Advanced search
Publication Cover
International Journal of Production Research Volume 58, 2020 - Issue 9
Submit an article Journal homepage
1,032
Views
23
CrossRef citations to date
0
Altmetric
Special issue: Artificial Intelligence in Manufacturing and Logistics Systems: Algorithms, Applications, and Case Studies

A deep learning approach for the dynamic dispatching of unreliable machines in re-entrant production systems

Cheng-Hung WuInstitute of Industrial Engineering/ Dept. of Mechanical Engineering/ Dept. of Business Administration, National Taiwan University, Taipei, TaiwanCorrespondence[email protected]
ORCID Iconhttps://orcid.org/0000-0002-7312-2370View further author information
ORCID Icon,
Fang-Yi ZhouInstitute of Industrial Engineering, National Taiwan University, Taipei, TaiwanView further author information
,
Chi-Kang TsaiInstitute of Industrial Engineering, National Taiwan University, Taipei, TaiwanView further author information
,
Cheng-Juei YuInstitute for Information Industry, Taipei, TaiwanView further author information
&
Stéphane Dauzère-PérèsDepartment of Manufacturing Sciences and Logistics, Mines Saint-Etienne, Univ Clermont Auvergne, CNRS, UMR 6158 LIMOS, CMP, Gardanne, France;Department of Accounting, Auditing and Business Analytics, BI Norwegian Business School, Oslo, NorwayORCID Iconhttps://orcid.org/0000-0002-3566-3248View further author information
ORCID Icon
Pages 2822-2840 | Received 07 Oct 2018, Accepted 11 Jan 2020, Published online: 24 Feb 2020

Citations (23)

Keep up to date with the latest research on this topic with citation updates for this article.

Subscribe to citation updates

Read on this site (6)

Violetta Giada Cannas, Maria Pia Ciano, Mattia Saltalamacchia & Raffaele Secchi. (2024) Artificial intelligence in supply chain and operations management: a multiple case study research. International Journal of Production Research 62:9, pages 3333-3360.
Read now
Erfaneh Nikzad & Mahdi Bashiri. (2023) A two-stage stochastic programming model for collaborative asset protection routing problem enhanced with machine learning: a learning-based matheuristic algorithm. International Journal of Production Research 61:1, pages 81-113.
Read now
Elad Shufan, Tal Grinshpoun, Ehud Ikar & Hagai Ilani. (2023) Reentrant flow shop with identical jobs and makespan criterion. International Journal of Production Research 61:1, pages 183-197.
Read now
Namyong Kim, Stephane Barde, Kiwook Bae & Hayong Shin. (2023) Learning per-machine linear dispatching rule for heterogeneous multi-machines control. International Journal of Production Research 61:1, pages 162-182.
Read now
Shengluo Yang & Zhigang Xu. (2022) Intelligent scheduling and reconfiguration via deep reinforcement learning in smart manufacturing. International Journal of Production Research 60:16, pages 4936-4953.
Read now
Arunmozhi Manimuthu, V. G. Venkatesh, V. Raja Sreedharan & Venkatesh Mani. (2022) Modelling and analysis of artificial intelligence for commercial vehicle assembly process in VUCA world: a case study. International Journal of Production Research 60:14, pages 4529-4547.
Read now

Articles from other publishers (17)

Yang Yang, Bin Zhang & Cheng-Hung Wu. (2024) Decision synthesis framework approach for dynamic dispatching and preventive maintenance in large flexible manufacturing systems. Advanced Engineering Informatics 61, pages 102417.
Crossref
Jin-Seop Lee, Tae-Hyun Kim, Sang-Hwan Jeon, Sung-Hyun Park, Sang-Hi Kim, Eun-Ho Lee & Jee-Hyong Lee. (2024) Automation of trimming die design inspection by zigzag process between AI and CAD domains. Engineering Applications of Artificial Intelligence 127, pages 107283.
Crossref
Chen-Fu Chien, Hans Ehm, John W. Fowler, Karl G. Kempf, Lars Mönch & Cheng-Hung Wu. (2023) Production-Level Artificial Intelligence Applications in Semiconductor Supply Chains. IEEE Transactions on Semiconductor Manufacturing 36:4, pages 560-569.
Crossref
Bin Zhang & Cheng-Hung Wu. (2023) Joint Dynamic Dispatching and Preventive Maintenance for Unrelated Parallel Machines With Equipment Health Considerations. IEEE Transactions on Semiconductor Manufacturing 36:4, pages 578-589.
Crossref
Christian John Immanuel S. Boydon, Bin Zhang & Cheng-Hung Wu. (2023) Deep Learning Agents for Efficient Dynamic Production Control in Semiconductor Manufacturing. Deep Learning Agents for Efficient Dynamic Production Control in Semiconductor Manufacturing.
Benjamin Kovács, Pierre Tassel & Martin Gebser. (2023) Optimizing Dispatching Strategies for Semiconductor Manufacturing Facilities with Genetic Programming. Optimizing Dispatching Strategies for Semiconductor Manufacturing Facilities with Genetic Programming.
Saumyaranjan Sahoo, Satish Kumar, Mohammad Zoynul Abedin, Weng Marc Lim & Suresh Kumar Jakhar. (2022) Deep learning applications in manufacturing operations: a review of trends and ways forward. Journal of Enterprise Information Management 36:1, pages 221-251.
Crossref
Jose Arnaldo Barra Montevechi, Gustavo Teodoro Gabriel, Afonso Teberga Campos, Carlos Henrique dos Santos, Fabiano Leal & Michael E. F. H. S. Machado. (2022) Using Generative Adversarial Networks to Validate Discrete Event Simulation Models. Using Generative Adversarial Networks to Validate Discrete Event Simulation Models.
Bakass Assiya, Tarik Agouti, Jihad Zahir, A. Ait-Mlouk & Mohammed El Adnani. (2022) Big data and Intelligent decision Making: Approaches and Applications. Big data and Intelligent decision Making: Approaches and Applications.
Marcel Panzer, Benedict Bender & Norbert Gronau. (2022) Neural agent-based production planning and control: An architectural review. Journal of Manufacturing Systems 65, pages 743-766.
Crossref
Guohui Zhang, Xixi Lu, Xing Liu, Litao Zhang, Shiwen Wei & Wenqiang Zhang. (2022) An effective two-stage algorithm based on convolutional neural network for the bi-objective flexible job shop scheduling problem with machine breakdown. Expert Systems with Applications 203, pages 117460.
Crossref
Chunquan Li, Yaqiong Chen & Yuling Shang. (2022) A review of industrial big data for decision making in intelligent manufacturing. Engineering Science and Technology, an International Journal 29, pages 101021.
Crossref
Shihong Liu, Shichang Du, Lifeng Xi, Yiping Shao & Delin Huang. (2022) A Novel Analytical Modeling Approach for Quality Propagation of Transient Analysis of Serial Production Systems. Sensors 22:6, pages 2409.
Crossref
Maria Grazia Marchesano, Guido Guizzi, Valentina Popolo & Giuseppe Converso. (2022) Dynamic scheduling of a due date constrained flow shop with Deep Reinforcement Learning. IFAC-PapersOnLine 55:10, pages 2932-2937.
Crossref
Shengluo Yang, Zhigang Xu & Junyi Wang. (2021) Intelligent Decision-Making of Scheduling for Dynamic Permutation Flowshop via Deep Reinforcement Learning. Sensors 21:3, pages 1019.
Crossref
Maria Grazia Marchesano, Guido Guizzi, Liberatina Carmela Santillo & Silvestro Vespoli. (2021) A Deep Reinforcement Learning approach for the throughput control of a Flow-Shop production system. IFAC-PapersOnLine 54:1, pages 61-66.
Crossref
Alican Dogan & Derya Birant. (2020) Machine Learning and Data Mining in Manufacturing. Expert Systems with Applications, pages 114060.
Crossref

Reprints and Corporate Permissions

Please note: Selecting permissions does not provide access to the full text of the article, please see our help page How do I view content?

To request a reprint or corporate permissions for this article, please click on the relevant link below:

Order Reprints Request Corporate Permissions

Academic Permissions

Please note: Selecting permissions does not provide access to the full text of the article, please see our help page How do I view content?

Obtain permissions instantly via Rightslink by clicking on the button below:

Request Academic Permissions

If you are unable to obtain permissions via Rightslink, please complete and submit this Permissions form. For more information, please visit our Permissions help page.

Related research

People also read lists articles that other readers of this article have read.

Recommended articles lists articles that we recommend and is powered by our AI driven recommendation engine.

Cited by lists all citing articles based on Crossref citations.
Articles with the Crossref icon will open in a new tab.