Can deep reinforcement learning improve inventory management? Performance on lost sales, dual-sourcing, and multi-echelon problems

Problem definition: Is deep reinforcement learning (DRL) effective at solving inventory problems? Academic/practical relevance: Given that DRL has successfully been applied in computer games and robotics, supply chain researchers and companies are interested in its potential in inventory management....

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Bibliographic Details
Main Author: Gijsbrechts, Joren (author)
Other Authors: Boute, Robert N. (author), Mieghem, Jan A. van (author), Zhang, Dennis J. (author)
Format: article
Language:eng
Published: 2022
Subjects:
Online Access:http://hdl.handle.net/10400.14/38036
Country:Portugal
Oai:oai:repositorio.ucp.pt:10400.14/38036