Ran Cheng (程然)
Ran Cheng (程然)
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Manifold Learning-Inspired Mating Restriction for Evolutionary Multiobjective Optimization With Complicated Pareto Sets
Under certain smoothness assumptions, the Pareto set of a continuous multiobjective optimization problem is a piecewise continuous …
Linqiang Pan
,
Lianghao Li
,
Ran Cheng
,
Cheng He
,
Kay Chen Tan
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DOI
Paired Offspring Generation for Constrained Large-Scale Multiobjective Optimization
Constrained multiobjective optimization problems (CMOPs) widely exist in real-world applications, and they are challenging for …
Cheng He
,
Ran Cheng
,
Ye Tian
,
Xingyi Zhang
,
Kay Chen Tan
,
Yaochu Jin
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DOI
RelativeNAS: Relative Neural Architecture Search via Slow-Fast Learning
Despite the remarkable successes of convolutional neural networks (CNNs) in computer vision, it is time-consuming and error-prone to …
Hao Tan
,
Ran Cheng
,
Shihua Huang
,
Cheng He
,
Changxiao Qiu
,
Fan Yang
,
Ping Luo
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DOI
Solving Many-Objective Optimization Problems via Multistage Evolutionary Search
With the increase in the number of optimization objectives, balancing the convergence and diversity in evolutionary multiobjective …
Huangke Chen
,
Ran Cheng
,
Witold Pedrycz
,
Yaochu Jin
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DOI
Constructing an Automatic Diagnosis and Severity-classification Model for Acromegaly using Facial Photographs by Deep Learning
Due to acromegaly’s insidious onset and slow progression, its diagnosis is usually delayed, thus causing severe complications and …
Yanguo Kong
,
Xiangyi Kong
,
Cheng He
,
Changsong Liu
,
Liting Wang
,
Lijuan Su
,
Jun Gao
,
Qi Guo
,
Ran Cheng
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DOI
URL
Adaptive Control of Subpopulations in Evolutionary Dynamic Optimization
Multipopulation methods are highly effective in solving dynamic optimization problems. Three factors affect this significantly: 1) the …
Danial Yazdani
,
Ran Cheng
,
Cheng He
,
Jürgen Branke
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DOI
Benchmarking Continuous Dynamic Optimization: Survey and Generalized Test Suite
Dynamic changes are an important and inescapable aspect of many real-world optimization problems. Designing algorithms to find and …
Danial Yazdani
,
Mohammad Nabi Omidvar
,
Ran Cheng
,
Jürgen Branke
,
Trung Thanh Nguyen
,
Xin Yao
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DOI
Evolutionary Large-Scale Multiobjective Optimization for Ratio Error Estimation of Voltage Transformers
Ratio error (RE) estimation of the voltage transformers (VTs) plays an important role in modern power delivery systems. Existing RE …
Cheng He
,
Ran Cheng
,
Chuanji Zhang
,
Ye Tian
,
Qin Chen
,
Xin Yao
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DOI
Guiding Evolutionary Multiobjective Optimization With Generic Front Modeling
In evolutionary multiobjective optimization, the Pareto front (PF) is approximated by using a set of representative candidate solutions …
Ye Tian
,
Xingyi Zhang
,
Ran Cheng
,
Cheng He
,
Yaochu Jin
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DOI
Reformulating Preferences into Constraints for Evolutionary Multi- and Many-objective Optimization
Despite that the reference point based preference articulation plays a vital role in evolutionary multi- and many-objective …
Zhanglu Hou
,
Cheng He
,
Ran Cheng
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DOI
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