研究论文

Multi-relational graph reinforcement learning for dynamic flexible job-shop scheduling under machine breakdowns

Zhi Pang, Xinyu Li, Liang Gao, Xuxia Zhang, Jun Wu

Huazhong University of Science and Technology　Zhejiang Medicine (China)

来源Applied Soft Computing

年份2026

DOI10.1016/j.asoc.2026.114587

原文https://doi.org/10.1016/j.asoc.2026.114587

内容与影响

摘要 · 节选

暂未获取摘要。可打开原文或 PDF，后续可基于全文生成更完整的速读。

逐年被引趋势

740

726

关键指标

被引次数 · OpenAlex

48.29

领域内被引倍数
同类平均 = 1

前 0.2%

引用位次
同领域 · 同年份 · 同类型

参考文献

Google Scholar 与 OpenAlex 的被引统计范围不同，数值存在差异属正常。

AI 辅助阅读

依据：文献信息

论文问答

依据：文献信息 · 当前未解析全文

回答优先基于摘要、文献信息与可获取全文；依据不足时会明确说明。

依据：当前详情页数据

学术脉络

学科主题

工程

Scheduling and Optimization Algorithms

Digital Transformation in Industry · Smart Grid Energy Management

参考文献 49

Reactive scheduling in a make-to-order flexible job shop with re-entrant process and assembly: a mathematical programming approach

Marta Castilho Gomes, Ana Paula Barbosa‐Póvoa, Augusto Q. Novais · International Journal of Production Research · 2013

被引 64

Robust and stable flexible job shop scheduling with random machine breakdowns using a hybrid genetic algorithm

Nasr Al‐Hinai, Tarek Y. ElMekkawy · International Journal of Production Economics · 2011

被引 257

Routing and scheduling in a flexible job shop by tabu search

Paolo Brandimarte · Annals of Operations Research · 1993

被引 1,282

此处列出前 3 条

施引文献 7

Dynamic coordinated decision-making for integrated production and transportation in reconfigurable manufacturing systems via edge-enhanced heterogeneous graph reinforcement learning

Haoran Li, Xinyu Li, Liang Gao · Journal of Manufacturing Systems · 2026

被引 2

Exploration of a collaborative framework and operational mechanisms for intelligent scheduling in human-cyber-physical system

Chen Ding · Expert Systems with Applications · 2026

被引 1

Vis2Tac: Residual feature–mediated cross-modal mapping learning framework for surface micro-defect detection

Zerui Xi, Yiping Gao, Yiping Gao · Pattern Recognition · 2026

被引 1

按被引量排序，此处列出前 3 条

研究论文

Multi-relational graph reinforcement learning for dynamic flexible job-shop scheduling under machine breakdowns

Zhi Pang, Xinyu Li, Liang Gao, Xuxia Zhang, Jun Wu

Huazhong University of Science and Technology　Zhejiang Medicine (China)

来源Applied Soft Computing

年份2026

DOI10.1016/j.asoc.2026.114587

原文https://doi.org/10.1016/j.asoc.2026.114587

内容与影响

摘要 · 节选

暂未获取摘要。可打开原文或 PDF，后续可基于全文生成更完整的速读。

逐年被引趋势

740

726

关键指标

被引次数 · OpenAlex

48.29

领域内被引倍数
同类平均 = 1

前 0.2%

引用位次
同领域 · 同年份 · 同类型

参考文献

Google Scholar 与 OpenAlex 的被引统计范围不同，数值存在差异属正常。

AI 辅助阅读

依据：文献信息

论文问答

依据：文献信息 · 当前未解析全文

回答优先基于摘要、文献信息与可获取全文；依据不足时会明确说明。

依据：当前详情页数据

学术脉络

学科主题

工程

Scheduling and Optimization Algorithms

Digital Transformation in Industry · Smart Grid Energy Management

参考文献 49

Reactive scheduling in a make-to-order flexible job shop with re-entrant process and assembly: a mathematical programming approach

Marta Castilho Gomes, Ana Paula Barbosa‐Póvoa, Augusto Q. Novais · International Journal of Production Research · 2013

被引 64

Robust and stable flexible job shop scheduling with random machine breakdowns using a hybrid genetic algorithm

Nasr Al‐Hinai, Tarek Y. ElMekkawy · International Journal of Production Economics · 2011

被引 257

Routing and scheduling in a flexible job shop by tabu search

Paolo Brandimarte · Annals of Operations Research · 1993

被引 1,282

此处列出前 3 条

施引文献 7

Dynamic coordinated decision-making for integrated production and transportation in reconfigurable manufacturing systems via edge-enhanced heterogeneous graph reinforcement learning

Haoran Li, Xinyu Li, Liang Gao · Journal of Manufacturing Systems · 2026

被引 2

Exploration of a collaborative framework and operational mechanisms for intelligent scheduling in human-cyber-physical system

Chen Ding · Expert Systems with Applications · 2026

被引 1

Vis2Tac: Residual feature–mediated cross-modal mapping learning framework for surface micro-defect detection

Zerui Xi, Yiping Gao, Yiping Gao · Pattern Recognition · 2026

被引 1

按被引量排序，此处列出前 3 条