岳磊｜广州大学｜学者主页

2026

工业资产数字孪生能力等级模型构建与应用研究

何光层，杨荣烨，樊子天，岳磊，卢铁林，汪烁，曹宇博

《仪器仪表标准化与计量》

2026

Non-identical parallel machine batch scheduling of PCB drilling workshop via genetic algorithm with variable neighborhood search

Lei Yue, Ruihong Xian, Jiajin Li, Junxin Huang, Linshan Ding

Chinese Journal of Mechanical Engineering

DOI

2025

Multi-objective chaotic evolutionary-based cell configuration and load balancing for reconfigurable production lines

Jiaming Zhang, Jiewu Leng, Xuming Lai, Libin Lin, Linshan Ding, Lei Yue

Journal Of Manufacturing Systems，Vol. 830

DOI

2025

Data-driven hierarchical multi-policy deep reinforcement learning framework for multi-objective multiplicity dynamic flexible job shop scheduling

Linshan Ding, Zailin Guan, Dan Luo, Lei Yue

Journal Of Manufacturing Systems，Vol. 800

DOI

2025

热压车间AGV任务调度与路径规划仿真优化研究

岳磊，诸雨浩，刘欣，李致富，孙超，孙延明，邹涛

《广州大学学报(自然科学版)》

2025

Integrated lot-sizing and scheduling for parallel mixed-model automotive production lines with transportation resource constraints

Lei Yue, Jietao Huang, Linshan Ding, Xiwen Cai, Yanming Sun, Tao Zou

Journal of Industrial Information Integration

DOI

2025

Deep reinforcement learning for data-driven scheduling in multi-variety and small-batch flexible job shops: Integrating fluid models for enhanced optimization

Linshan Ding, Dan Luo, Mudassar Rauf, Lei Yue

Computers & Industrial Engineering

DOI

2025

A novel deep self-learning method for flexible job-shop scheduling problems with multiplicity: Deep reinforcement learning assisted the fluid master-apprentice evolutionary algorithm

Linshan Ding, Dan Luo, Mudassar Rauf, Lei Yue, Leilei Meng

Swarm and Evolutionary Computation

DOI

2024

A hybrid fluid master-apprentice evolutionary algorithm for large-scale multiplicity flexible job-shop scheduling with sequence-dependent set-up time

Linshan Ding, Zailin Guan, Zhengmin Zhang, Weikang Fang, Zhipeng Chen, Lei Yue

Engineering Optimization，Vol. 560, No. 1

DOI

2024

基于改进乌鸦搜索算法的动态柔性作业车间调度应用研究

彭凯，岳磊，徐庆，邹涛

《广州大学学报(自然科学版)》

2024

Two-stage double deep Q-network algorithm considering external non-dominant set for multi-objective dynamic flexible job shop scheduling problems

Lei Yue, Kai Peng, Linshan Ding, Jabir Mumtaz, Libin Lin, Tao Zou

Swarm and Evolutionary Computation

DOI

2024

Multi-policy deep reinforcement learning for multi-objective multiplicity flexible job shop scheduling

Linshan Ding, Zailin Guan, Mudassar Rauf, Lei Yue

Swarm and Evolutionary Computation

DOI

2024

Simulation‐based optimisation for order release of printed circuit board workshop with process switching constraints

Lei Yue, Qing Xu, Hao Wang, Mudassar Rauf, Jabir Mumtaz

IET Collaborative Intelligent Manufacturing

DOI

2024

Solving line balancing and AGV scheduling problems for intelligent decisions using a Genetic-Artificial bee colony algorithm

Jabir Mumtaz, Kaynat Afzal Minhas, Mudassar Rauf, Lei Yue, Yarong Chen

Computers & Industrial Engineering

DOI

2023

Application of Multi-Dimensional Clearing Functions Estimated by Machine Learning to Production Planning Problems

Yihao Yu, Zailin Guan, Zhengmin Zhang, Lei Yue

International Conference on Industrial Engineering and Applications (ICIEA)

DOI

2023

An efficient production planning approach based demand driven MRP under resource constraints

Guangyan Xu, Zailin Guan, Lei Yue, Jabir Mumtaz

International Journal of Industrial Engineering Computations

DOI

2023

Collaborative scheduling of machining-assembly in complex multiple parallel production lines environment considering kitting constraints

Guangyan Xu, Zailin Guan, Kai Peng, Lei Yue

International Journal of Industrial Engineering Computations

DOI

2022

Data-driven cloud simulation architecture for automated flexible production lines: application in real smart factories

Dan Luo, Zailin Guan, Cong He, Yeming Gong, Lei Yue

International Journal Of Production Research，Vol. 600, No. 12

DOI

2022

Improved multi-fidelity simulation-based optimisation: application in a digital twin shop floor

Zhengmin Zhang, Zailin Guan, Yeming Gong, Dan Luo, Lei Yue

International Journal Of Production Research，Vol. 600, No. 3

DOI

2022

面向卷烟生产调度的集成产能过滤算法与仿真技术的优化框架

沈倩，管在林，张正敏，王创剑，岳磊

《计算机集成制造系统》

DOI

2022

Energy-efficient scheduling of a two-stage flexible printed circuit board flow shop using a hybrid Pareto spider monkey optimisation algorithm

Lei Yue, Hao Wang, Jabir Mumtaz, Mudassar Rauf, Zhifu Li

Journal of Industrial Information Integration

DOI

2022

Multi-fidelity simulation optimization for production releasing in re-entrant mixed-flow shops

Zhengmin Zhang, Zailin Guan, Lei Yue

International Journal of Industrial Engineering Computations

DOI

2022

Multi-Objective Material Logistics Planning with Discrete Split Deliveries Using a Hybrid NSGA-II Algorithm

Weikang Fang, Zailin Guan, Peiyue Su, Dan Luo, Linshan Ding, Lei Yue

Mathematics

DOI

2022

Order Releasing and Scheduling for a Multi-Item MTO Industry: An Efficient Heuristic Based on Drum Buffer Rope

Lei Yue, Guangyan Xu, Jabir Mumtaz, Yarong Chen, Tao Zou

Applied Sciences

DOI

2022

Heterogeneous-vehicle distribution logistics planning for assembly line station materials with multiple time windows and multiple visits

Weikang Fang, Zailin Guan, Lei Yue, Zhengmin Zhang, Hao Wang, Leilei Meng

International Journal of Industrial Engineering Computations

DOI

2022

Coordinated Planning and Scheduling of Multiple Projects With New Projects Arrival Under Resource Constraint Using Drum Buffer Rope Heuristic

Saif Ullah, Lei Yue, Mohammed Al Awadh

IEEE Access

DOI

2021

数字孪生驱动的仪器仪表边缘数据管理系统设计

卢铁林，岳磊，汪烁，曹蕊，柳晓菁

《自动化与仪器仪表》

DOI

2021

基于Lévy Flight的混合GA在柔性作业车间调度问题中的性能分析

张正敏，管在林，岳磊

《工业工程》

2021

Modeling and Optimization for Multi-Objective Nonidentical Parallel Machining Line Scheduling with a Jumping Process Operation Constraint

Guangyan Xu, Zailin Guan, Lei Yue, Jabir Mumtaz, Jun Liang

Symmetry

DOI

2021

Dynamic Mixed Model Lotsizing and Scheduling for Flexible Machining Lines Using a Constructive Heuristic

Lei Yue, Yarong Chen, Jabir Mumtaz, Saif Ullah

Processes

DOI

2020

Scenario-based robust dominance criteria for multi-objective automated flexible transfer line balancing problem under uncertainty

Cong He, Zailin Guan, Guangyan Xu, Lei Yue, Saif Ullah

International Journal Of Production Research，Vol. 580, No. 2

DOI

2019

Automated flexible transfer line design problem: Sequential and reconfigurable stages with parallel machining cells

Cong He, Zailin Guan, Yeming Gong, Chuangjian Wang, Lei Yue

Journal Of Manufacturing Systems，Vol. 520

DOI

2019

Drum buffer rope-based heuristic for multi-level rolling horizon planning in mixed model production

Ullah Saif, Zailin Guan, Chuangjian Wang, Cong He, Lei Yue, Jahanzaib Mirza

International Journal Of Production Research，Vol. 570, No. 12

DOI

2019

基于Plant Simulation的智能制造测试床仿真模型设计与应用

郑楠，岳磊

《工程设计学报》

2019

智能制造统一参考模型的科学依据与标准化进路初探

岳磊，郑秋平，王洲，徐大千

《标准化学报》

2019

基于ISA-95标准的MES系统问题域构建方法

牛鹏飞，徐大千，岳磊，王洲

《标准化学报》

2019

基于目标和场景的MES用户需求规格定义方法

牛鹏飞，岳磊，王洲，徐大千

《中国仪器仪表》

2018

智能制造信息模型的需求分析与标准化思路

牛鹏飞，岳磊

《标准化学报》

2018

智能制造参考模型国际标准化现状刍议

岳磊

《标准科学》

2018

Set-partitioning-based heuristic for balancing and configuration of automated flexible machining line

Cong He, Zailin Guan, Lei Yue, Saif Ullah

International Journal Of Production Research，Vol. 560, No. 9

DOI

Hub-centric heterogeneous graph reinforcement learning for integrated automated guided vehicle dispatching and unrelated parallel machine scheduling with finite-buffer constraints

Lei Yue, Yu-Hao Zhu, D. Luo, Lei-Lei Meng, Lin-Shan Ding

Expert systems with applications

DOI

精选作品

期刊论文

工业资产数字孪生能力等级模型构建与应用研究

Non-identical parallel machine batch scheduling of PCB drilling workshop via genetic algorithm with variable neighborhood search

Multi-objective chaotic evolutionary-based cell configuration and load balancing for reconfigurable production lines

Data-driven hierarchical multi-policy deep reinforcement learning framework for multi-objective multiplicity dynamic flexible job shop scheduling

热压车间AGV任务调度与路径规划仿真优化研究

Integrated lot-sizing and scheduling for parallel mixed-model automotive production lines with transportation resource constraints

Deep reinforcement learning for data-driven scheduling in multi-variety and small-batch flexible job shops: Integrating fluid models for enhanced optimization

A novel deep self-learning method for flexible job-shop scheduling problems with multiplicity: Deep reinforcement learning assisted the fluid master-apprentice evolutionary algorithm

A hybrid fluid master-apprentice evolutionary algorithm for large-scale multiplicity flexible job-shop scheduling with sequence-dependent set-up time

基于改进乌鸦搜索算法的动态柔性作业车间调度应用研究

Two-stage double deep Q-network algorithm considering external non-dominant set for multi-objective dynamic flexible job shop scheduling problems

Multi-policy deep reinforcement learning for multi-objective multiplicity flexible job shop scheduling

Simulation‐based optimisation for order release of printed circuit board workshop with process switching constraints

Solving line balancing and AGV scheduling problems for intelligent decisions using a Genetic-Artificial bee colony algorithm

Application of Multi-Dimensional Clearing Functions Estimated by Machine Learning to Production Planning Problems

An efficient production planning approach based demand driven MRP under resource constraints

Collaborative scheduling of machining-assembly in complex multiple parallel production lines environment considering kitting constraints

Data-driven cloud simulation architecture for automated flexible production lines: application in real smart factories

Improved multi-fidelity simulation-based optimisation: application in a digital twin shop floor

面向卷烟生产调度的集成产能过滤算法与仿真技术的优化框架

Energy-efficient scheduling of a two-stage flexible printed circuit board flow shop using a hybrid Pareto spider monkey optimisation algorithm

Multi-fidelity simulation optimization for production releasing in re-entrant mixed-flow shops

Multi-Objective Material Logistics Planning with Discrete Split Deliveries Using a Hybrid NSGA-II Algorithm

Order Releasing and Scheduling for a Multi-Item MTO Industry: An Efficient Heuristic Based on Drum Buffer Rope

Heterogeneous-vehicle distribution logistics planning for assembly line station materials with multiple time windows and multiple visits

Coordinated Planning and Scheduling of Multiple Projects With New Projects Arrival Under Resource Constraint Using Drum Buffer Rope Heuristic

数字孪生驱动的仪器仪表边缘数据管理系统设计

基于Lévy Flight的混合GA在柔性作业车间调度问题中的性能分析

Modeling and Optimization for Multi-Objective Nonidentical Parallel Machining Line Scheduling with a Jumping Process Operation Constraint

Dynamic Mixed Model Lotsizing and Scheduling for Flexible Machining Lines Using a Constructive Heuristic

Scenario-based robust dominance criteria for multi-objective automated flexible transfer line balancing problem under uncertainty

Automated flexible transfer line design problem: Sequential and reconfigurable stages with parallel machining cells

Drum buffer rope-based heuristic for multi-level rolling horizon planning in mixed model production

基于Plant Simulation的智能制造测试床仿真模型设计与应用

智能制造统一参考模型的科学依据与标准化进路初探

基于ISA-95标准的MES系统问题域构建方法

基于目标和场景的MES用户需求规格定义方法

智能制造信息模型的需求分析与标准化思路

智能制造参考模型国际标准化现状刍议

Set-partitioning-based heuristic for balancing and configuration of automated flexible machining line

Hub-centric heterogeneous graph reinforcement learning for integrated automated guided vehicle dispatching and unrelated parallel machine scheduling with finite-buffer constraints

会议论文

Building a reference model for a Manufacturing Execution System(MES) platform in an Industry 4.0 context

研究方向