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An International Journal of Optimization and Control: Theories & Applications
                                                 ISSN: 2146-0957 eISSN: 2146-5703
                                                  Vol.15, No.2, pp.245-263 (2025)
                                                https://doi.org/10.36922/ijocta.1676


            RESEARCH ARTICLE


            Multiple item economic lot sizing problem with inventory
            dependent demand


                                         ¨
            Duru Balpınarlı and Mehmet Onal   *
                                                                          ˙
                                               ¨
            Department of Industrial Engineering, Ozye˘gin University, C¸ekmek¨oy, Istanbul, T¨urkiye
            duru.balpinarli@ozu.edu.tr, mehmet.onal@ozyegin.edu.tr

            ARTICLE INFO                    ABSTRACT
            Article History:                  We consider a multiple item Economic Lot Sizing problem where the demands
            Received: September 5, 2024       for items depend on their stock quantities. The objective is to find a production
            Accepted: February 5, 2025        plan such that the resulting stock levels (and hence demands) maximize total
            Published Online: March 20, 2025  profit over a finite planning horizon. The single item version of this problem
            Keywords:                         has been studied in the literature, and a polynomial time algorithm has been
            Economic lot-sizing               proposed when there are no bounds on production. It has also been proven
            Inventory dependent demand        that the single item version is NP-hard even when there are constant (i.e.,
                                              time-invariant) finite capacities on production. We extend this single item
            Lagrangian relaxation
                                              model by considering multiple items and production capacities. We propose
            Tabu search algorithm
                                              a Lagrangian relaxation method to find an initial solution to the problem.
            AMS Classification:
                                              This solution is a hybrid solution obtained by combining two distinct solutions
            90B05; 90C59
                                              generated in the process of solving the Lagrangian dual problem. Starting with
                                              this initial solution, we then implement a Tabu Search algorithm to find better
                                              solutions. The performance of the proposed solution method is compared with
                                              the performance of a standard commercial software that works on a mixed
                                              integer programming formulation of the problem. We show that our solution
                                              approach finds better solutions within a predetermined time limit in general.







            1. Introduction                                   demand, pointing out a popular product, reassur-
                                                              ing customers about high service standards, and
                                                              availability in the future.
            In order to increase sales and revenues, retailers
            may follow various strategies. For instance, intel-   In this paper, we consider the production
            ligent pricing decisions or advertising campaigns  planning problem of a manufacturer who pro-
            may increase retailers’ sales and revenues. It is
                                                              duces multiple items, where we assume that the
            observed in many cases that increasing the vis-
            ible stock levels may also increase customer de-  demands of items depend on their stock quan-
                                                              tities. We model this problem as an Economic
            mand (and hence revenues) for some product cat-
            egories. This is sometimes called the “Stack them  Lot Sizing (ELS) problem. Throughout this pa-
                                            1
            high, let them fly” phenomenon. shows empiri-     per, we will refer to our problem as multiple item
                                                     2
            cal evidence from magazine retailing, and pro-    ELSIDD (Economic Lot Sizing problem with In-
            vides evidence from automotive dealerships that   ventory Dependent Demand), where we assume
                                            3
            high stock levels stimulate sales. proposes that  that demand for each item is a non-decreasing
            increasing the stock level of a product can increase  and convex function of the available amount of
            sales for a variety of reasons, such as indicating  that particular item in the stocks. We also as-
            freshness (for food products), stimulating hidden  sume that there are finite production capacities.
               *Corresponding Author
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