Call for Papers: Special Issues of IEEE Transactions on Evolutionary Computation

Upcoming paper submission deadlines for special issues of IEEE Transactions on Evolutionary Computation.

The deadline for papers submitted to the Special Issue on Physics-Informed Evolutionary Computation: Advances and Applications is 31 October 2025.

The deadline for papers submitted to the Special Issue on Learning-assisted Swarm Intelligence and Evolutionary Computation: Theories, Algorithms, and Applications 31 March 2026.

IEEE Transactions on Evolutionary Computation, Volume 29, Issue 4, August 2025

1) Genetic Programming With Flexible Region Detection for Fine-Grained Image Classification

Author(s): Qinyu Wang, Ying Bi, Bing Xue, Mengjie Zhang

Pages: 853 - 864

2) Learning to Expand/Contract Pareto Sets in Dynamic Multiobjective Optimization With a Changing Number of Objectives

Author(s): Gan Ruan, Leandro L. Minku, Stefan Menzel, Bernhard Sendhoff, Xin Yao

Pages: 865 - 879

3) Self-Adaptation of Multirecombinant Evolution Strategies on the Highly Multimodal Rastrigin Function

Author(s): Amir Omeradzic, Hans-Georg Beyer

Pages: 880 - 890

4) Approximation Guarantees for the Nondominated Sorting Genetic Algorithm II (NSGA-II)

Author(s): Weijie Zheng, Benjamin Doerr

Pages: 891 - 905

5) Multiagent Swarm Optimization With Adaptive Internal and External Learning for Complex Consensus-Based Distributed Optimization

Author(s): Tai-You Chen, Wei-Neng Chen, Feng-Feng Wei, Xiao-Min Hu, Jun Zhang

Pages: 906 - 920

6) Computationally Expensive High-Dimensional Multiobjective Optimization via Surrogate-Assisted Reformulation and Decomposition

Author(s): Linqiang Pan, Jianqing Lin, Handing Wang, Cheng He, Kay Chen Tan, Yaochu Jin

Pages: 921 - 935

7) Exploratory Landscape Analysis for Mixed-Variable Problems

Author(s): Raphael Patrick Prager, Heike Trautmann

Pages: 936 - 947

8) Learning-Based Directional Improvement Prediction for Dynamic Multiobjective Optimization

Author(s): Yulong Ye, Songbai Liu, Junwei Zhou, Qiuzhen Lin, Min Jiang, Kay Chen Tan

Pages: 948 - 962

9) Virtual-Source and Virtual-Swarm-Based Particle Swarm Optimizer for Large-Scale Multisource Location via Robot Swarm

Author(s): Junqi Zhang, Yuxuan Lin, MengChu Zhou

Pages: 963 - 976

10) Transforming Combinatorial Optimization Problems in Fourier Space: Consequences and Uses

Author(s): Anne Elorza, Xabier Benavides, Josu Ceberio, Leticia Hernando, Jose A. Lozano

Pages: 977 - 989

11) Indexes-Based and Partial Restart-Based Constrained Multiobjective Optimization

Author(s): Zhen Yang, Tangxu Yao, Yunliang Jiang, Jun Zhang, Xiongtao Zhang

Pages: 990 - 1001

12) Superpixel Segmentation-Based Evolutionary Multitasking Algorithm for Feature Selection of Hyperspectral Images

Author(s): Lingjie Li, Yuze Zhang, Qiuzhen Lin, Zhong Ming, Carlos A. Coello Coello, Victor C. M. Leung

Pages: 1002 - 1016

13) A Divergence-Based Condition to Ensure Quantile Improvement in Black-Box Global Optimization

Author(s): Thomas Guilmeau, Emilie Chouzenoux, Víctor Elvira

Pages: 1017 - 1028

14) Feature Extraction With Genetic Programming for Root Cause Identification in Manufacturing With Interpretable Machine Learning

Author(s): Chan Gyu Lee, Sungbum Jun

Pages: 1029 - 1040

15) Solving High-Dimensional Expensive Multiobjective Optimization Problems by Adaptive Decision Variable Grouping

Author(s): Yingwei Li, Xiang Feng, Huiqun Yu

Pages: 1041 - 1054

16) Multitree Genetic Programming for Learning Color and Multiscale Features in Image Classification

Author(s): Qinglan Fan, Ying Bi, Bing Xue, Mengjie Zhang

Pages: 1055 - 1069

17) Multiobjective Optimization Problem With Hardly Dominated Boundaries: Benchmark, Analysis, and Indicator-Based Algorithm

Author(s): Zhenkun Wang, Kangnian Lin, Genghui Li, Weifeng Gao

Pages: 1070 - 1084

18) A Feedback Learning-Based Memetic Algorithm for Energy-Aware Distributed Flexible Job-Shop Scheduling With Transportation Constraints

Author(s): Jingjing Wang, Honggui Han, Ling Wang

Pages: 1085 - 1099

19) Active Learning in Genetic Programming: Guiding Efficient Data Collection for Symbolic Regression

Author(s): Nathan Haut, Wolfgang Banzhaf, Bill Punch

Pages: 1100 - 1111

20) Adversarial AutoEncoder-Based Large-Scale Dynamic Multiobjective Evolutionary Algorithm

Author(s): Chenyang Li, Gary G. Yen, Zhenan He

Pages: 1112 - 1126

21) SRBench++: Principled Benchmarking of Symbolic Regression With Domain-Expert Interpretation

Author(s): F. O. de Franca, M. Virgolin, M. Kommenda, M. S. Majumder, M. Cranmer, G. Espada, L. Ingelse, A. Fonseca, M. Landajuela, B. Petersen, R. Glatt, N. Mundhenk, C. S. Lee, J. D. Hochhalter, D. L. Randall, P. Kamienny, H. Zhang, G. Dick, A. Simon, B. Burlacu, Jaan Kasak, Meera Machado, Casper Wilstrup, W. G. La Cava

Pages: 1127 - 1137

22) Constrained Probabilistic Pareto Dominance for Expensive Constrained Multiobjective Optimization Problems

Author(s): Zhiyao Zhang, Yong Wang, Guangyong Sun, Tong Pang, Ke Tang

Pages: 1138 - 1152

23) A Branch-and-Bound Enhanced Cooperative Evolutionary Algorithm for the Hybrid Seru System Scheduling Considering Worker Heterogeneity

Author(s): Yuting Wu, Ling Wang, Jing-Fang Chen

Pages: 1153 - 1167

24) Riesz s-Energy as a Diversity Indicator in Evolutionary Multiobjective Optimization

Author(s): Jesús Guillermo Falcón-Cardona, Lourdes Uribe, Pablo Rosas

Pages: 1168 - 1182

25) MQL-MM: A Meta-Q-Learning-Based Multiobjective Metaheuristic for Energy-Efficient Distributed Fuzzy Hybrid Blocking Flow-Shop Scheduling Problem

Author(s): Zhongshi Shao, Weishi Shao, Jianrui Chen, Dechang Pi

Pages: 1183 - 1198

26) A Dual Mutation-Based Evolutionary Algorithm for Dynamic Multiobjective Optimization With Undetectable Changes

Author(s): Yuanchao Liu, Lixin Tang, Jinliang Ding, Qingda Chen, Kanrong Liu, Jianchang Liu

Pages: 1199 - 1214

27) Many-Task Differential Evolutionary Algorithm Based on Bi-Space Similarity

Author(s): Ying Hou, Yanjie Shen, Honggui Han, Jingjing Wang

Pages: 1215 - 1226

28) Exact Calculation and Properties of the R2 Multiobjective Quality Indicator

Author(s): Andrzej Jaszkiewicz, Piotr Zielniewicz

Pages: 1227 - 1238

29) Evolutionary Multitasking Descriptor Optimization for Point Cloud Registration

Author(s): Yue Wu, Jinlong Sheng, Hangqi Ding, Peiran Gong, Hao Li, Maoguo Gong, Wenping Ma, Qiguang Miao

Pages: 1239 - 1253

30) Efficient Greedy Decremental Hypervolume Subset Selection Using Space Partition Tree

Author(s): Jingda Deng, Jianyong Sun, Qingfu Zhang, Hui Li

Pages: 1254 - 1268

31) Global and Local Search Experience-Based Evolutionary Sequential Transfer Optimization

Author(s): Chenming Cao, Kai Zhang, Xiaoming Xue, Kay Chen Tan, Jian Wang, Liming Zhang, Piyang Liu, Xia Yan

Pages: 1269 - 1283

32) Hyperbolic Neural Network-Based Preselection for Expensive Multiobjective Optimization

Author(s): Bingdong Li, Yanting Yang, Wenjing Hong, Peng Yang, Aimin Zhou

Pages: 1284 - 1297

33) A Fast Evaluation-Based Bacteria Colony Chemotaxis Algorithm for Dynamic Interval Multiobjective Optimization Problems

Author(s): Chen-Hao Xu, Zhi-Gang Lu, Er-Shun Du, Jiang-Feng Zhang, Xiao-Qiang Guo, Xue-Ping Li, Xiang-Xing Kong, Yan-Lin Li

Pages: 1298 - 1312

34) A Syntactic Problem Solver Learning Landscape Structures for Clinical Scheduling

Author(s): Keyao Wang, Bo Liu

Pages: 1313 - 1327

35) A Prediction and Weak Coevolution-Based Dynamic Constrained Multiobjective Optimization

Author(s): Dunwei Gong, Miao Rong, Na Hu, Yan Wang, Witold Pedrycz, Shengxiang Yang

Pages: 1328 - 1342

36) Evolutionary Art Attack for Black-Box Adversarial Example Generation

Author(s): Phoenix Neale Williams, Ke Li, Geyong Min

Pages: 1343 - 1355

37) Leader Prediction for Multiobjective Particle Swarm Optimization

Author(s): Shuai Wang, Aimin Zhou

Pages: 1356 - 1370

38) Deep Reinforcement Learning Assisted Genetic Programming Ensemble Hyper-Heuristics for Dynamic Scheduling of Container Port Trucks

Author(s): Xinan Chen, Ruibin Bai, Rong Qu, Jing Dong, Yaochu Jin

Pages: 1371 - 1385

39) Targeted Pareto Optimization for Subset Selection With Monotone Objective Function and Cardinality Constraint

Author(s): Ke Shang, Guotong Wu, Lie Meng Pang, Hisao Ishibuchi

Pages: 1386 - 1399

40) A Survey on Evolutionary Computation for Identifying Biomarkers of Complex Disease

Author(s): Jing Liang, Zhuo Hu, Ying Bi, Han Cheng, Kunjie Yu, Cai-Tong Yue, Xianfang Wang, Wei-Feng Guo

Pages: 1400 - 1418

41) Evolutionary Alternating Direction Method of Multipliers for Constrained Multiobjective Optimization With Unknown Constraints

Author(s): Shuang Li, Ke Li, Wei Li, Ming Yang

Pages: 1419 - 1433

42) A Comparison of Large Language Models and Genetic Programming for Program Synthesis

Author(s): Dominik Sobania, Justyna Petke, Martin Briesch, Franz Rothlauf

Pages: 1434 - 1448

43) Performance Metrics for Multiobjective Optimization Under Noise

Author(s): Juergen Branke

Pages: 1449 - 1455

IEEE Transactions on Evolutionary Computation, Volume 29, Issue 3

1) Guest Editorial Machine-Learning-Assisted Evolutionary Computation

Author(s): Rong Qu, Nelishia Pillay, Emma Hart, Manuel López-Ibáñez

Pages: 571 - 573

2) A Deep Reinforcement Learning-Assisted Multimodal Multiobjective Bilevel Optimization Method for Multirobot Task Allocation

Author(s): Yuanyuan Yu, Qirong Tang, Qingchao Jiang, Qinqin Fan

Pages: 574 - 588

3) An Iterated Greedy Algorithm With Reinforcement Learning for Distributed Hybrid Flowshop Problems With Job Merging

Author(s): Xin-Rui Tao, Quan-Ke Pan, Liang Gao

Pages: 589 - 600

4) Surrogate-Assisted Multiobjective Gene Selection for Cell Classification From Large-Scale Single-Cell RNA Sequencing Data

Author(s): Jianqing Lin, Cheng He, Hanjing Jiang, Yabing Huang, Yaochu Jin

Pages: 601 - 615

5) Dealing With Structure Constraints in Evolutionary Pareto Set Learning

Author(s): Xi Lin, Xiaoyuan Zhang, Zhiyuan Yang, Qingfu Zhang

Pages: 616 - 630

6) A Two-Population Algorithm for Large-Scale Multiobjective Optimization Based on Fitness-Aware Operator and Adaptive Environmental Selection

Author(s): Bingdong Li, Yan Zhang, Peng Yang, Xin Yao, Aimin Zhou

Pages: 631 - 645

7) Protein Structure Prediction Using a New Optimization-Based Evolutionary and Explainable Artificial Intelligence Approach

Author(s): Jun Hong, Zhi-Hui Zhan, Langchong He, Zongben Xu, Jun Zhang

Pages: 646 - 660

8) Multiobjective Mixed-Integer Quadratic Models: A Study on Mathematical Programming and Evolutionary Computation

Author(s): Ofer M. Shir, Michael Emmerich

Pages: 661 - 675

9) A Survey on Evolutionary Computation-Based Drug Discovery

Author(s): Qiyuan Yu, Qiuzhen Lin, Junkai Ji, Wei Zhou, Shan He, Zexuan Zhu, Kay Chen Tan

Pages: 676 - 696

10) Linear Subspace Surrogate Modeling for Large-Scale Expensive Single/Multiobjective Optimization

Author(s): Langchun Si, Xingyi Zhang, Ye Tian, Shangshang Yang, Limiao Zhang, Yaochu Jin

Pages: 697 - 710

11) A Classifier-Ensemble-Based Surrogate-Assisted Evolutionary Algorithm for Distributed Data-Driven Optimization

Author(s): Xiao-Qi Guo, Feng-Feng Wei, Jun Zhang, Wei-Neng Chen

Pages: 711 - 725

12) Improving the Efficiency of the Distance-Based Hypervolume Estimation Using ND-Tree

Author(s): Andrzej Jaszkiewicz, Piotr Zielniewicz

Pages: 726 - 733

13) A Cooperative Ant Colony System for Multiobjective Multirobot Task Allocation With Precedence Constraints

Author(s): Tong Qian, Xiao-Fang Liu, Yongchun Fang

Pages: 734 - 748

14) Evolutionary Trainer-Based Deep Q-Network for Dynamic Flexible Job-Shop Scheduling

Author(s): Yun Liu, Fangfang Zhang, Yanan Sun, Mengjie Zhang

Pages: 749 - 763

15) MOEA/D With Spatial–Temporal Topological Tensor Prediction for Evolutionary Dynamic Multiobjective Optimization

Author(s): Xianpeng Wang, Yumeng Zhao, Lixin Tang, Xin Yao

Pages: 764 - 778

16) A Surrogate-Assisted Evolutionary Framework for Expensive Multitask Optimization Problems

Author(s): Shenglian Tan, Yong Wang, Guangyong Sun, Tong Pang, Ke Tang

Pages: 779 - 793

17) Improved Evolutionary Multitasking Optimization Algorithm With Similarity Evaluation of Search Behavior

Author(s): Xiaolong Wu, Wei Wang, Tengfei Zhang, Honggui Han, Junfei Qiao

Pages: 794 - 808

18) Competitive Multitasking for Computational Resource Allocation in Evolutionary-Constrained Multiobjective Optimization

Author(s): Xiaoliang Chu, Fei Ming, Wenyin Gong

Pages: 809 - 821

19) Fractional Order Differential Evolution

Author(s): Kaiyu Wang, Shangce Gao, MengChu Zhou, Zhi-Hui Zhan, Jiujun Cheng

Pages: 822 - 835

20) An Interval Multiobjective Evolutionary Generation Algorithm for Product Design Change Plans in Uncertain Environments

Author(s): Rui-Zhao Zheng, Yong Zhang, Xiao-Yan Sun, Dun-Wei Gong, Xiao-Zhi Gao

Pages: 836 - 850

IEEE Transactions on Evolutionary Computation, Volume 29, Issue 2, April 2025

1) Knowledge Structure Preserving-Based Evolutionary Many-Task Optimization

Author(s): Yi Jiang, Zhi-Hui Zhan, Kay Chen Tan, Sam Kwong, Jun Zhang

Pages: 287 - 301

2) Bayesian Optimization for Quality Diversity Search With Coupled Descriptor Functions

Author(s): Paul Kent, Adam Gaier, Jean-Baptiste Mouret, Juergen Branke

Pages: 302 - 316

3) Machine Learning-Assisted Multiobjective Evolutionary Algorithm for Routing and Packing

Author(s): Fei Liu, Qingfu Zhang, Qingling Zhu, Xialiang Tong, Mingxuan Yuan

Pages: 317 - 330

4) LLaMEA: A Large Language Model Evolutionary Algorithm for Automatically Generating Metaheuristics

Author(s): Niki van Stein, Thomas Bäck

Pages: 331 - 345

5) Genetic Programming Hyper Heuristic With Elitist Mutation for Integrated Order Batching and Picker Routing Problem

Author(s): Yuquan Wang, Naiming Xie, Nanlei Chen, Hui Ma, Gang Chen

Pages: 346 - 359

6) Genetic Multi-Armed Bandits: A Reinforcement Learning Inspired Approach for Simulation Optimization

Author(s): Deniz Preil, Michael Krapp

Pages: 360 - 374

7) A Novel Knowledge-Based Genetic Algorithm for Robot Path Planning in Complex Environments

Author(s): Junfei Li, Yanrong Hu, Simon X. Yang

Pages: 375 - 389

8) A Biased Random Key Genetic Algorithm for Solving the Longest Common Square Subsequence Problem

Author(s): Jaume Reixach, Christian Blum, Marko Djukanović, Günther R. Raidl

Pages: 390 - 403

9) Decoupling Constraint: Task Clone-Based Multitasking Optimization for Constrained Multiobjective Optimization

Author(s): Genghui Li, Zhenkun Wang, Weifeng Gao, Ling Wang

Pages: 404 - 417

10) Protein Design by Directed Evolution Guided by Large Language Models

Author(s): Thanh V. T. Tran, Truong Son Hy

Pages: 418 - 428

11) Multiform Genetic Programming Framework for Symbolic Regression Problems

Author(s): Jinghui Zhong, Junlan Dong, Wei-Li Liu, Liang Feng, Jun Zhang

Pages: 429 - 443

12) Causal Inference-Based Large-Scale Multiobjective Optimization

Author(s): Bingdong Li, Yanting Yang, Peng Yang, Guiying Li, Ke Tang, Aimin Zhou

Pages: 444 - 458

13) A Bidirectional Differential Evolution-Based Unknown Cyberattack Detection System

Author(s): Hanyuan Huang, Tao Li, Beibei Li, Wenhao Wang, Yanan Sun

Pages: 459 - 473

14) MOTEA-II: A Collaborative Multiobjective Transformation-Based Evolutionary Algorithm for Bilevel Optimization

Author(s): Lei Chen, Yiu-Ming Cheung, Hai-Lin Liu, Yutao Lai

Pages: 474 - 489

15) From Direct to Directional Variable Dependencies—Nonsymmetrical Dependencies Discovery in Real-World and Theoretical Problems

Author(s): Michal Witold Przewozniczek, Bartosz Frej, Marcin Michal Komarnicki

Pages: 490 - 504

16) A Two-Individual Evolutionary Algorithm for Cumulative Capacitated Vehicle Routing With Single and Multiple Depots

Author(s): Yuji Zou, Jin-Kao Hao, Qinghua Wu

Pages: 505 - 518

17) Gradient-Guided Local Search for Large-Scale Hypervolume Subset Selection

Author(s): Yang Nan, Tianye Shu, Hisao Ishibuchi, Ke Shang

Pages: 519 - 533

18) Evolutionary Computation in the Era of Large Language Model: Survey and Roadmap

Author(s): Xingyu Wu, Sheng-Hao Wu, Jibin Wu, Liang Feng, Kay Chen Tan

Pages: 534 - 554

19) Zeroth-Order Actor–Critic: An Evolutionary Framework for Sequential Decision Problems

Author(s): Yuheng Lei, Yao Lyu, Guojian Zhan, Tao Zhang, Jiangtao Li, Jianyu Chen, Shengbo Eben Li, Sifa Zheng

Pages: 555 - 569

IEEE Transactions on Evolutionary Computation, Volume 29, Issue 1, February 2025

1) Constrained Multiobjective Optimization With Escape and Expansion Forces

Author(s): Zhi-Zhong Liu, Fan Wu, Juan Liu, Yunchuan Qin, Kenli Li

Pages: 2 - 15

2) Knowledge Learning for Evolutionary Computation

Author(s): Yi Jiang, Zhi-Hui Zhan, Kay Chen Tan, Jun Zhang

Pages: 16 - 30

3) A Tractive Population-Assisted Dual-Population and Two-Phase Evolutionary Algorithm for Constrained Multiobjective Optimization

Author(s): Shumin Xie, Kangshun Li, Wenxiang Wang, Hui Wang, Chaoda Peng, Hassan Jalil

Pages: 31 - 45

4) Evolutionary Instance Selection With Multiple Partial Adaptive Classifiers for Domain Adaptation

Author(s): Bach Hoai Nguyen, Bing Xue, Peter Andreae, Mengjie Zhang

Pages: 46 - 60

5) A Surrogate-Assisted Constrained Optimization Evolutionary Algorithm by Searching Multiple Kinds of Global and Local Regions

Author(s): Yong Zeng, Yuansheng Cheng, Jun Liu

Pages: 61 - 75

6) Evolutionary Multiobjective Optimization for Large-Scale Portfolio Selection With Both Random and Uncertain Returns

Author(s): Weilong Liu, Yong Zhang, Kailong Liu, Barry Quinn, Xingyu Yang, Qiao Peng

Pages: 76 - 90

7) Optimizing With Low Budgets: A Comparison on the Black-Box Optimization Benchmarking Suite and OpenAI Gym

Author(s): Elena Raponi, Nathanaël Carraz Rakotonirina, Jérémy Rapin, Carola Doerr, Olivier Teytaud

Pages: 91 - 101

8) ExTrEMO: Transfer Evolutionary Multiobjective Optimization With Proof of Faster Convergence

Author(s): Jiao Liu, Abhishek Gupta, Chinchun Ooi, Yew-Soon Ong

Pages: 102 - 116

9) Speeding-Up Evolutionary Algorithms to Solve Black-Box Optimization Problems

Author(s): Judith Echevarrieta, Etor Arza, Aritz Pérez

Pages: 117 - 131

10) Evolutionary Multitask Optimization With Lower Confidence Bound-Based Solution Selection Strategy

Author(s): Zhenzhong Wang, Lulu Cao, Liang Feng, Min Jiang, Kay Chen Tan

Pages: 132 - 144

11) Finding the Set of Nearly Optimal Solutions of a Multiobjective Optimization Problem

Author(s): Oliver Schütze, Angel E. Rodríguez-Fernandez, Carlos Segura, Carlos Hernández

Pages: 145 - 157

12) Locating Drone Stations for a Truck-Drone Delivery System in Continuous Space

Author(s): Lingyun Zhou, Daniel F. Silva, Alice E. Smith

Pages: 158 - 171

13) Multiple Tasks for Multiple Objectives: A New Multiobjective Optimization Method via Multitask Optimization

Author(s): Jian-Yu Li, Zhi-Hui Zhan, Yun Li, Jun Zhang

Pages: 172 - 186

14) Benchmarking Derivative-Free Global Optimization Algorithms Under Limited Dimensions and Large Evaluation Budgets

Author(s): Linas Stripinis, Jakub Kůdela, Remigijus Paulavičius

Pages: 187 - 204

15) Multiobjective Multitask Optimization With Multiple Knowledge Types and Transfer Adaptation

Author(s): Yanchi Li, Wenyin Gong

Pages: 205 - 216

16) Toward Evolving Dispatching Rules With Flow Control Operations by Grammar-Guided Linear Genetic Programming

Author(s): Zhixing Huang, Yi Mei, Fangfang Zhang, Mengjie Zhang

Pages: 217 - 231

17) A Bi-Learning Evolutionary Algorithm for Transportation-Constrained and Distributed Energy-Efficient Flexible Scheduling

Author(s): Zixiao Pan, Ling Wang, Jingjing Wang, Qingfu Zhang

Pages: 232 - 246

18) A Flexible Ranking-Based Competitive Swarm Optimizer for Large-Scale Continuous Multiobjective Optimization

Author(s): Xiangzhou Gao, Shenmin Song, Hu Zhang, Zhenkun Wang

Pages: 247 - 261

19) Determining Metaheuristic Similarity Using Behavioral Analysis

Author(s): Lauren Hayward, Andries Engelbrecht

Pages: 262 - 274

20) Characterization of Constrained Continuous Multiobjective Optimization Problems: A Performance Space Perspective

Author(s): Aljoša Vodopija, Tea Tušar, Bogdan Filipič

Pages: 275 - 285

IEEE Transactions on Evolutionary Computation, Volume 28, Issue 6

1) Multitask Linear Genetic Programming With Shared Individuals and Its Application to Dynamic Job Shop Scheduling

Author(s): Zhixing Huang, Yi Mei, Fangfang Zhang, Mengjie Zhang

Pages: 1546 - 1560

2) Evaluation of Frameworks That Combine Evolution and Learning to Design Robots in Complex Morphological Spaces

Author(s): Wei Li, Edgar Buchanan, Léni K. Le Goff, Emma Hart, Matthew F. Hale, Bingsheng Wei, Matteo De Carlo, Mike Angus, Robert Woolley, Zhongxue Gan, Alan F. Winfield, Jon Timmis, Agoston E. Eiben, Andy M. Tyrrell

Pages: 1561 - 1574

3) Quality Indicators for Preference-Based Evolutionary Multiobjective Optimization Using a Reference Point: A Review and Analysis

Author(s): Ryoji Tanabe, Ke Li

Pages: 1575 - 1589

4) GPU-Based Genetic Programming for Faster Feature Extraction in Binary Image Classification

Author(s): Rui Zhang, Yanan Sun, Mengjie Zhang

Pages: 1590 - 1604

5) A Unified Innovized Progress Operator for Performance Enhancement in Evolutionary Multi- and Many-Objective Optimization

Author(s): Sukrit Mittal, Dhish Kumar Saxena, Kalyanmoy Deb, Erik D. Goodman

Pages: 1605 - 1619

6) Bi-Population-Enhanced Cooperative Differential Evolution for Constrained Large-Scale Optimization Problems

Author(s): Puyu Jiang, Jun Liu, Yuansheng Cheng

Pages: 1620 - 1632

7) Transfer-Based Particle Swarm Optimization for Large-Scale Dynamic Optimization With Changing Variable Interactions

Author(s): Xiao-Fang Liu, Zhi-Hui Zhan, Jun Zhang

Pages: 1633 - 1643

8) Cooperative Co-Evolution for Large-Scale Multiobjective Air Traffic Flow Management

Author(s): Tong Guo, Yi Mei, Ke Tang, Wenbo Du

Pages: 1644 - 1658

9) Benchmarking Analysis of Evolutionary Neural Architecture Search

Author(s): Zeqiong Lv, Chao Qian, Yanan Sun

Pages: 1659 - 1673

10) Rapidly Evolving Soft Robots via Action Inheritance

Author(s): Shulei Liu, Wen Yao, Handing Wang, Wei Peng, Yang Yang

Pages: 1674 - 1688

11) A Semantic-Based Hoist Mutation Operator for Evolutionary Feature Construction in Regression

Author(s): Hengzhe Zhang, Qi Chen, Bing Xue, Wolfgang Banzhaf, Mengjie Zhang

Pages: 1689 - 1703

12) Exact and Metaheuristic Algorithms for Variable Reduction

Author(s): Aijuan Song, Guohua Wu, Ling Zhou, Ling Wang, Witold Pedrycz

Pages: 1704 - 1718

13) A Multiform Evolutionary Search Paradigm for Bilevel Multiobjective Optimization

Author(s): Yinglan Feng, Liang Feng, Sam Kwong, Kay Chen Tan

Pages: 1719 - 1732

14) Multitask Evolution Strategy With Knowledge-Guided External Sampling

Author(s): Yanchi Li, Wenyin Gong, Shuijia Li

Pages: 1733 - 1745

15) Compromising Pareto-Optimality With Regularity in Platform-Based Multiobjective Optimization

Author(s): Ritam Guha, Kalyanmoy Deb

Pages: 1746 - 1760

16) Genetic Programming for Dynamic Flexible Job Shop Scheduling: Evolution With Single Individuals and Ensembles

Author(s): Meng Xu, Yi Mei, Fangfang Zhang, Mengjie Zhang

Pages: 1761 - 1775

17) Solution Transfer in Evolutionary Optimization: An Empirical Study on Sequential Transfer

Author(s): Xiaoming Xue, Cuie Yang, Liang Feng, Kai Zhang, Linqi Song, Kay Chen Tan

Pages: 1776 - 1793

18) Sustainable Scheduling of Distributed Flow Shop Group: A Collaborative Multi-Objective Evolutionary Algorithm Driven by Indicators

Author(s): Yuhang Wang, Yuyan Han, Yuting Wang, Quan-Ke Pan, Ling Wang

Pages: 1794 - 1808

19) Offline Data-Driven Optimization at Scale: A Cooperative Coevolutionary Approach

Author(s): Yue-Jiao Gong, Yuan-Ting Zhong, Hao-Gan Huang

Pages: 1809 - 1823

20) Balancing Different Optimization Difficulty Between Objectives in Multiobjective Feature Selection

Author(s): Zhenshou Song, Handing Wang, Bing Xue, Mengjie Zhang

Pages: 1824 - 1837

21) Noisy Evolutionary Optimization With Application to Grid-Based Persistent Monitoring

Author(s): Xiaoyu He, Xueyan Tang, Zibin Zheng, Yuren Zhou

Pages: 1838 - 1851

22) Evolutionary Multitasking for Multiobjective Feature Selection in Classification

Author(s): Jiabin Lin, Qi Chen, Bing Xue, Mengjie Zhang

Pages: 1852 - 1866

23) Grid Classification-Based Surrogate-Assisted Particle Swarm Optimization for Expensive Multiobjective Optimization

Author(s): Qi-Te Yang, Zhi-Hui Zhan, Xiao-Fang Liu, Jian-Yu Li, Jun Zhang

Pages: 1867 - 1881

IEEE Transactions on Evolutionary Computation, Volume 28, Number 5, October 2024

1) Particle Swarm Optimization for Efficiently Evolving Deep Convolutional Neural Networks Using an Autoencoder-Based Encoding Strategy

Author(s:); Gonglin Yuan, Bin Wang, Bing Xue, Mengjie Zhang

Pages: 1190 - 1204

2) Conditional Generative Adversarial Network-Based Bilevel Evolutionary Multiobjective Optimization Algorithm

Author(s:); Weizhong Wang, Hai-Lin Liu

Pages: 1205 - 1219

3) Can Evolutionary Clustering Have Theoretical Guarantees?

Author(s:); Chao Qian

Pages: 1220 - 1234

4) Genetic Programming With Lexicase Selection for Large-Scale Dynamic Flexible Job Shop Scheduling

Author(s:); Meng Xu, Yi Mei, Fangfang Zhang, Mengjie Zhang

Pages: 1235 - 1249

5) Correlation-Based Dynamic Allocation Scheme of Fitness Evaluations for Constrained Evolutionary Optimization

Author(s:); Han Huang, Yueting Xu, Yi Xiang, Zhifeng Hao

Pages: 1250 - 1264

6) Robust Optimization Over Time: A Critical Review

Author(s:); Danial Yazdani, Mohammad Nabi Omidvar, Donya Yazdani, Jürgen Branke, Trung Thanh Nguyen, Amir H. Gandomi, Yaochu Jin, Xin Yao

Pages: 1265 - 1285

7) Balancing Objective Optimization and Constraint Satisfaction in Expensive Constrained Evolutionary Multiobjective Optimization

Author(s:); Zhenshou Song, Handing Wang, Bing Xue, Mengjie Zhang, Yaochu Jin

Pages: 1286 - 1300

8) Estimation of Distribution Algorithms in Machine Learning: A Survey

Author(s:); Pedro Larrañaga, Concha Bielza

Pages: 1301 - 1321

9) Multiobjective Optimization-Based Network Control Principles for Identifying Personalized Drug Targets With Cancer

Author(s:); Jing Liang, Zhuo Hu, Zong-Wei Li, Kangjia Qiao, Wei-Feng Guo

Pages: 1322 - 1335

10) Privacy-Enhanced Multitasking Particle Swarm Optimization Based on Homomorphic Encryption

Author(s:); Hao Li, Fanggao Wan, Maoguo Gong, A. K. Qin, Yue Wu, Lining Xing

Pages: 1336 - 1350

11) Machine Learning-Based Prediction of New Pareto-Optimal Solutions From Pseudo-Weights

Author(s:); Anirudh Suresh, Kalyanmoy Deb

Pages: 1351 - 1365

12) A Genetic Programming Approach With Building Block Evolving and Reusing to Image Classification

Author(s:); Ying Bi, Jing Liang, Bing Xue, Mengjie Zhang

Pages: 1366 - 1380

13) Evolutionary Dynamic Constrained Multiobjective Optimization: Test Suite and Algorithm

Author(s:); Guoyu Chen, Yinan Guo, Yong Wang, Jing Liang, Dunwei Gong, Shengxiang Yang

Pages: 1381 - 1395

14) A Data-Driven Evolutionary Transfer Optimization for Expensive Problems in Dynamic Environments

Author(s:); Ke Li, Renzhi Chen, Xin Yao

Pages: 1396 - 1411

15) Interactively Learning Rough Strategies That Dynamically Satisfy Investor’s Preferences in Multiobjective Index Tracking

Author(s:); Julio Cezar Soares Silva, Adiel Teixeira de Almeida Filho

Pages: 1412 - 1426

16) A Self-Adaptive Collaborative Differential Evolution Algorithm for Solving Energy Resource Management Problems in Smart Grids

Author(s:); Haoxiang Qin, Wenlei Bai, Yi Xiang, Fangqing Liu, Yuyan Han, Ling Wang

Pages: 1427 - 1441

17) Runtime Analysis for the NSGA-II: Proving, Quantifying, and Explaining the Inefficiency for Many Objectives

Author(s:); Weijie Zheng, Benjamin Doerr

Pages: 1442 - 1454

18) Modular Multitree Genetic Programming for Evolutionary Feature Construction for Regression

Author(s:); Hengzhe Zhang, Qi Chen, Bing Xue, Wolfgang Banzhaf, Mengjie Zhang

Pages: 1455 - 1469

19) Regularity Evolution for Multiobjective Optimization

Author(s:); Shuai Wang, Aimin Zhou

Pages: 1470 - 1483

20) SR-Forest: A Genetic Programming-Based Heterogeneous Ensemble Learning Method

Author(s:); Hengzhe Zhang, Aimin Zhou, Qi Chen, Bing Xue, Mengjie Zhang

Pages: 1484 - 1498

21) Evolutionary Multitasking With Centralized Learning for Large-Scale Combinatorial Multiobjective Optimization

Author(s:); Yuxiao Huang, Wei Zhou, Yu Wang, Min Li, Liang Feng, Kay Chen Tan

Pages: 1499 - 1513

22) VSG3A2: A Genetic Algorithm-Based Virtual Sample Generation Approach Using Information Gain and Acceptance-Rejection Sampling

Author(s:); Hong Yu, Xuekang Fan, Guoyin Wang, Yongfang Xie

Pages: 1514 - 1528

23) A Dynamic-Niching-Based Pareto Domination for Multimodal Multiobjective Optimization

Author(s:); Juan Zou, Qi Deng, Yuan Liu, Xinjie Yang, Shengxiang Yang, Jinhua Zheng

Pages: 1529 - 1543

IEEE Transactions on Evolutionary Computation, Volume 28, Issue 3, June 2024

 1) Guest Editorial Evolutionary Neural Architecture Search

Author(s): Yanan Sun, Bing Xue, Mengjie Zhang, Gary G. Yen

Pages: 566 - 569

2) Pareto-Wise Ranking Classifier for Multiobjective Evolutionary Neural Architecture Search

Author(s): Lianbo Ma, Nan Li, Guo Yu, Xiaoyu Geng, Shi Cheng, Xingwei Wang, Min Huang, Yaochu Jin

Pages: 570 - 581

3) EGANS: Evolutionary Generative Adversarial Network Search for Zero-Shot Learning

Author(s): Shiming Chen, Shuhuang Chen, Wenjin Hou, Weiping Ding, Xinge You

Pages: 582 - 596

4) Tree-Based Codification in Neural Architecture Search for Medical Image Segmentation

Author(s): José-Antonio Fuentes-Tomás, Efrén Mezura-Montes, Héctor-Gabriel Acosta-Mesa, Aldo Márquez-Grajales

Pages: 597 - 607

5) Surrogate-Assisted Evolutionary Multiobjective Neural Architecture Search Based on Transfer Stacking and Knowledge Distillation

Author(s): Kuangda Lyu, Hao Li, Maoguo Gong, Lining Xing, A. K. Qin

Pages: 608 - 622

6) Enhancing Fitness Evaluation in Genetic Algorithm-Based Architecture Search for AI-Aided Financial Regulation

Author(s): Jian Feng, Yajie He, Yuhan Pan, Zhipeng Zhou, Si Chen, Wei Gong

Pages: 623 - 637

7) Neural Architecture Search for Text Classification With Limited Computing Resources Using Efficient Cartesian Genetic Programming

Author(s): Xuan Wu, Di Wang, Huanhuan Chen, Lele Yan, Yubin Xiao, Chunyan Miao, Hongwei Ge, Dong Xu, Yanchun Liang, Kangping Wang, Chunguo Wu, You Zhou

Pages: 638 - 652

8) Evolutionary Architecture Search for Generative Adversarial Networks Based on Weight Sharing

Author(s): Yu Xue, Weinan Tong, Ferrante Neri, Peng Chen, Tao Luo, Liangli Zhen, Xiao Wang

Pages: 653 - 667

9) MedNAS: Multiscale Training-Free Neural Architecture Search for Medical Image Analysis

Author(s): Yan Wang, Liangli Zhen, Jianwei Zhang, Miqing Li, Lei Zhang, Zizhou Wang, Yangqin Feng, Yu Xue, Xiao Wang, Zheng Chen, Tao Luo, Rich Siow Mong Goh, Yong Liu

Pages: 668 - 681

10) Toward Evolutionary Multitask Convolutional Neural Architecture Search

Author(s): Xun Zhou, Zhenkun Wang, Liang Feng, Songbai Liu, Ka-Chun Wong, Kay Chen Tan

Pages: 682 - 695

11) Multi-Objective Archiving

Author(s): Miqing Li, Manuel López-Ibáñez, Xin Yao

Pages: 696 - 717

12) A Global and Local Surrogate-Assisted Genetic Programming Approach to Image Classification

Author(s): Qinglan Fan, Ying Bi, Bing Xue, Mengjie Zhang

Pages: 718 - 732

13) Evolutionary Bilevel Optimization via Multiobjective Transformation-Based Lower-Level Search

Author(s): Lei Chen, Hai-Lin Liu, Ke Li, Kay Chen Tan

Pages: 733 - 747

14) ESSR: Evolving Sparse Sharing Representation for Multitask Learning

Author(s): Yayu Zhang, Yuhua Qian, Guoshuai Ma, Xinyan Liang, Guoqing Liu, Qingfu Zhang, Ke Tang

Pages: 748 - 762

15) Multipopulation Evolution-Based Dynamic Constrained Multiobjective Optimization Under Diverse Changing Environments

Author(s): Qingda Chen, Jinliang Ding, Gary G. Yen, Shengxiang Yang, Tianyou Chai

Pages: 763 - 777

16) A Performance Indicator for Interactive Evolutionary Multiobjective Optimization Methods

Author(s): Pouya Aghaei Pour, Sunith Bandaru, Bekir Afsar, Michael Emmerich, Kaisa Miettinen

Pages: 778 - 787

17) Quantum Genetic Algorithm With Individuals in Multiple Registers

Author(s): Rubén Ibarrondo, Giancarlo Gatti, Mikel Sanz

Pages: 788 - 797

18) Multiobjective Evolutionary Generative Adversarial Network Compression for Image Translation

Author(s): Yao Zhou, Bing Hu, Xianglei Yuan, Kaide Huang, Zhang Yi, Gary G. Yen

Pages: 798 - 809

19) A Two-Stage Differential Evolutionary Algorithm for Deep Ensemble Model Generation

Author(s): Haitong Zhao, Changsheng Zhang, Bing Xue, Mengjie Zhang, Bin Zhang

Pages: 810 - 824

20) Sparsity-Preserved Pareto Optimization for Subset Selection

Author(s): Lei Zhang, Xiang Sun, Haipeng Yang, Fan Cheng

Pages: 825 - 836

21)Analysis of Multiobjective Evolutionary Algorithms on Fitness Function With Time-Linkage Property

Author(s): Tianyi Yang, Yuren Zhou

Pages: 837 - 843

IEEE Transactions on Evolutionary Computation, Volume 28, Issue 2, April 2024

1) The Physical Cell Identity Assignment Problem: A Practical Optimization Approach

Author(s): Carlos E. Andrade, Luciana S. Pessoa, Slawomir Stawiarski

Pages: 282 - 292

2) Offline Data-Driven Multiobjective Optimization Evolutionary Algorithm Based on Generative Adversarial Network

Author(s): Yu Zhang, Wang Hu, Wen Yao, Lixian Lian, Gary G. Yen

Pages: 293 - 306

3) Genetic Programming-Based Evolutionary Deep Learning for Data-Efficient Image Classification

Author(s): Ying Bi, Bing Xue, Mengjie Zhang

Pages: 307 - 322

4) Neural Architecture Search as Multiobjective Optimization Benchmarks: Problem Formulation and Performance Assessment

Author(s): Zhichao Lu, Ran Cheng, Yaochu Jin, Kay Chen Tan, Kalyanmoy Deb

Pages: 323 - 337

5) Evolutionary Multitasking for Costly Task Offloading in Mobile-Edge Computing Networks

Author(s): Chen Yang, Qunjian Chen, Zexuan Zhu, Zhi-An Huang, Shulin Lan, Liehuang Zhu

Pages: 338 - 352

6) A Survey on Unbalanced Classification: How Can Evolutionary Computation Help?

Author(s): Wenbin Pei, Bing Xue, Mengjie Zhang, Lin Shang, Xin Yao, Qiang Zhang

Pages: 353 - 373

7) Nonzero Degree-Based Multiobjective Cooperative Coevolutionary for Block Sparse Recovery

Author(s): Yiting Liu, Hao Li, Maoguo Gong, A. K. Qin

Pages: 374 - 387

8) Ensemble of Domain Adaptation-Based Knowledge Transfer for Evolutionary Multitasking

Author(s): Wu Lin, Qiuzhen Lin, Liang Feng, Kay Chen Tan

Pages: 388 - 402

9) Subset Selection for Evolutionary Multiobjective Optimization

Author(s): Yu-Ran Gu, Chao Bian, Miqing Li, Chao Qian

Pages: 403 - 417

10) A Quantum Evolutionary Learning Tracker for Video

Author(s): Ruohan Zhang, Licheng Jiao, Lingling Li, Xu Liu, Fang Liu, Shuyuan Yang

Pages: 418 - 431

11) Hypervolume-Guided Decomposition for Parallel Expensive Multiobjective Optimization

Author(s): Liang Zhao, Qingfu Zhang

Pages: 432 - 444

12) A Training-Free Neural Architecture Search Algorithm Based on Search Economics

Author(s): Meng-Ting Wu, Hung-I Lin, Chun-Wei Tsai

Pages: 445 - 459

13) Improved Evolutionary Operators for Sparse Large-Scale Multiobjective Optimization Problems

Author(s): Ian Kropp, A. Pouyan Nejadhashemi, Kalyanmoy Deb

Pages: 460 - 473

14) Routing and Scheduling in Multigraphs With Time Constraints—A Memetic Approach for Airport Ground Movement

Author(s): Lilla Beke, Lourdes Uribe, Adriana Lara, Carlos Artemio Coello Coello, Michal Weiszer, Edmund K. Burke, Jun Chen

Pages: 474 - 488

15) Tailoring Evolutionary Algorithms to Solve the Multiobjective Location-Routing Problem for Biomass Waste Collection

Author(s): Yuanrui Li, Qiuhong Zhao, Shengxiang Yang, Yinan Guo

Pages: 489 - 500

16) Convergence Rate of the (1+1)-ES on Locally Strongly Convex and Lipschitz Smooth Functions

Author(s): Daiki Morinaga, Kazuto Fukuchi, Jun Sakuma, Youhei Akimoto

Pages: 501 - 515

17) Evolutionary Multimodal Multiobjective Optimization for Traveling Salesman Problems

Author(s): Yiping Liu, Liting Xu, Yuyan Han, Xiangxiang Zeng, Gary G. Yen, Hisao Ishibuchi

Pages: 516 - 530

18) A Multiagent Cooperative Learning System With Evolution of Social Roles

Author(s): Yaqing Hou, Mingyang Sun, Yifeng Zeng, Yew-Soon Ong, Yaochu Jin, Hongwei Ge, Qiang Zhang

Pages: 531 - 543

19) Detecting Hidden and Irrelevant Objectives in Interactive Multiobjective Optimization

Author(s): Seyed Mahdi Shavarani, Manuel López-Ibáñez, Richard Allmendinger

Pages: 544 - 557

20) On Cooperative Coevolution and Global Crossover

Author(s): Larry Bull, Haixia Liu

Pages: 558 - 561

IEEE Transactions on Evolutionary Computation, Volume 28, Issue 1, February 2024

1) A Constrained Competitive Swarm Optimizer With an SVM-Based Surrogate Model for Feature Selection

Author(s): Bach Hoai Nguyen, Bing Xue, Mengjie Zhang

Pages: 2 - 16

2) Two-Stage Multiobjective Evolution Strategy for Constrained Multiobjective Optimization

Author(s): Kai Zhang, Zhiwei Xu, Gary G. Yen, Ling Zhang

Pages: 17 - 31

3) An Efficient Differential Grouping Algorithm for Large-Scale Global Optimization

Author(s): Abhishek Kumar, Swagatam Das, Rammohan Mallipeddi

Pages: 32 - 46

4) Large-Scale Multiobjective Optimization via Reformulated Decision Variable Analysis

Author(s): Cheng He, Ran Cheng, Lianghao Li, Kay Chen Tan, Yaochu Jin

Pages: 47 - 61

5) Evolutionary Multiform Optimization With Two-Stage Bidirectional Knowledge Transfer Strategy for Point Cloud Registration

Author(s): Yue Wu, Hangqi Ding, Maoguo Gong, A. K. Qin, Wenping Ma, Qiguang Miao, Kay Chen Tan

Pages: 62 - 76

6) Constrained Multiobjective Optimization via Multitasking and Knowledge Transfer

Author(s): Fei Ming, Wenyin Gong, Ling Wang, Liang Gao

Pages: 77 - 89

7) Higher Order Knowledge Transfer for Dynamic Community Detection With Great Changes

Author(s): Huixin Ma, Kai Wu, Handing Wang, Jing Liu

Pages: 90 - 104

8) Learning to Approximate: Auto Direction Vector Set Generation for Hypervolume Contribution Approximation

Author(s): Ke Shang, Tianye Shu, Hisao Ishibuchi

Pages: 105 - 116

9) To Trust or Not to Trust: Evolutionary Dynamics of an Asymmetric N-Player Trust Game

Author(s): Ik Soo Lim, Naoki Masuda

Pages: 117 - 131

10) Surrogate-Assisted Environmental Selection for Fast Hypervolume-Based Many-Objective Optimization

Author(s): Shulei Liu, Handing Wang, Wen Yao, Wei Peng

Pages: 132 - 146

11) Survey on Genetic Programming and Machine Learning Techniques for Heuristic Design in Job Shop Scheduling

Author(s): Fangfang Zhang, Yi Mei, Su Nguyen, Mengjie Zhang

Pages: 147 - 167

12) A Bi-Objective Evolutionary Algorithm for Multimodal Multiobjective Optimization

Author(s): Zhifang Wei, Weifeng Gao, Maoguo Gong, Gary G. Yen

Pages: 168 - 177

13) Multitask Particle Swarm Optimization With Heterogeneous Domain Adaptation

Author(s): Honggui Han, Xing Bai, Ying Hou, Junfei Qiao

Pages: 178 - 192

14) Process Knowledge-Guided Autonomous Evolutionary Optimization for Constrained Multiobjective Problems

Author(s): Mingcheng Zuo, Dunwei Gong, Yan Wang, Xianming Ye, Bo Zeng, Fanlin Meng

Pages: 193 - 207

15) Bi-Level Multiobjective Evolutionary Learning: A Case Study on Multitask Graph Neural Topology Search

Author(s): Chao Wang, Licheng Jiao, Jiaxuan Zhao, Lingling Li, Xu Liu, Fang Liu, Shuyuan Yang

Pages: 208 - 222

16) An Interactive Knowledge-Based Multiobjective Evolutionary Algorithm Framework for Practical Optimization Problems

Author(s): Abhiroop Ghosh, Kalyanmoy Deb, Erik Goodman, Ronald Averill

Pages: 223 - 237

17) A Mahalanobis Distance-Based Approach for Dynamic Multiobjective Optimization With Stochastic Changes

Author(s): Yaru Hu, Jinhua Zheng, Shouyong Jiang, Shengxiang Yang, Juan Zou, Rui Wang

Pages: 238 - 251

18) Identifying Pareto Fronts Reliably Using a Multistage Reference-Vector-Based Framework

Author(s): Kalyanmoy Deb, Claudio Lucio do Val Lopes, Flávio Vinícius Cruzeiro Martins, Elizabeth Fialho Wanner

Pages: 252 - 266

19) A Multipopulation Evolutionary Algorithm Using New Cooperative Mechanism for Solving Multiobjective Problems With Multiconstraint

Author(s): Juan Zou, Ruiqing Sun, Yuan Liu, Yaru Hu, Shengxiang Yang, Jinhua Zheng, Ke Li

Pages: 267 - 280

IEEE Transactions on Evolutionary Computation, Volume 27, Issue 6

1) Evolutionary Algorithm-Based Attack Strategy With Swarm Robots in Denied Environments

Author(s): Huan Liu, JunQi Zhang, Peng Zu, MengChu Zhou

Pages: 1562 - 1574

2) Dual-Fuzzy-Classifier-Based Evolutionary Algorithm for Expensive Multiobjective Optimization

Author(s): Jinyuan Zhang, Linjun He, Hisao Ishibuchi

Pages: 1575 - 1589

3) A Learning-Based Multipopulation Evolutionary Optimization for Flexible Job Shop Scheduling Problem With Finite Transportation Resources

Author(s): Zixiao Pan, Ling Wang, Jie Zheng, Jing-Fang Chen, Xing Wang

Pages: 1590 - 1603

4) Decomposition-Based Lin–Kernighan Heuristic With Neighborhood Structure Transfer for Multi/Many-Objective Traveling Salesman Problem

Author(s): Xinye Cai, Kang Wang, Yi Mei, Zhenhua Li, Jun Zhao, Qingfu Zhang

Pages: 1604 - 1617

5) OPTION: OPTImization Algorithm Benchmarking ONtology

Author(s): Ana Kostovska, Diederick Vermetten, Carola Doerr, Sašo Džeroski, Panče Panov, Tome Eftimov

Pages: 1618 - 1632

6) A Multi-Objective Genetic Programming Algorithm With α Dominance and Archive for Uncertain Capacitated Arc Routing Problem

Author(s): Shaolin Wang, Yi Mei, Mengjie Zhang

Pages: 1633 - 1647

7) AutoDock Koto: A Gradient Boosting Differential Evolution for Molecular Docking

Author(s): Junkai Ji, Jin Zhou, Zhangfan Yang, Qiuzhen Lin, Carlos A. Coello Coello

Pages: 1648 - 1662

8) A Multiscenario Optimization Evolutionary Algorithm Based on Transfer Framework

Author(s): Shanlin Jiang, Gary G. Yen, Zhenan He

Pages: 1663 - 1677

9) The Competing Genes Evolutionary Algorithm: Avoiding Genetic Drift Through Competition, Local Search, and Majority Voting

Author(s): Adetunji David Ajimakin, V. Susheela Devi

Pages: 1678 - 1689

10) An Improved Local Search Method for Large-Scale Hypervolume Subset Selection

Author(s): Yang Nan, Ke Shang, Hisao Ishibuchi, Linjun He

Pages: 1690 - 1704

11) Task Relatedness-Based Multitask Genetic Programming for Dynamic Flexible Job Shop Scheduling

Author(s): Fangfang Zhang, Yi Mei, Su Nguyen, Kay Chen Tan, Mengjie Zhang

Pages: 1705 - 1719

12) A Decomposition Method for Both Additively and Nonadditively Separable Problems

Author(s): Minyang Chen, Wei Du, Yang Tang, Yaochu Jin, Gary G. Yen

Pages: 1720 - 1734

13) Ensemble Multifactorial Evolution With Biased Skill-Factor Inheritance for Many-Task Optimization

Author(s): Binh Huynh Thi Thanh, Le Van Cuong, Ta Bao Thang, Nguyen Hoang Long

Pages: 1735 - 1749

14) A Knowledge Guided Transfer Strategy for Evolutionary Dynamic Multiobjective Optimization

Author(s): Yinan Guo, Guoyu Chen, Min Jiang, Dunwei Gong, Jing Liang

Pages: 1750 - 1764

15) Surrogate-Assisted Differential Evolution With Adaptive Multisubspace Search for Large-Scale Expensive Optimization

Author(s): Haoran Gu, Handing Wang, Yaochu Jin

Pages: 1765 - 1779

16) Interindividual Correlation and Dimension-Based Dual Learning for Dynamic Multiobjective Optimization

Author(s): Li Yan, Wenlong Qi, Jing Liang, Boyang Qu, Kunjie Yu, Caitong Yue, Xuzhao Chai

Pages: 1780 - 1793

17) Learning-Aided Evolution for Optimization

Author(s): Zhi-Hui Zhan, Jian-Yu Li, Sam Kwong, Jun Zhang

Pages: 1794 - 1808

18) Evolutionary Minimization of Traffic Congestion

Author(s): Maximilian Böther, Leon Schiller, Philipp Fischbeck, Louise Molitor, Martin S. Krejca, Tobias Friedrich

Pages: 1809 - 1821

19) An Expensive Many-Objective Optimization Algorithm Based on Efficient Expected Hypervolume Improvement

Author(s): Yong Pang, Yitang Wang, Shuai Zhang, Xiaonan Lai, Wei Sun, Xueguan Song

Pages: 1822 - 1836

20) Bilevel Optimization via Collaborations Among Lower-Level Optimization Tasks

Author(s): Pei-Qiu Huang, Qingfu Zhang, Yong Wang

Pages: 1837 - 1850

21) Domain Generalization-Based Dynamic Multiobjective Optimization: A Case Study on Disassembly Line Balancing

Author(s): Yilin Fang, Fubo Liu, Miqing Li, Hao Cui

Pages: 1851 - 1865

22) Adaptive Ant Colony Optimization With Node Clustering for the Multidepot Vehicle Routing Problem

Author(s): Petr Stodola, Jan Nohel

Pages: 1866 - 1880

23) Interaction-Based Prediction for Dynamic Multiobjective Optimization

Author(s): Xiao-Fang Liu, Xin-Xin Xu, Zhi-Hui Zhan, Yongchun Fang, Jun Zhang

Pages: 1881 - 1895

24) SFE: A Simple, Fast, and Efficient Feature Selection Algorithm for High-Dimensional Data

Author(s): Behrouz Ahadzadeh, Moloud Abdar, Fatemeh Safara, Abbas Khosravi, Mohammad Bagher Menhaj, Ponnuthurai Nagaratnam Suganthan

Pages: 1896 - 1911

25) Multiobjective Differential Evolution Algorithm Balancing Multiple Stakeholders for Low-Carbon Order Scheduling in E-Waste Recycling

Author(s): Ying Hou, Yilin Wu, Honggui Han

Pages: 1912 - 1925

26) Obfuscating Community Structure in Complex Network With Evolutionary Divide-and-Conquer Strategy

Author(s): Jie Zhao, Kang Hao Cheong

Pages: 1926 - 1940

27) A Survey on Learnable Evolutionary Algorithms for Scalable Multiobjective Optimization

Author(s): Songbai Liu, Qiuzhen Lin, Jianqiang Li, Kay Chen Tan

Pages: 1941 - 1961

28) History-Guided Hill Exploration for Evolutionary Computation

Author(s): Junchen Wang, Changhe Li, Sanyou Zeng, Shengxiang Yang

Pages: 1962 - 1975

IEEE Transactions on Evolutionary Computation, Volume 27, Issue 4

1) Guest Editorial Special Issue on Multiobjective Evolutionary Optimization in Machine Learning

Author(s): Uwe Aickelin, Hadi Akbarzadeh Khorshidi, Rong Qu, Hadi Charkhgard

Pages: 746 - 748

2) Interactive Evolutionary Multiobjective Optimization via Learning to Rank

Author(s): Ke Li, Guiyu Lai, Xin Yao

Pages: 749 - 763

3) Reduced-Space Multistream Classification Based on Multiobjective Evolutionary Optimization

Author(s): Botao Jiao, Yinan Guo, Shengxiang Yang, Jiayang Pu, Dunwei Gong

Pages: 764 - 777

4) Neural Architecture Search Based on a Multi-Objective Evolutionary Algorithm With Probability Stack

Author(s): Yu Xue, Chen Chen, Adam Słowik

Pages: 778 - 786

5) Region Purity-Based Local Feature Selection: A Multiobjective Perspective

Author(s): Yu Zhou, Yan Qiu, Sam Kwong

Pages: 787 - 801

6) An Evolutionary Multitasking Algorithm With Multiple Filtering for High-Dimensional Feature Selection

Author(s): Lingjie Li, Manlin Xuan, Qiuzhen Lin, Min Jiang, Zhong Ming, Kay Chen Tan

Pages: 802 - 816

7) Evolutionary Multiobjective Clustering Over Multiple Conflicting Data Views

Author(s): Mario Garza-Fabre, Julia Handl, Adán José-García

Pages: 817 - 831

8) Query-Efficient Generation of Adversarial Examples for Defensive DNNs via Multiobjective Optimization

Author(s): Wei Jiang, Shen You, Jinyu Zhan, Xupeng Wang, Hong Lei, Deepak Adhikari

Pages: 832 - 847

9) Mitigating Unfairness via Evolutionary Multiobjective Ensemble Learning

Author(s): Qingquan Zhang, Jialin Liu, Zeqi Zhang, Junyi Wen, Bifei Mao, Xin Yao

Pages: 848 - 862

10) Evolutionary Multitasking for Large-Scale Multiobjective Optimization

Author(s): Songbai Liu, Qiuzhen Lin, Liang Feng, Ka-Chun Wong, Kay Chen Tan

Pages: 863 - 877

11) Island Transpeciation: A Co-Evolutionary Neural Architecture Search, Applied to Country-Scale Air-Quality Forecasting

Author(s): Konstantinos Theodorakos, Oscar Mauricio Agudelo, Joachim Schreurs, Johan A. K. Suykens, Bart De Moor

Pages: 878 - 892

12) Discretization-Based Feature Selection as a Bilevel Optimization Problem

Author(s): Rihab Said, Maha Elarbi, Slim Bechikh, Carlos Artemio Coello Coello, Lamjed Ben Said

Pages: 893 - 907

13) Objective-Constraint Mutual-Guided Surrogate-Based Particle Swarm Optimization for Expensive Constrained Multimodal Problems

Author(s): Yong Zhang, Xin-Fang Ji, Xiao-Zhi Gao, Dun-Wei Gong, Xiao-Yan Sun

Pages: 908 - 922

14) A Localized High-Fidelity-Dominance-Based Many-Objective Evolutionary Algorithm

Author(s): Dhish Kumar Saxena, Sukrit Mittal, Sarang Kapoor, Kalyanmoy Deb

Pages: 923 - 937

15) Theory of (1+1) ES on SPHERE Revisited

Author(s): Alexandru Agapie, Ovidiu Solomon, Luiza Bădin

Pages: 938 - 948

16) Feature Extraction for Recommendation of Constrained Multiobjective Evolutionary Algorithms

Author(s): Kangjia Qiao, Kunjie Yu, Boyang Qu, Jing Liang, Caitong Yue, Xuanxuan Ban

Pages: 949 - 963

17) Gene Targeting Differential Evolution: A Simple and Efficient Method for Large-Scale Optimization

Author(s): Zi-Jia Wang, Jun-Rong Jian, Zhi-Hui Zhan, Yun Li, Sam Kwong, Jun Zhang

Pages: 964 - 979

18) Frequency Fitness Assignment: Optimization Without Bias for Good Solutions Can Be Efficient

Author(s): Thomas Weise, Zhize Wu, Xinlu Li, Yan Chen, Jörg Lässig

Pages: 980 - 992

19) Domination-Based Selection and Shift-Based Density Estimation for Constrained Multiobjective Optimization

Author(s): Jinlong Zhou, Yinggui Zhang, Jinhua Zheng, Miqing Li

Pages: 993 - 1004

20) An Efficient Way of Introducing Gender Into Evolutionary Algorithms

Author(s): Christian Kasten, Julian Fahr, Markus Klein

Pages: 1005 - 1014

21) Multitask Particle Swarm Optimization With Dynamic On-Demand Allocation

Author(s): Honggui Han, Xing Bai, Ying Hou, Junfei Qiao

Pages: 1015 - 1026

22) Automatic Variable Reduction

Author(s): Aijuan Song, Guohua Wu, Ponnuthurai Nagaratnam Suganthan, Witold Pedrycz

Pages: 1027 - 1041

23) Evolutionary Multitasking for Optimization Based on Generative Strategies

Author(s): Zhengping Liang, Yingmiao Zhu, Xiyu Wang, Zhi Li, Zexuan Zhu

Pages: 1042 - 1056

24) ConCS: A Continual Classifier System for Continual Learning of Multiple Boolean Problems

Author(s): Trung B. Nguyen, Will N. Browne, Mengjie Zhang

Pages: 1057 - 1071

25) Automated Design of Metaheuristics Using Reinforcement Learning Within a Novel General Search Framework

Author(s): Wenjie Yi, Rong Qu, Licheng Jiao, Ben Niu

Pages: 1072 - 1084

26) A Performance Indicator-Based Infill Criterion for Expensive Multi-/Many-Objective Optimization

Author(s): Shufen Qin, Chaoli Sun, Qiqi Liu, Yaochu Jin

Pages: 1085 - 1099

27) Dynamic In Vivo Computation for Learning-Based Nanobiosensing in Time-Varying Biological Landscapes

Author(s): Shaolong Shi, Yifan Chen, Jurong Ding, Qiang Liu, Qingfu Zhang

Pages: 1100 - 1114

28) Multiobjective Differential Evolution With Speciation for Constrained Multimodal Multiobjective Optimization

Author(s): Jing Liang, Hongyu Lin, Caitong Yue, Kunjie Yu, Ying Guo, Kangjia Qiao

Pages: 1115 - 1129

29) Detecting Overlapping Areas in Unbalanced High-Dimensional Data Using Neighborhood Rough Set and Genetic Programming

Author(s): Wenbin Pei, Bing Xue, Lin Shang, Mengjie Zhang

Pages: 1130 - 1144

30) Effects of Archive Size on Computation Time and Solution Quality for Multiobjective Optimization

Author(s): Tianye Shu, Ke Shang, Hisao Ishibuchi, Yang Nan

Pages: 1145 - 1153

31) HV-Net: Hypervolume Approximation Based on DeepSets

Author(s): Ke Shang, Weiyu Chen, Weiduo Liao, Hisao Ishibuchi

Pages: 1154 - 1160

IEEE Transactions on Evolutionary Computation, Volume 27, Issue 3, June 2023

1) Guest Editorial Special Issue on Large-Scale Evolutionary Multiobjective Optimization and Its Practical Applications

Author(s): Xingyi Zhang, Ran Cheng, Yaochu Jin, Bernhard Sendhoff

Pages: 398 - 400

2) Evolutionary Large-Scale Multiobjective Optimization: Benchmarks and Algorithms

Author(s): Songbai Liu, Qiuzhen Lin, Ka-Chun Wong, Qing Li, Kay Chen Tan

Pages: 401 - 415

3) Solution of Large-Scale Many-Objective Optimization Problems Based on Dimension Reduction and Solving Knowledge-Guided Evolutionary Algorithm

Author(s): Xiangjuan Yao, Qian Zhao, Dunwei Gong, Song Zhu

Pages: 416 - 429

4) A Greedy Cooperative Co-Evolutionary Algorithm With Problem-Specific Knowledge for Multiobjective Flowshop Group Scheduling Problems

Author(s): Xuan He, Quan-Ke Pan, Liang Gao, Ling Wang, Ponnuthurai Nagaratnam Suganthan

Pages: 430 - 444

5) A Fuzzy Decision Variables Framework for Large-Scale Multiobjective Optimization

Author(s): Xu Yang, Juan Zou, Shengxiang Yang, Jinhua Zheng, Yuan Liu

Pages: 445 - 459

6) Genetic Programming for Image Classification: A New Program Representation With Flexible Feature Reuse

Author(s): Qinglan Fan, Ying Bi, Bing Xue, Mengjie Zhang

Pages: 460 - 474

7) An Efficient Adaptive Differential Grouping Algorithm for Large-Scale Black-Box Optimization

Author(s): An Chen, Zhigang Ren, Wenhua Guo, Yongsheng Liang, Zuren Feng

Pages: 475 - 489

8) Using an Estimation of Distribution Algorithm to Achieve Multitasking Semantic Web Service Composition

Author(s): Chen Wang, Hui Ma, Gang Chen, Sven Hartmann

Pages: 490 - 504

9) Minimizing Expected Deviation in Upper Level Outcomes Due to Lower Level Decision Making in Hierarchical Multiobjective Problems

Author(s): Kalyanmoy Deb, Zhichao Lu, Ian Kropp, J. Sebastian Hernandez-Suarez, Rayan Hussein, Steven Miller, A. Pouyan Nejadhashemi

Pages: 505 - 519

10) An Iterative Two-Stage Multifidelity Optimization Algorithm for Computationally Expensive Problems

Author(s): Angus Kenny, Tapabrata Ray, Hemant Kumar Singh

Pages: 520 - 534

11) A Genetic Algorithm (GA) and Swarm-Based Binary Decision Diagram (BDD) Reordering Optimizer Reinforced With Recent Operators

Author(s): Ahmed Awad, Amjad Hawash, Baker Abdalhaq

Pages: 535 - 549

12) Benchmarking Optimization Algorithms for Auto-Tuning GPU Kernels

Author(s): Richard Arnoud Schoonhoven, Ben van Werkhoven, Kees Joost Batenburg

Pages: 550 - 564

13) Strengthening Gradient Descent by Sequential Motion Optimization for Deep Neural Networks

Author(s): Thang Le-Duc, Quoc-Hung Nguyen, Jaehong Lee, H. Nguyen-Xuan

Pages: 565 - 579

14) A Stochastic Simulation Optimization-Based Range Gate Pull-Off Jamming Method

Author(s): Yuanhang Wang, Tianxian Zhang, Lingjiang Kong, Zhijie Ma

Pages: 580 - 594

15) Surrogate Sample-Assisted Particle Swarm Optimization for Feature Selection on High-Dimensional Data

Author(s): Xianfang Song, Yong Zhang, Dunwei Gong, Hui Liu, Wanqiu Zhang

Pages: 595 - 609

16) A Learning-Based Memetic Algorithm for Energy-Efficient Flexible Job-Shop Scheduling With Type-2 Fuzzy Processing Time

Author(s): Rui Li, Wenyin Gong, Chao Lu, Ling Wang

Pages: 610 - 620

17) Explainable Artificial Intelligence by Genetic Programming: A Survey

Author(s): Yi Mei, Qi Chen, Andrew Lensen, Bing Xue, Mengjie Zhang

Pages: 621 - 641

18) Dynamic Auxiliary Task-Based Evolutionary Multitasking for Constrained Multiobjective Optimization

Author(s): Kangjia Qiao, Kunjie Yu, Boyang Qu, Jing Liang, Hui Song, Caitong Yue, Hongyu Lin, Kay Chen Tan

Pages: 642 - 656

19) Robust Optimization Over Time by Estimating Robustness of Promising Regions

Author(s): Danial Yazdani, Donya Yazdani, Jürgen Branke, Mohammad Nabi Omidvar, Amir Hossein Gandomi, Xin Yao

Pages: 657 - 670

20) Distributed and Expensive Evolutionary Constrained Optimization With On-Demand Evaluation

Author(s): Feng-Feng Wei, Wei-Neng Chen, Qing Li, Sang-Woon Jeon, Jun Zhang

Pages: 671 - 685

21) Cooperative Coevolutionary CMA-ES With Landscape-Aware Grouping in Noisy Environments

Author(s): Yapei Wu, Xingguang Peng, Handing Wang, Yaochu Jin, Demin Xu

Pages: 686 - 700

22) A Stigmergy-Based Island Model for Dynamic Evaluation of Constraint-Handling Techniques and Differential Evolution Algorithms

Author(s): Grasiele Regina Duarte, Beatriz Souza Leite Pires de Lima, Afonso Celso de Castro Lemonge

Pages: 701 - 715

23) Evolutionary Sampling Agent for Expensive Problems

Author(s): Huixiang Zhen, Wenyin Gong, Ling Wang

Pages: 716 - 727

24) Community Detection in Multiplex Networks Based on Evolutionary Multitask Optimization and Evolutionary Clustering Ensemble

Author(s): Chao Lyu, Yuhui Shi, Lijun Sun, Chin-Teng Lin

Pages: 728 - 742

IEEE Transactions on Evolutionary Computation, Volume 27, Issue 2, April 2023

1) A Survey on Evolutionary Constrained Multiobjective Optimization

Author(s): Jing Liang, Xuanxuan Ban, Kunjie Yu, Boyang Qu, Kangjia Qiao, Caitong Yue, Ke Chen, Kay Chen Tan

Pages: 201 - 221

2) A Genetic Algorithm Approach to Automate Architecture Design for Acoustic Scene Classification

Author(s): Noha W. Hasan, Ali S. Saudi, Mahmoud I. Khalil, Hazem M. Abbas

Pages: 222 - 236

3) A Multiobjective Multitask Optimization Algorithm Using Transfer Rank

Author(s): Hongyan Chen, Hai-Lin Liu, Fangqing Gu, Kay Chen Tan

Pages: 237 - 250

4) Solving the Single-Row Facility Layout Problem by K-Medoids Memetic Permutation Group

Author(s): Lixin Tang, Zuocheng Li, Jin-Kao Hao

Pages: 251 - 265

5) A Variable Granularity Search-Based Multiobjective Feature Selection Algorithm for High-Dimensional Data Classification

Author(s): Fan Cheng, Junjie Cui, Qijun Wang, Lei Zhang

Pages: 266 - 280

6) On the Evolutionary Synthesis of Fault-Resilient Digital Circuits

Author(s): Umar Afzaal, Abdus Sami Hassan, Muhammad Usman, Jeong-A Lee

Pages: 281 - 295

7) Differential Evolution-Based Feature Selection: A Niching-Based Multiobjective Approach

Author(s): Peng Wang, Bing Xue, Jing Liang, Mengjie Zhang

Pages: 296 - 310

8) Knowledge Transfer Genetic Programming With Auxiliary Population for Solving Uncertain Capacitated Arc Routing Problem

Author(s): Mazhar Ansari Ardeh, Yi Mei, Mengjie Zhang, Xin Yao

Pages: 311 - 325

9) Objective Space-Based Population Generation to Accelerate Evolutionary Algorithms for Large-Scale Many-Objective Optimization

Author(s): Qi Deng, Qi Kang, Liang Zhang, MengChu Zhou, Jing An

Pages: 326 - 340

10) Offline and Online Objective Reduction via Gaussian Mixture Model Clustering

Author(s): Genghui Li, Zhenkun Wang, Qingfu Zhang, Jianyong Sun

Pages: 341 - 354

11) A Bilevel Gene-Based Multiobjective Memetic Algorithm for Passive Localization System Deployment Optimization

Author(s): Zhao Wang, Maoguo Gong, Peng Li, Fei Xie, Mingyang Zhang

Pages: 355 - 369

12) Contrastive Learning: An Alternative Surrogate for Offline Data-Driven Evolutionary Computation

Author(s): Hao-Gan Huang, Yue-Jiao Gong

Pages: 370 - 384

13) Promoting Transfer of Robot Neuro-Motion-Controllers by Many-Objective Topology and Weight Evolution

Author(s): Adham Salih, Amiram Moshaiov

Pages: 385 - 395