International Journal of Production Research, Volume 61, Issue 1 (2023)

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International Journal of Production Research, Volume 61, Issue 1 (2023)

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Analytics and Machine Learning in Scheduling and Routing Optimization

Editorial

Editorial
Analytics and machine learning in scheduling and routing research
Ruibin Bai, Zhi-Long Chen & Graham Kendall
Pages: 1-3
Published online: 01 Jan 2023
First Page PreviewforAnalytics and machine learning in scheduling and routing research | Full Text | References | PDF (388.5 KB) | EPUB
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Free Access

Research Article

Article
Analytics and machine learning in vehicle routing research
Ruibin Bai, Xinan Chen, Zhi-Long Chen, Tianxiang Cui, Shuhui Gong, Wentao He, Xiaoping Jiang, Huan Jin, Jiahuan Jin, Graham Kendall, Jiawei Li, Zheng Lu, Jianfeng Ren, Paul Weng, Ning Xue & Huayan Zhang
Pages: 4-30
Published online: 24 Dec 2021
AbstractforAnalytics and machine learning in vehicle routing research | Full Text | References | PDF (2.7 MB) | EPUB
  • 4828 Views
  • 30 CrossRef citations
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Article
Solving the shortest path interdiction problem via reinforcement learning
Dian Huang, Zhaofang Mao, Kan Fang & Lin Chen
Pages: 31-48
Published online: 13 Dec 2021
AbstractforSolving the shortest path interdiction problem via reinforcement learning | Full Text | References | PDF (2 MB) | EPUB
  • 1003 Views
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Article
An improved model and exact algorithm using local branching for the inventory-routing problem with time windows
Bruno E. Demantova, Cassius T. Scarpin, Leandro C. Coelho & Maryam Darvish
Pages: 49-64
Published online: 12 Nov 2021
AbstractforAn improved model and exact algorithm using local branching for the inventory-routing problem with time windows | Full Text | References | PDF (1.5 MB) | EPUB
  • 484 Views
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Article
Anti-conflict AGV path planning in automated container terminals based on multi-agent reinforcement learning
Hongtao Hu, Xurui Yang, Shichang Xiao & Feiyang Wang
Pages: 65-80
Published online: 16 Nov 2021
AbstractforAnti-conflict AGV path planning in automated container terminals based on multi-agent reinforcement learning | Full Text | References | PDF (2 MB) | EPUB
  • 3037 Views
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Article
A two-stage stochastic programming model for collaborative asset protection routing problem enhanced with machine learning: a learning-based matheuristic algorithm
Erfaneh Nikzad & Mahdi Bashiri
Pages: 81-113
Published online: 07 Sep 2022
AbstractforA two-stage stochastic programming model for collaborative asset protection routing problem enhanced with machine learning: a learning-based matheuristic algorithm | Full Text | References | PDF (3.6 MB) | EPUB
  • 1953 Views
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Open Access
Article
Measuring fuel consumption in vehicle routing: new estimation models using supervised learning
Hamza Heni, S. Arona Diop, Jacques Renaud & Leandro C. Coelho
Pages: 114-130
Published online: 06 Jul 2021
AbstractforMeasuring fuel consumption in vehicle routing: new estimation models using supervised learning | Full Text | References | PDF (3.2 MB) | EPUB
  • 594 Views
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Article
A multiobjective single bus corridor scheduling using machine learning-based predictive models
Bing Chen, Ruibin Bai, Jiawei Li, Yueni Liu, Ning Xue & Jianfeng Ren
Pages: 131-145
Published online: 28 May 2020
AbstractforA multiobjective single bus corridor scheduling using machine learning-based predictive models | Full Text | References | PDF (2.1 MB) | EPUB
  • 726 Views
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Article
Dynamically adjusting the k-values of the ATCS rule in a flexible flow shop scenario with reinforcement learning
Jens Heger & Thomas Voss
Pages: 147-161
Published online: 01 Jul 2021
AbstractforDynamically adjusting the k-values of the ATCS rule in a flexible flow shop scenario with reinforcement learning | Full Text | References | PDF (1.9 MB) | EPUB
  • 2571 Views
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Open Access
Article
Learning per-machine linear dispatching rule for heterogeneous multi-machines control
Namyong Kim, Stephane Barde, Kiwook Bae & Hayong Shin
Pages: 162-182
Published online: 28 Jun 2021
AbstractforLearning per-machine linear dispatching rule for heterogeneous multi-machines control | Full Text | References | PDF (2.9 MB) | EPUB
  • 569 Views
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Article
Reentrant flow shop with identical jobs and makespan criterion
Elad Shufan, Tal Grinshpoun, Ehud Ikar & Hagai Ilani
Pages: 183-197
Published online: 14 Aug 2021
AbstractforReentrant flow shop with identical jobs and makespan criterion | Full Text | References | PDF (1.9 MB) | EPUB
  • 345 Views
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Article
Dynamic resource levelling in projects under uncertainty
Hongbo Li, Xianchao Zhang, Jinshuai Sun & Xuebing Dong
Pages: 198-218
Published online: 09 Jul 2020
AbstractforDynamic resource levelling in projects under uncertainty | Full Text | References | PDF (1.9 MB) | EPUB
  • 801 Views
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Article
Stochastic modelling of process scheduling for reduced rework cost and scrap
Mahmoud Efatmaneshnik & Shraga Shoval
Pages: 219-237
Published online: 26 Nov 2021
AbstractforStochastic modelling of process scheduling for reduced rework cost and scrap | Full Text | References | PDF (3.3 MB) | EPUB
  • 401 Views
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Article
Two-agent scheduling on mixed batch machines to minimise the total weighted makespan
Guo-Qiang Fan, Jun-Qiang Wang & Zhixin Liu
Pages: 238-257
Published online: 04 Oct 2020
AbstractforTwo-agent scheduling on mixed batch machines to minimise the total weighted makespan | Full Text | References | PDF (2.5 MB) | EPUB
  • 595 Views
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Article
Supply chain-oriented permutation flowshop scheduling considering flexible assembly and setup times
Kuo-Ching Ying, Pourya Pourhejazy, Chen-Yang Cheng & Ren-Siou Syu
Pages: 258-281
Published online: 18 Nov 2020
AbstractforSupply chain-oriented permutation flowshop scheduling considering flexible assembly and setup times | Full Text | References | PDF (4.1 MB) | EPUB
  • 1121 Views
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Article
Centralized collaborative production scheduling with evaluation of a practical order-merging strategy
Liang Tang, Huanying Han, Zhen Tan & Ke Jing
Pages: 282-301
Published online: 04 Oct 2021
AbstractforCentralized collaborative production scheduling with evaluation of a practical order-merging strategy | Full Text | References | PDF (2.4 MB) | EPUB
  • 485 Views
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Article
Product backorder prediction using deep neural network on imbalanced data
Md Shajalal, Petr Hajek & Mohammad Zoynul Abedin
Pages: 302-319
Published online: 22 Mar 2021
AbstractforProduct backorder prediction using deep neural network on imbalanced data | Full Text | References | PDF (2 MB) | EPUB
  • 1872 Views
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Article
Adapted water wave optimization for integrated bank customer service representative scheduling
Xueqin Lu, Chenxin Wu, Xuhua Yang, Minxia Zhang & Yujun Zheng
Pages: 320-335
Published online: 24 Jun 2021
AbstractforAdapted water wave optimization for integrated bank customer service representative scheduling | Full Text | References | PDF (2.7 MB) | EPUB
  • 250 Views
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Article
Data driven course scheduling to ensure timely graduation
Ming Chen, Xuan Huang, Hongyu Chen, Xuemei Su & Jasmine Yur-Austin
Pages: 336-361
Published online: 06 May 2021
AbstractforData driven course scheduling to ensure timely graduation | Full Text | References | PDF (2.7 MB) | EPUB
  • 435 Views
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