorithm for multiple path planning von Yao, Xingyi, Li, Wenhua, Pan, Xiaogang, Wang, Rui

“… •A diversity-based fitness indicator is proposed.•A novel multimodal multi-objective evolutionary algorithm is proposed …”
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Multi-Robot Task Allocation Using Multimodal Multi-Objective Evolutionary Algorithm Based on Deep Reinforcement Learning von Miao, Zhenhua, Huang, Wentao, Zhang, Yilian, Fan, Qinqin

“… To improve the effectiveness, robustness, and safety of multi-robot collaborative systems, a multimodal multi-objective evolutionary algorithm based on deep reinforcement learning is proposed in this paper …”
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Multi-strategy multi-modal multi-objective evolutionary algorithm using macro and micro archive sets von Peng, Hu, Zhang, Sixiang, Li, Lin, Qu, Boyang, Yue, Xuezhi, Wu, Zhijian

“… Therefore, a multi-strategy multi-modal multi-objective evolutionary algorithm using macro and micro archive set (MMMEA) is proposed …”
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Knee based multimodal multi-objective evolutionary algorithm for decision making von Zhang, Kai, Shen, Chaonan, He, Juanjuan, Yen, Gary G.

“… •We propose a knee based evolutionary algorithm, named MMO-EvoKnee, which incorporates MCDM strategy into solving MMOPs …”
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A deep reinforcement learning-guided multimodal multi-objective evolutionary algorithm with a serial-parallel mechanism von Huang, Ying, Cao, Xiaojian, Zhou, Benben, Li, Wei, Yang, Shuling, Shafi, S.M., Yang, Zhou

“… •A serial parallel mechanism is employed to enhance the diversity.•The proposed DRLMMEA outperforms 6 state-of-the-art multimodal multiobjective evolutionary algorithms …”
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Enhanced goal direction and remodeling of population distributions multimodal multi-objective evolutionary algorithm von Liu, Hangyu, Deng, Shaobo, Li, Kexing, Shi, Hui, Li, Min

“… , increasing the demands on the performance of multimodal multi-objective evolutionary algorithms (MMOEAs …”
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A multimodal multi-objective evolutionary algorithm assisted by long short term memory von Dang, Qianlong, Yang, Shuai, Zhan, Tao

“… When solving multimodal multi-objective optimization problems, the exploration ability and exploitation ability of algorithms are important for searching the equivalent Pareto optimal solution set (PSs …”
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Upsampling graph convolutional neural networks enhanced multimodal multi-objective evolutionary algorithm von Yang, Lei, Dang, Qianlong, Zhang, Erlei

“… Therefore, this paper proposes a graph convolutional networks (GCN) enhanced multimodal multi-objective evolutionary algorithm, which can utilize GCN to learn …”
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GOM-MMOEA: Multimodal multi-objective evolutionary algorithm based on global orchestration mechanism von Deng, Shaobo, Shi, Hui, Liu, Hangyu, Xu, Jinyu, Guan, Sujie, Li, Min, Duan, Zhuolei

“… and hinders the exploration of other promising regions in the decision space. To address this challenge, this paper proposes a multimodal multi-objective evolutionary algorithm based on a global orchestration mechanism …”
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Goal-directed multimodal multi-objective evolutionary algorithm converging on population derivation von Deng, Shaobo, Liu, Hangyu, Cheng, Kaixin, Xu, Jinyu, Li, Min, Rao, Hua

“… •A novel population derivation strategy is proposed to address the problem that marginal individuals with the potential to increase diversity in the evolutionary process are dominated …”
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A SHADE-based multimodal multi-objective evolutionary algorithm with fitness sharing von Li, Guoqing, Wang, Wanliang, Chen, Haoli, You, Wenbo, Wang, Yule, Jin, Yawen, Zhang, Weiwei

“… in both decision space and objective space, simultaneously. To address this issue, a success-history based parameter adaptation for multimodal multi-objective differential evolution algorithm using fitness sharing (MMOSHADE …”
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A multimodal multi-objective evolutionary algorithm with two-stage dual-indicator selection strategy von Lv, Zhiming, Li, Shuqin, Sun, Hongguang, Zhang, Hongming

“… To find more equivalent Pareto sets, numerous multimodal multi-objective evolutionary algorithms (MMEAs …”
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MOEA/D-BDN: Multimodal multi-objective evolutionary algorithm based on bi-dynamic niche strategy and adaptive weight decomposition von Zhang, Chunliang, Li, Huang, Long, Shangbin, Yue, Xia, Ouyang, Haibin, Zhu, Houyao, Li, Steven

“… •This study's key contributions are:•A Multimodal Multi-objective Evolutionary Algorithm based on Bi-dynamic Niche Strategy and Adaptive Weight Decomposition (MOEA/D-BDN) is proposed …”
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A constrained multimodal multi-objective evolutionary algorithm based on adaptive epsilon method and two-level environmental selection von Wang, Fengxia, Huang, Min, Yang, Shengxiang, Wang, Xingwei

“… Therefore, this paper proposes a novel constrained multimodal multi-objective evolutionary algorithm, namely CM-MOEA, to address CMMOPs …”
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A Multimodal Multi-Objective Evolutionary Algorithm Based on Growing Neural Gas and Fuzzy Set Theory von Feng, Da, Liu, Jianchang, Wang, Honghai

“… ) is proposed to solve the multimodal multi-objective optimization problems with imbalance. First, the performance metric on fuzzy set theory is developed for training …”
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Balancing exploration and exploitation in dynamic constrained multimodal multi-objective co-evolutionary algorithm von Li, Guoqing, Zhang, Weiwei, Yue, Caitong, Wang, Yirui

“… To tackle this issue, a dynamic constrained co-evolutionary multimodal multi-objective algorithm termed DCMMEA is developed in this paper …”
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Mlti-Robot Task Allocation Using Multimodal Multi-Objective Evolutionary Algorithm Based on Deep Reinforcement Learning von MIAO Zhenhua, HUANG Wentao, ZHANG Yilian, FAN Qinqin

“… allocation.To improve the effectiveness,robustness,and safety of multi-robot collaborative systems,a multimodal multi-objective evolutionary algorithm based on deep reinforcement learning is proposed …”
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An archive-assisted multi-modal multi-objective evolutionary algorithm von Chen, Peng, Li, Zhimeng, Qiao, Kangjia, Suganthan, P.N., Ban, Xuanxuan, Yu, Kunjie, Yue, Caitong, Liang, Jing

“… ). However, existing multi-modal multi-objective evolutionary algorithms (MMOEAs) encounter difficulties in concurrently enhancing solution quality in both decision space and objective space …”
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Adaptive Large Model Building for Consumer Electronics Data Fusion via Multi-Modal Multi-Objective Evolutionary Algorithm von Zhang, Jing, Yang, Ya-Juan

“… This paper proposes a novel Multi-modal Multi-objective Evolutionary Algorithm (MMOEA) that emphasizes the construction and integration of Large Models (LMs) for adaptive CEDF …”
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