Search Results - large-scale multiobjective optimization algorithm

An enhanced sparse multiobjective evolutionary algorithm in large-scale multiobjective optimization by Huang, Xiaodong, Wang, Jian, Zhang, Kai, Yuan, Bin, Dai, Caili, Ablameyko, Sergey V.

“…In recent years, sparse large-scale multiobjective optimization problems (LSMOPs) have found widespread application in real-world scenarios and have become a focus of evolutionary computing research…”
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A self-exploratory competitive swarm optimization algorithm for large-scale multiobjective optimization by Qi, Sheng, Zou, Juan, Yang, Shengxiang, Jin, Yaochu, Zheng, Jinhua, Yang, Xu

“…’ autonomous learning ability while imparting knowledge. Inspired by this, this paper proposes a Self-exploratory Competitive Swarm Optimization algorithm for Large-scale Multiobjective Optimization (SECSO…”
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An Evolutionary Algorithm for Large-Scale Sparse Multiobjective Optimization Problems by Tian, Ye, Zhang, Xingyi, Wang, Chao, Jin, Yaochu

“…In the last two decades, a variety of different types of multiobjective optimization problems (MOPs…”
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A Multivariation Multifactorial Evolutionary Algorithm for Large-Scale Multiobjective Optimization by Feng, Yinglan, Feng, Liang, Kwong, Sam, Tan, Kay Chen

“…For solving large-scale multiobjective problems (LSMOPs), the transformation-based methods have shown promising search efficiency, which varies the original…”
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A Scalable Indicator-Based Evolutionary Algorithm for Large-Scale Multiobjective Optimization by Hong, Wenjing, Tang, Ke, Zhou, Aimin, Ishibuchi, Hisao, Yao, Xin

“… While some efforts were made to design new algorithms by adapting existing techniques to large-scale single-objective optimization to the MOEA context, the specific difficulties that may arise…”
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A Multiobjective Evolutionary Algorithm Based on Decision Variable Analyses for Multiobjective Optimization Problems With Large-Scale Variables by Ma, Xiaoliang, Liu, Fang, Qi, Yutao, Wang, Xiaodong, Li, Lingling, Jiao, Licheng, Yin, Minglei, Gong, Maoguo

“…State-of-the-art multiobjective evolutionary algorithms (MOEAs) treat all the decision variables as a whole to optimize performance…”
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A Two-Population Algorithm for Large-Scale Multiobjective Optimization Based on Fitness-Aware Operator and Adaptive Environmental Selection by Li, Bingdong, Zhang, Yan, Yang, Peng, Yao, Xin, Zhou, Aimin

“… operators notably, and balancing convergence and diversity becomes a challenging task. In this article, we propose a two-population-based algorithm for large-scale multiobjective optimization named large-scale two population algorithm…”
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A Pattern Mining-Based Evolutionary Algorithm for Large-Scale Sparse Multiobjective Optimization Problems by Tian, Ye, Lu, Chang, Zhang, Xingyi, Cheng, Fan, Jin, Yaochu

“… Generally, many sparse multiobjective optimization problems (SMOPs) contain a large number of variables, which pose grand challenges for evolutionary algorithms to find the optimal solutions efficiently…”
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Large-Scale Portfolio Optimization Using Multiobjective Evolutionary Algorithms and Preselection Methods by Liang, J. J., Xiao, J. M., Zhou, Q., Qu, B. Y., Suganthan, P. N.

“… from. To reduce the complexity of large-scale portfolio optimization, two asset preselection procedures that consider return and risk of individual asset and pairwise correlation to remove assets…”
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A Stable Large-Scale Multiobjective Optimization Algorithm with Two Alternative Optimization Methods by Liu, Tianyu, Zhu, Junjie, Cao, Lei

“… This paper proposes a large-scale multiobjective optimization algorithm with two alternative optimization methods (LSMOEA-TM…”
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A two-stage direction-guided evolutionary algorithm for large-scale multiobjective optimization by Zou, Juan, Tang, Li, Liu, Yuan, Yang, Shengxiang, Wang, Shiting

“… This paper proposes a two-stage direction-guided evolutionary algorithm for large-scale multiobjective optimization (LMOEA-S2D…”
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A problem transformation-based and decomposition-based evolutionary algorithm for large-scale multiobjective optimization by Xiong, Zhijian, Wang, Xiaojing, Li, Yu, Feng, Wei, Liu, Yashuang

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Evolutionary Large-Scale Multiobjective Optimization: Benchmarks and Algorithms by Liu, Songbai, Lin, Qiuzhen, Wong, Ka-Chun, Li, Qing, Tan, Kay Chen

“…Evolutionary large-scale multiobjective optimization (ELMO) has received increasing attention in recent years…”
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A Multipopulation Evolutionary Algorithm for Solving Large-Scale Multimodal Multiobjective Optimization Problems by Tian, Ye, Liu, Ruchen, Zhang, Xingyi, Ma, Haiping, Tan, Kay Chen, Jin, Yaochu

“… While some evolutionary algorithms (EAs) have been developed to find the equivalent Pareto-optimal solutions in recent years, they are ineffective to handle large-scale MMOPs having a large number of variables…”
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A Distributed Parallel Cooperative Coevolutionary Multiobjective Evolutionary Algorithm for Large-Scale Optimization by Cao, Bin, Zhao, Jianwei, Lv, Zhihan, Liu, Xin

“… However, few studies have aimed at multiobjective large-scale optimization problems (MOLSOPs). To address MOLSOPs, which may involve big data, this paper proposes…”
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A two-space-decomposition-based evolutionary algorithm for large-scale multiobjective optimization by Yin, Feng, Cao, Bin

“… However, existing large-scale multiobjective optimization algorithms (MOEAs) prefer to directly use environmental selection methods designed for small-scale optimization problems…”
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Dynamic Multivariation Multifactorial Evolutionary Algorithm for Large-Scale Multiobjective Optimization by Jiang, Jing, Tong, Pingping, Wang, Huoyuan, Hong, Juanjuan, Liu, Zhe, Su, Benyue, Han, Fei

“…Problem transformation-based multiobjective evolutionary algorithms (MOEAs) face the risk of losing optimal solutions when transforming a large-scale multiobjective optimization problem into a low-dimensional variant…”
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A staged fuzzy evolutionary algorithm for constrained large-scale multiobjective optimization by Zhou, Jinlong, Zhang, Yinggui, Yu, Fan, Yang, Xu, Suganthan, Ponnuthurai Nagaratnam

“… To solve those issues, we propose a staged fuzzy evolutionary algorithm (i.e., SFEA) for constrained large-scale problems…”
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A Subspace Search-Based Evolutionary Algorithm for Large-Scale Constrained Multiobjective Optimization and Application by Ban, Xuanxuan, Liang, Jing, Yu, Kunjie, Qiao, Kangjia, Suganthan, Ponnuthurai Nagaratnam, Wang, Yaonan

“…Large-scale constrained multiobjective optimization problems (LSCMOPs) exist widely in science and technology…”
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A two-stage evolutionary algorithm for large-scale sparse multiobjective optimization problems by Jiang, Jing, Han, Fei, Wang, Jie, Ling, Qinghua, Han, Henry, Wang, Yue

“…•A two-stage multiobjective evolutionary algorithm for LSMOPs.•Binary weight optimization provides a better initial population…”
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