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author:

Liu, Ming (Liu, Ming.) [1] | Lin, Tao (Lin, Tao.) [2] | Chu, Feng (Chu, Feng.) [3] | Zheng, Feifeng (Zheng, Feifeng.) [4] | Chu, Chengbin (Chu, Chengbin.) [5]

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Abstract:

Scheduling-Location (ScheLoc) problem considering machine location and job scheduling simultaneously is a relatively new and hot topic. The existing works assume that only one machine can be placed at a location, which may not be suitable for some practical applications. Besides, the customer credit risk which largely impacts the manufacturer-s profit has not been addressed in the ScheLoc problem. Therefore, in this work, we study a new and general stochastic parallel machine ScheLoc problem with limited location capacity and customer credit risk. The problem consists of determining the machine-to-location assignment, job acceptance, job-to-machine assignment, and scheduling of accepted jobs on each machine. The objective is to maximize the worst-case probability of manufacturer-s profit being greater than or equal to a given profit (referred to as the profit likelihood). For the problem, a distributionally robust chance-constrained (DRCC) programming model is proposed. Then, we develop two model-based approaches: (1) a sample average approximation (SAA) method; (2) a model-based constructive heuristic. Numerical results of 300 instances adapted from the literature show the average profit likelihood proposed by the constructive heuristic is 9.43% higher than that provided by the SAA, while the average computation time of the constructive heuristic is only 4.24% of that needed by the SAA. © The authors. Published by EDP Sciences, ROADEF, SMAI 2023.

Keyword:

Heuristic methods Job shop scheduling Location Profitability Risk assessment Sales Stochastic systems

Community:

  • [ 1 ] [Liu, Ming]School of Economics and Management, Tongji University, Shanghai, China
  • [ 2 ] [Lin, Tao]School of Economics and Management, Tongji University, Shanghai, China
  • [ 3 ] [Chu, Feng]School of Economics and Management, Fuzhou University, Fujian, China
  • [ 4 ] [Zheng, Feifeng]Glorious Sun School of Business and Management, Donghua University, Shanghai, China
  • [ 5 ] [Chu, Chengbin]Université Gustave-Eiffel, Esiee Paris, COSYS-GRETTIA, Marne-la-Vallée; F-77454, France

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Source :

RAIRO - Operations Research

Year: 2023

Issue: 3

Volume: 57

Page: 1179-1193

Cited Count:

WoS CC Cited Count:

SCOPUS Cited Count: 1

ESI Highly Cited Papers on the List: 0 Unfold All

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Chinese Cited Count:

30 Days PV: 0

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