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This article appeared in a journal published by Elsevier. The attached copy is furnished to the author for internal non-commercial research and education use, including for instruction at the authors institution and sharing with colleagues. Other uses, including reproduction and distribution, or selling or licensing copies, or posting to personal, institutional or third party websites are prohibited. In most cases authors are permitted to post their version of the article (e.g. in Word or Tex form) to their personal website or institutional repository. Authors requiring further information regarding Elsevier’s archiving and manuscript policies are encouraged to visit: http://www.elsevier.com/authorsrights http://www.elsevier.com/authorsrights Author's personal copy A simheuristic algorithm for the Single-Period Stochastic Inventory-Routing Problem with stock-outs Angel A. Juan a,⇑, Scott E. Grasman b, Jose Caceres-Cruz a,1, Tolga Bektas� c a Department of Computer Science, Multimedia, and Telecommunication, IN3-Open University of Catalonia, 08018 Barcelona, Spain b Department of Industrial and Systems Engineering, Rochester Institute of Technology, USA c Southampton Management School and Centre for Operational Research, Management Science and Information Systems (CORMSIS), University of Southampton, UK a r t i c l e i n f o Article history: Available online 7 December 2013 Keywords: Inventory-Routing Problem Stochastic demands Stock-outs Simulation–optimization Simheuristics Randomized heuristics a b s t r a c t This paper describes a ‘simheuristic’ algorithm – one which combines simulation with heuristics – for solving a stochastic variant of the well-known Inventory-Routing Problem. The variant discussed here is integrated by a vehicle routing problem and several inventory problems characterized by stochastic demands. Initial stock levels and potential stock-outs are also considered, as well as a set of alternative refill policies for each retail center. The goal is to find the personalized refill policies and associated routing plan that minimize, at each single period, the expected total costs of the system, i.e., the sum of inventory and routing costs. After motivating it, a detailed description of the problem is provided. Then, a review of the related literature is performed and our simulation–optimization approach is introduced. The paper presents a set of numerical experiments comparing the proposed method against different refill strategies and discusses how total costs evolve as the level of system uncertainty and the inventory-holding costs per unit are varied. � 2013 Elsevier B.V. All rights reserved. 1. Introduction One of the most important paradigms in supply chain management is to move from sequential decision making toward integrated decision making, where all parties in the supply chain determine the best policy for the entire system. This is in contrast to sequentially optimized decisions in supply chains.
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