论文

2026

1. TII

   Dynamic Multiobjective Optimization for Integrated Coal Mine Energy Systems With Streaming Constraints

   Chi Zhang, Miao Rong^*, Shengxiang Yang, Quanke Pan, and Chen Peng^*

   IEEE Transactions on Industrial Informatics, 2026

   DOI Bib HTML Code

   @article{zhang2026dynamic,
     title = {Dynamic Multiobjective Optimization for Integrated Coal Mine Energy Systems With Streaming Constraints},
     author = {Zhang, Chi and Rong, Miao and Yang, Shengxiang and Pan, Quanke and Peng, Chen},
     journal = {IEEE Transactions on Industrial Informatics},
     volume = {22},
     number = {4},
     pages = {3319--3329},
     year = {2026},
     doi = {10.1109/TII.2025.3648713},
   }

2. ESWA

   A Q-Learning Driven Prediction Approach to Dynamic Constrained Many-Objective Engineering System Optimization

   Miao Rong, Yunjie Wang, and Chen Peng

   Expert Systems with Applications, 2026

   DOI Bib HTML Code

   @article{rong2026qlearning,
     title = {A Q-Learning Driven Prediction Approach to Dynamic Constrained Many-Objective Engineering System Optimization},
     author = {Rong, Miao and Wang, Yunjie and Peng, Chen},
     journal = {Expert Systems with Applications},
     volume = {322},
     pages = {132320},
     year = {2026},
     doi = {10.1016/j.eswa.2026.132320},
   }

3. ESWA

   Integration path coverage testing of the changing driver code guided by knowledge graph

   Baicai Sun, Miao Rong, Gaige Wang, and Dunwei Gong

   Expert Systems with Applications, 2026

   DOI Bib HTML

   @article{sun2026knowledgegraph,
     title = {Integration path coverage testing of the changing driver code guided by knowledge graph},
     author = {Sun, Baicai and Rong, Miao and Wang, Gaige and Gong, Dunwei},
     journal = {Expert Systems with Applications},
     volume = {298},
     pages = {129814},
     year = {2026},
     doi = {10.1016/j.eswa.2025.129814},
   }

4. ESWA

   AdaptiveStreamFL: A Bayesian-Enhanced Multi-Scale Federated Learning Framework for Dynamic Data Streams With Uncertainty Quantification

   Tai Xiong, Chi Zhang, Miao Rong^*, Dunwei Gong, and Shengxiang Yang

   Expert Systems with Applications, 2026

   DOI Bib HTML Code

   @article{xiong2026adaptivestreamfl,
     title = {AdaptiveStreamFL: A Bayesian-Enhanced Multi-Scale Federated Learning Framework for Dynamic Data Streams With Uncertainty Quantification},
     author = {Xiong, Tai and Zhang, Chi and Rong, Miao and Gong, Dunwei and Yang, Shengxiang},
     journal = {Expert Systems with Applications},
     volume = {299},
     pages = {129882},
     year = {2026},
     doi = {10.1016/j.eswa.2025.129882},
   }

5. IJCAS

   Inverse Dynamic-Augmented Deep Reinforcement Learning for Set-Point Control of Power Generation Systems

   Xiaoming Sun, Miao Rong^*, Chuanliang Cheng, and Chen Peng^*

   International Journal of Control, Automation and Systems, 2026

   DOI Bib HTML

   @article{sun2026inverse,
     title = {Inverse Dynamic-Augmented Deep Reinforcement Learning for Set-Point Control of Power Generation Systems},
     author = {Sun, Xiaoming and Rong, Miao and Cheng, Chuanliang and Peng, Chen},
     journal = {International Journal of Control, Automation and Systems},
     volume = {24},
     number = {2},
     pages = {393--406},
     year = {2026},
     doi = {10.1007/s12555-026-00042-5},
   }

2025

1. TEVC

   A Prediction and Weak Coevolution-Based Dynamic Constrained Multiobjective Optimization

   Dunwei Gong, Miao Rong^*, Na Hu, Yan Wang, Witold Pedrycz, and Shengxiang Yang

   IEEE Transactions on Evolutionary Computation, 2025

   DOI Bib HTML Code

   @article{gong2025prediction,
     title = {A Prediction and Weak Coevolution-Based Dynamic Constrained Multiobjective Optimization},
     author = {Gong, Dunwei and Rong, Miao and Hu, Na and Wang, Yan and Pedrycz, Witold and Yang, Shengxiang},
     journal = {IEEE Transactions on Evolutionary Computation},
     volume = {29},
     number = {4},
     pages = {1328--1342},
     year = {2025},
     doi = {10.1109/TEVC.2024.3418470},
   }

2. ISA

   Data-Driven Modeling and Adaptive Event-Triggered Secure Control for Autonomous Vehicles Subject to Sensor Attacks

   Hong-Tao Sun, Xinyu Xie, Miao Rong^*, Zongying Feng, and Chen Peng

   ISA Transactions, 2025

   DOI Bib HTML

   @article{sun2025datadriven,
     title = {Data-Driven Modeling and Adaptive Event-Triggered Secure Control for Autonomous Vehicles Subject to Sensor Attacks},
     author = {Sun, Hong-Tao and Xie, Xinyu and Rong, Miao and Feng, Zongying and Peng, Chen},
     journal = {ISA Transactions},
     volume = {167},
     pages = {1169--1179},
     year = {2025},
     doi = {10.1016/j.isatra.2025.09.036},
   }

2024

1. INS

   A Federated GAN Network-Based Evolutionary Constrained Optimization Approach to Integrated Coal Mine Energy System

   Na Hu, Chi Zhang, Miao Rong^*, Na Geng, and Dunwei Gong

   Information Sciences, 2024

   DOI Bib HTML

   @article{hu2024federated,
     title = {A Federated GAN Network-Based Evolutionary Constrained Optimization Approach to Integrated Coal Mine Energy System},
     author = {Hu, Na and Zhang, Chi and Rong, Miao and Geng, Na and Gong, Dunwei},
     journal = {Information Sciences},
     volume = {680},
     pages = {121158},
     year = {2024},
     doi = {10.1016/j.ins.2024.121158},
   }

2. C&D

   基于双重距离的多目标粒子群优化算法

   慈雨, 荣淼^*, and 彭晨

   控制与决策, 2024

   DOI Bib HTML

   @article{ci2024double,
     title = {基于双重距离的多目标粒子群优化算法},
     author = {{慈雨} and {荣淼} and {彭晨}},
     journal = {控制与决策},
     volume = {39},
     number = {6},
     pages = {1801--1809},
     year = {2024},
     doi = {10.13195/j.kzyjc.2022.2098},
   }

3. ASOC

   A Multiobjective Optimizer With a K-Means Cluster Algorithm for a Distributed Flexible Flowshop Rescheduling Problem

   Xin-Rui Tao, Quan-Ke Pan, Hongyan Sang, and Miao Rong

   Applied Soft Computing, 2024

   DOI Bib HTML

   @article{tao2024flowshop,
     title = {A Multiobjective Optimizer With a K-Means Cluster Algorithm for a Distributed Flexible Flowshop Rescheduling Problem},
     author = {Tao, Xin-Rui and Pan, Quan-Ke and Sang, Hongyan and Rong, Miao},
     journal = {Applied Soft Computing},
     volume = {166},
     pages = {112124},
     year = {2024},
     doi = {10.1016/j.asoc.2024.112124},
   }

2023

1. ASOC

   A Composite Weighted Human Learning Network and Its Application for Modeling of the Intermediate Point Temperature in USC

   Chuanliang Cheng, Chen Peng, and Miao Rong

   Applied Soft Computing, 2023

   DOI Bib HTML

   @article{cheng2023composite,
     title = {A Composite Weighted Human Learning Network and Its Application for Modeling of the Intermediate Point Temperature in USC},
     author = {Cheng, Chuanliang and Peng, Chen and Rong, Miao},
     journal = {Applied Soft Computing},
     volume = {144},
     pages = {110488},
     year = {2023},
     doi = {10.1016/j.asoc.2023.110488},
   }

2. KBS

   Nondominated Sorting Genetic Algorithm-II With Q-Learning for the Distributed Permutation Flowshop Rescheduling Problem

   Xin-Rui Tao, Quan-Ke Pan, Hongyan Sang, Liang Gao, Bin Zhang, and Miao Rong

   Knowledge-Based Systems, 2023

   DOI Bib HTML

   @article{tao2023nondominated,
     title = {Nondominated Sorting Genetic Algorithm-II With Q-Learning for the Distributed Permutation Flowshop Rescheduling Problem},
     author = {Tao, Xin-Rui and Pan, Quan-Ke and Sang, Hongyan and Gao, Liang and Zhang, Bin and Rong, Miao},
     journal = {Knowledge-Based Systems},
     volume = {278},
     pages = {110880},
     year = {2023},
     doi = {10.1016/j.knosys.2023.110880},
   }

3. CSCWD

   A Multi-Action Reinforcement Learning Algorithm for Energy-Efficiency Blocking Flow-Shop Scheduling Problem

   Yanan Bao, Quanke Pan, Miao Rong, Feng Yang, and Ling Wang

   In Proceedings of the 26th IEEE International Conference on Computer Supported Cooperative Work in Design, 2023

   DOI Bib HTML

   @inproceedings{bao2023multi,
     title = {A Multi-Action Reinforcement Learning Algorithm for Energy-Efficiency Blocking Flow-Shop Scheduling Problem},
     author = {Bao, Yanan and Pan, Quanke and Rong, Miao and Yang, Feng and Wang, Ling},
     booktitle = {Proceedings of the 26th IEEE International Conference on Computer Supported Cooperative Work in Design},
     pages = {492--497},
     year = {2023},
     doi = {10.1109/CSCWD57460.2023.10152003},
   }

2022

1. CAIS

   A Lagrangian Dual-Based Theory-Guided Deep Neural Network

   Miao Rong, Dongxiao Zhang^*, and Nanzhe Wang

   Complex & Intelligent Systems, 2022

   DOI Bib HTML Code

   @article{rong2022lagrangian,
     title = {A Lagrangian Dual-Based Theory-Guided Deep Neural Network},
     author = {Rong, Miao and Zhang, Dongxiao and Wang, Nanzhe},
     journal = {Complex {\&} Intelligent Systems},
     volume = {8},
     number = {6},
     pages = {4849--4862},
     year = {2022},
     doi = {10.1007/s40747-022-00738-1},
   }

2. ASIASIM

   Defect Detection of Tire Shoulder Belt Cord Joint Based on Periodic Texture

   Yixuan Zhang, Chen Peng, Miao Rong, and Dong Xu

   In Proceedings of the Asia Simulation Conference, 2022

   DOI Bib HTML

   @inproceedings{zhang2022defect,
     title = {Defect Detection of Tire Shoulder Belt Cord Joint Based on Periodic Texture},
     author = {Zhang, Yixuan and Peng, Chen and Rong, Miao and Xu, Dong},
     booktitle = {Proceedings of the Asia Simulation Conference},
     pages = {572--582},
     year = {2022},
     doi = {10.1007/978-981-19-9198-1_43},
   }

2021

1. JCP

   Weak Form Theory-Guided Neural Network (TgNN-Wf) for Deep Learning of Subsurface Single- and Two-Phase Flow

   Kun Xu, Dongxiao Zhang, Miao Rong, and Nanzhe Wang

   Journal of Computational Physics, 2021

   DOI Bib HTML

   @article{xu2021weak,
     title = {Weak Form Theory-Guided Neural Network (TgNN-Wf) for Deep Learning of Subsurface Single- and Two-Phase Flow},
     author = {Xu, Kun and Zhang, Dongxiao and Rong, Miao and Wang, Nanzhe},
     journal = {Journal of Computational Physics},
     volume = {436},
     pages = {110318},
     year = {2021},
     doi = {10.1016/j.jcp.2021.110318},
   }

2020

1. TEVC

   A Multimodel Prediction Method for Dynamic Multiobjective Evolutionary Optimization

   Miao Rong, Dunwei Gong, Witold Pedrycz, and Ling Wang

   IEEE Transactions on Evolutionary Computation, 2020

   DOI Bib HTML

   @article{rong2020multimodel,
     title = {A Multimodel Prediction Method for Dynamic Multiobjective Evolutionary Optimization},
     author = {Rong, Miao and Gong, Dunwei and Pedrycz, Witold and Wang, Ling},
     journal = {IEEE Transactions on Evolutionary Computation},
     volume = {24},
     number = {2},
     pages = {290--304},
     year = {2020},
     doi = {10.1109/TEVC.2019.2925358},
   }

2019

1. TCYB

   Multidirectional Prediction Approach for Dynamic Multiobjective Optimization Problems

   Miao Rong, Dunwei Gong, Yong Zhang, Yaochu Jin, and Witold Pedrycz

   IEEE Transactions on Cybernetics, 2019

   DOI Bib HTML

   @article{rong2019multidirectional,
     title = {Multidirectional Prediction Approach for Dynamic Multiobjective Optimization Problems},
     author = {Rong, Miao and Gong, Dunwei and Zhang, Yong and Jin, Yaochu and Pedrycz, Witold},
     journal = {IEEE Transactions on Cybernetics},
     volume = {49},
     number = {9},
     pages = {3362--3374},
     year = {2019},
     doi = {10.1109/TCYB.2018.2842158},
   }

2. ACCESS

   Feature Selection and Its Use in Big Data: Challenges, Methods, and Trends

   Miao Rong, Dunwei Gong, and Xin-Zhi Gao

   IEEE Access, 2019

   Bib HTML

   @article{rong2019feature,
     title = {Feature Selection and Its Use in Big Data: Challenges, Methods, and Trends},
     author = {Rong, Miao and Gong, Dunwei and Gao, Xin-Zhi},
     journal = {IEEE Access},
     volume = {7},
     pages = {19709--19725},
     year = {2019},
   }

2018

1. TCBB

   Environment Sensitivity-Based Cooperative Co-Evolutionary Algorithms for Dynamic Multi-Objective Optimization

   Dong-Wei Xu, Yong Zhang, Dunwei Gong, Yinan Guo, and Miao Rong

   IEEE/ACM Transactions on Computational Biology and Bioinformatics, 2018

   DOI Bib HTML

   @article{xu2018environment,
     title = {Environment Sensitivity-Based Cooperative Co-Evolutionary Algorithms for Dynamic Multi-Objective Optimization},
     author = {Xu, Dong-Wei and Zhang, Yong and Gong, Dunwei and Guo, Yinan and Rong, Miao},
     journal = {IEEE/ACM Transactions on Computational Biology and Bioinformatics},
     volume = {15},
     number = {6},
     pages = {1877--1890},
     year = {2018},
     doi = {10.1109/TCBB.2017.2652453},
   }

2016

1. ICIC

   A Multi-Direction Prediction Approach for Dynamic Multi-Objective Optimization

   Miao Rong, Dunwei Gong, and Yong Zhang

   In Proceedings of the 12th International Conference on Intelligent Computing, 2016

   DOI Bib HTML

   @inproceedings{rong2016multidirection,
     title = {A Multi-Direction Prediction Approach for Dynamic Multi-Objective Optimization},
     author = {Rong, Miao and Gong, Dunwei and Zhang, Yong},
     booktitle = {Proceedings of the 12th International Conference on Intelligent Computing},
     pages = {629--636},
     year = {2016},
     doi = {10.1007/978-3-319-42297-8_58},
   }

2. ICSI

   Cooperative Co-Evolutionary Algorithm for Dynamic Multi-Objective Optimization Based on Environmental Variable Grouping

   Dong-Wei Xu, Yong Zhang, Dunwei Gong, and Miao Rong

   In Proceedings of the International Conference on Swarm Intelligence, 2016

   DOI Bib HTML

   @inproceedings{xu2016cooperative,
     title = {Cooperative Co-Evolutionary Algorithm for Dynamic Multi-Objective Optimization Based on Environmental Variable Grouping},
     author = {Xu, Dong-Wei and Zhang, Yong and Gong, Dunwei and Rong, Miao},
     booktitle = {Proceedings of the International Conference on Swarm Intelligence},
     pages = {564--570},
     year = {2016},
     doi = {10.1007/978-3-319-41000-5_56},
   }

3. ICSI

   Interval Cost Feature Selection Using Multi-Objective PSO and Linear Interval Programming

   Ling Zhang, Dunwei Gong, Miao Rong, and Shanfeng Guo

   In Proceedings of the International Conference on Swarm Intelligence, 2016

   DOI Bib HTML

   @inproceedings{zhang2016interval,
     title = {Interval Cost Feature Selection Using Multi-Objective PSO and Linear Interval Programming},
     author = {Zhang, Ling and Gong, Dunwei and Rong, Miao and Guo, Shanfeng},
     booktitle = {Proceedings of the International Conference on Swarm Intelligence},
     pages = {579--586},
     year = {2016},
     doi = {10.1007/978-3-319-41000-5_58},
   }

2015

1. ICCAIS

   A Multi-Objective Feature Selection Based on Differential Evolution

   Ling Zhang, Miao Rong, and Dunwei Gong

   In Proceedings of the International Conference on Control, Automation and Information Sciences, 2015

   DOI Bib HTML

   @inproceedings{zhang2015feature,
     title = {A Multi-Objective Feature Selection Based on Differential Evolution},
     author = {Zhang, Ling and Rong, Miao and Gong, Dunwei},
     booktitle = {Proceedings of the International Conference on Control, Automation and Information Sciences},
     pages = {302--306},
     year = {2015},
     doi = {10.1109/ICCAIS.2015.7338681},
   }

2. ICSI

   Multi-Objective Differential Evolution Algorithm for Multi-Label Feature Selection in Classification

   Ling Zhang, Dunwei Gong, and Miao Rong

   In Proceedings of the International Conference on Swarm Intelligence, 2015

   DOI Bib HTML

   @inproceedings{zhang2015multilabel,
     title = {Multi-Objective Differential Evolution Algorithm for Multi-Label Feature Selection in Classification},
     author = {Zhang, Ling and Gong, Dunwei and Rong, Miao},
     booktitle = {Proceedings of the International Conference on Swarm Intelligence},
     pages = {339--345},
     year = {2015},
     doi = {10.1007/978-3-319-20466-6_36},
   }