evolutionary computation

Evolutionary Many-Objective Optimization of Hybrid Electric Vehicle Control: From General Optimization to Preference Articulation
Many real-world optimization problems have more than three objectives, which has triggered increasing research interest in developing …
Ran Cheng, Tobias Rodemann, Michael Fischer, Markus Olhofer, Yaochu Jin
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PlatEMO: A MATLAB Platform for Evolutionary Multi-Objective Optimization [Educational Forum]
Over the last three decades, a large number of evolutionary algorithms have been developed for solving multi-objective optimization …
Ye Tian, Ran Cheng, Xingyi Zhang, Yaochu Jin
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Test Problems for Large-Scale Multiobjective and Many-Objective Optimization
The interests in multiobjective and many-objective optimization have been rapidly increasing in the evolutionary computation community. …
Ran Cheng, Yaochu Jin, Markus Olhofer, Bernhard Sendhoff
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A Multi-objective Evolutionary Algorithm Based on an Enhanced Inverted Generational Distance Metric
As a pivotal component in multi-objective evolutionary algorithms (MOEAs), the environmental selection determines the quality of …
Ye Tian, Xingyi Zhang, Ran Cheng, Yaochu Jin
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A Reference Vector Guided Evolutionary Algorithm for Many-Objective Optimization
In evolutionary multiobjective optimization, maintaining a good balance between convergence and diversity is particularly crucial to …
Ran Cheng, Yaochu Jin, Markus Olhofer, Bernhard Sendhoff
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Reference Vector Based a posteriori Preference Articulation for Evolutionary Multiobjective Optimization
Multiobjective evolutionary algorithms (MOEAs) usually achieve a set of nondominated solutions as the approximation of the Pareto …
Ran Cheng, Markus Olhofer, Yaochu Jin
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A Multi-swarm Evolutionary Framework based on a Feedback Mechanism
Most evolutionary algorithms, including particle swarm optimization (PSO) algorithms, involve at least one population (swarm) to …
Ran Cheng, Chaoli Sun, Yaochu Jin
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Bisexual Evolution: A Novel Bisexual Evolutionary Framework Based on the Fisher's Runaway Process
Sexual reproduction plays an important role in evolution. However, in classic genetic algorithms(GAs), the evolutionary process is only …
Ran Cheng, Min Yao, Xiaowei Xue, Bin Shen
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