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ORCIDZi-Qi Zhang
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2020 – today
- 2026
[j20]Zi-Qi Zhang
, Minghuang Fang, Bin Qian, Rong Hu, Wei Chen:
A hierarchical collaborative multi-agent deep reinforcement learning framework for distributed flexible job shop scheduling problems considering energy efficiency and dynamic disruption in IIoTs. Appl. Soft Comput. 186: 113992 (2026)- [j19]Zi-Qi Zhang, Xin-Yun Wu, Bin Qian, Rong Hu, Jian-Bo Yang:
A Q-learning-based multi-objective hyper-heuristic algorithm for energy-efficient integrated distributed hybrid flow-shop scheduling with preventive maintenance. Comput. Oper. Res. 185: 107267 (2026) - [j18]Zi-Qi Zhang, Zhao-Meng Wu, Bin Qian, Rong Hu:
A reward-shaping dueling distributed multi-agent deep reinforcement learning framework for dynamic flexible job shop scheduling with random job arrivals. Expert Syst. Appl. 297: 128951 (2026) - 2025
- [j17]Zi-Qi Zhang, Xiao-Wei Li, Bin Qian, Huai-Ping Jin, Rong Hu, Jian-Bo Yang:
Multi-agent cooperative multi-network group framework for energy-efficient distributed fuzzy flexible job shop scheduling problem. Appl. Soft Comput. 181: 113474 (2025) - [j16]Zi-Qi Zhang, Tong Huang, Bin Qian, Rong Hu:
MAMHSAN: A multi-agent deep reinforcement learning framework based on multi-head self-attention network with heterogeneous graph embedding for flexible job shop scheduling. Comput. Ind. Eng. 210: 111466 (2025) - [j15]Zi-Qi Zhang, Xing-Han Qiu, Bin Qian, Rong Hu, Ling Wang, Jian-Bo Yang:
Knowledge-enhanced multidimensional estimation of distribution hyper-heuristic evolutionary algorithm for semiconductor final testing scheduling problem. Expert Syst. Appl. 260: 125424 (2025) - [j14]Zi-Qi Zhang, Xue-Peng Zhu, Yan-Xuan Xu, Bin Qian, Biao Yang, Rong Hu:
MEDHEA: Multidimensional estimation of distribution based hyper-heuristic evolutionary algorithm for energy-efficient distributed assembly no-wait flow-shop scheduling problem. Expert Syst. Appl. 271: 126526 (2025) - [j13]Sen Zhang, Bin Qian, Rong Hu, Zi-Qi Zhang, Qingxia Shang, Zuocheng Li, Ling Wang:
An estimation of distribution algorithm-based hyper-heuristic for the blocking flowshop group scheduling problem. Memetic Comput. 17(3): 33 (2025) - [j12]Yuan-Yuan Yang, Bin Qian, Rong Hu, Zuocheng Li, Zi-Qi Zhang, Huai-Ping Jin, Jian-Bo Yang:
Deep reinforcement learning algorithm incorporating problem characteristics for dynamic multi-objective permutation flow-shop scheduling problem. Swarm Evol. Comput. 96: 101973 (2025) - [c17]Xiao-Wei Li, Bin Qian, Zi-Qi Zhang, Rong Hu:
A Hierarchical Multi-agent Reinforcement Learning Framework to Optimizing Distributed Flexible Manufacturing Systems with Integrated Assembly and Logistics. ICIC (13) 2025: 183-195 - [c16]Fei Jiang, Lei Liu, Shao-Yi Shen, Jian-Hua Wang, Bin Li, Zi-Qi Zhang, Bin Qian:
Learning Hyper-Heuristic Algorithm for Uncertain Distributed Production and Transportation Integrated Scheduling Problem with Interval Number Transportation Speed. ICIC (13) 2025: 196-207 - [c15]Zhao-Meng Wu, Zi-Qi Zhang, Bin Qian, Rong Hu:
A Dueling DQN Framework for Solving Multi-objective Flexible Job Shop Scheduling with Urgent Job Insertions and Machine Breakdowns. ICIC (13) 2025: 375-386 - [c14]Minghuang Fang, Zi-Qi Zhang, Bin Qian, Rong Hu:
A Multi-agent Deep Reinforcement Learning Framework for Solving Dynamic Distributed Flexible Job Shop Scheduling in Industrial Internet of Things. ICIC (13) 2025: 387-398 - [c13]Wan-Ze Li, Zhi-Qiang Wang, Jing-Qiu Peng, Zi-Qi Zhang, Kun Li, Rong Hu, Zi-Ming Ma, Ming-Yao Li, Bin Qian:
Flexible Job-Shop Scheduling via Graph Neural Network and Deep Reinforcement Learning. ICIC (13) 2025: 399-410 - 2024
- [j11]Zi-Qi Zhang, Ying Li, Bin Qian, Rong Hu, Jian-Bo Yang:
A multidimensional probabilistic model based evolutionary algorithm for the energy-efficient distributed flexible job-shop scheduling problem. Eng. Appl. Artif. Intell. 135: 108841 (2024) - [j10]Rong Hu, Yu-Fang Huang, Xing Wu, Bin Qian, Ling Wang, Zi-Qi Zhang:
Collaborative Q-learning hyper-heuristic evolutionary algorithm for the production and transportation integrated scheduling of silicon electrodes. Swarm Evol. Comput. 86: 101498 (2024) - [j9]Zi-Qi Zhang, Yan-Xuan Xu, Bin Qian, Rong Hu, Fang-Chun Wu, Ling Wang:
An enhanced estimation of distribution algorithm with problem-specific knowledge for distributed no-wait flowshop group scheduling problems. Swarm Evol. Comput. 87: 101559 (2024) - [c12]Dong-Lin Yang, Bin Qian, Zi-Qi Zhang, Rong Hu, Kun Li:
A Hyper-Heuristic Algorithm with Q-Learning for Distributed Flow Shop-Vehicle Transport-U-Assembly Integrated Scheduling Problem. ICIC (1) 2024: 300-310 - [c11]Jie Li, Nai-Kang Yu, Rong Hu, Zi-Qi Zhang:
A Branch and Price Algorithm for the Two-Agent Heterogeneous Fleet Vehicle Routing Problem with Time Windows. ICIC (1) 2024: 431-442 - 2023
- [j8]Zi-Qi Zhang, Bin Qian, Rong Hu, Jian-Bo Yang:
Q-learning-based hyper-heuristic evolutionary algorithm for the distributed assembly blocking flowshop scheduling problem. Appl. Soft Comput. 146: 110695 (2023) - [j7]Zi-Qi Zhang, Fang-Chun Wu, Bin Qian, Rong Hu, Ling Wang, Huai-Ping Jin:
A Q-learning-based hyper-heuristic evolutionary algorithm for the distributed flexible job-shop scheduling problem with crane transportation. Expert Syst. Appl. 234: 121050 (2023) - [j6]Bin Qian, Zi-Qi Zhang, Rong Hu, Huai-Ping Jin, Jian-Bo Yang:
A Matrix-Cube-Based Estimation of Distribution Algorithm for No-Wait Flow-Shop Scheduling With Sequence-Dependent Setup Times and Release Times. IEEE Trans. Syst. Man Cybern. Syst. 53(3): 1492-1503 (2023) - [c10]Ke Lan, Zi-Qi Zhang, Bi Qian, Rong Hu, Dacheng Zhang:
A Hyper-Heuristic Algorithm with Q-Learning for Distributed Permutation FlowshopScheduling Problem. ICIC (1) 2023: 122-131 - [c9]Jin-Han Zhu, Rong Hu, Zuo-Cheng Li, Bin Qian, Zi-Qi Zhang:
Hyper-heuristic Q-Learning Algorithm for Flow-Shop Scheduling Problem with Fuzzy Processing Times. ICIC (1) 2023: 194-205 - [c8]Xing-Han Qiu, Bin Qian, Zi-Qi Zhang, Zuo-Cheng Li, Ning Guo:
Improved EDA-Based Hyper-heuristic for Flexible Job Shop Scheduling Problem with Sequence-Independent Setup Times and Resource Constraints. ICIC (1) 2023: 218-228 - [c7]Ying Li, Rong Hu, Xing Wu, Bin Qian, Zi-Qi Zhang:
Learning Variable Neighborhood Search Algorithm for Solving the Energy-Efficient Flexible Job-Shop Scheduling Problem. ICIC (1) 2023: 241-250 - [c6]Fang-Chun Wu, Bin Qian, Rong Hu, Zi-Qi Zhang, Bin Wang:
A Q-Learning-Based Hyper-Heuristic Evolutionary Algorithm for the Distributed Flexible Job-Shop Scheduling Problem. ICIC (1) 2023: 251-261 - [c5]Xiao Li, Zi-Qi Zhang, Rong Hu, Bin Qian, Kun Li:
Hyper-heuristic Three-Dimensional Estimation of Distribution Algorithm for Distributed Assembly Permutation Flowshop Scheduling Problem. ICIC (1) 2023: 386-396 - 2022
- [j5]Tiange Wang, Zi-Qi Zhang, Liang-Liang Hui, Yu-Yuan Wang:
Parameter Calculation and Working Characteristic Analysis of a New Type of Magnetic Integrated CRT. IEEE Access 10: 21178-21186 (2022) - [j4]Yang Lv, Bin Qian, Rong Hu, Huai-Ping Jin, Zi-Qi Zhang:
An enhanced cross-entropy algorithm for the green scheduling problem of steelmaking and continuous casting with uncertain processing time. Comput. Ind. Eng. 171: 108445 (2022) - [j3]Zi-Qi Zhang, Rong Hu, Bin Qian, Huai-Ping Jin, Ling Wang, Jian-Bo Yang:
A matrix cube-based estimation of distribution algorithm for the energy-efficient distributed assembly permutation flow-shop scheduling problem. Expert Syst. Appl. 194: 116484 (2022) - [j2]Zi-Qi Zhang, Bin Qian, Rong Hu, Huai-Ping Jin, Ling Wang, Jian-Bo Yang:
A matrix-cube-based estimation of distribution algorithm for blocking flow-shop scheduling problem with sequence-dependent setup times. Expert Syst. Appl. 205: 117602 (2022) - 2021
- [j1]Zi-Qi Zhang, Bin Qian, Rong Hu, Huai-Ping Jin, Ling Wang:
A matrix-cube-based estimation of distribution algorithm for the distributed assembly permutation flow-shop scheduling problem. Swarm Evol. Comput. 60: 100785 (2021) - [c4]Sen Zhang, Rong Hu, Bin Qian, Zi-Qi Zhang, Ling Wang:
Multidimensional Estimation of Distribution Algorithm for Distributed No-Wait Flow-Shop Scheduling Problem with Sequence-Independent Setup Times and Release Dates. ICIC (1) 2021: 663-672
2010 – 2019
- 2018
- [c3]Nai-Kang Yu, Rong Hu, Bin Qian, Zi-Qi Zhang, Ling Wang:
Improved Sub-gradient Algorithm for Solving the Lower Bound of No-Wait Flow-Shop Scheduling with Sequence-Dependent Setup Times and Release Dates. ICIC (3) 2018: 93-101 - [c2]Zi-Qi Zhang, Bin Qian, Bo Liu, Rong Hu, Chang-Sheng Zhang:
Hybrid Estimation of Distribution Algorithm for Blocking Flow-Shop Scheduling Problem with Sequence-Dependent Setup Times. ICIC (1) 2018: 628-637 - 2016
- [c1]Zi-Qi Zhang, Bin Qian, Rong Hu, Chang-Sheng Zhang, Zi-Hui Li:
Hybrid Estimation of Distribution Algorithm for No-Wait Flow-Shop Scheduling Problem with Sequence-Dependent Setup Times and Release Dates. ICIC (1) 2016: 505-516
Coauthor Index
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