Heuristic approach on dynamic lot-sizing model for durable products with end-of-use constraints

A version of the dynamic lot-sizing (DLS) problem involving durable products with end-of-use constraints is analyzed in this paper. First, we mathematically formulate this problem, then certain properties are derived to construct the structure of the optimal solution. Next, based on these properties, a recursive optimization algorithm is proposed for a single-item problem. Moreover, an approximate algorithm is designed on the basis of the optimization algorithm, with linear computational complexity. A heuristic approach is proposed for solving the two-item DLS problem. The difficulty in solving this problem lies in its decomposition into item-level subproblems while ensuring the feasibility of the solution. The proposed technique aims to resolve this issue by combining the capabilities of Lagrangian relaxation to decompose the problem into smaller subproblems, and a genetic algorithm (GA) is used to update the Lagrangian multipliers. Further, the computational results obtained using the proposed approach are enumerated to demonstrate its effectiveness. Finally, the conclusion and remarks are given to discuss the possible future works.

[1]  Vinícius Amaral Armentano,et al.  Multi-item capacitated lot-sizing by a Cross decomposition based algorithm , 1994, Ann. Oper. Res..

[2]  Wolfgang Domschke,et al.  Efficient reformulations for dynamic lot-sizing problems with product substitution , 2010, OR Spectr..

[3]  Lawrence. Davis,et al.  Handbook Of Genetic Algorithms , 1990 .

[4]  Dmitry Krass,et al.  Dynamic lot sizing with returning items and disposals , 2002 .

[5]  Arthur F. Veinott,et al.  Minimum Concave-Cost Solution of Leontief Substitution Models of Multi-Facility Inventory Systems , 1969, Oper. Res..

[6]  Gp Gudrun Kiesmüller,et al.  An inventory model with dependent product demands and returns , 2001 .

[7]  E. Silver,et al.  Purchasing Policy of New Containers Considering the Random Returns of Previously Issued Containers , 1989 .

[8]  Stefan Helber,et al.  A Fix-and-Optimize Approach for the Multi-Level Capacitated Lot Sizing Problems , 2010 .

[9]  Yongjian Li,et al.  Uncapacitated production planning with multiple product types, returned product remanufacturing, and demand substitution , 2006, OR Spectr..

[10]  Hacer Güner Gören,et al.  A review of applications of genetic algorithms in lot sizing , 2010, J. Intell. Manuf..

[11]  Hai Jiang,et al.  A Lagrangian relaxation based approach for the capacitated lot sizing problem in closed-loop supply chain , 2012 .

[12]  Hanan Luss,et al.  Operations Research and Capacity Expansion Problems: A Survey , 1982, Oper. Res..

[13]  Suresh P. Sethi,et al.  Multi-Period Lot-Sizing with Stationary Demand: Extension to Forecast Horizons , 2013 .

[14]  S. Nahmias,et al.  A dynamic inventory system with recycling , 1980 .

[15]  Zeger Degraeve,et al.  Meta-heuristics for dynamic lot sizing: A review and comparison of solution approaches , 2004, Eur. J. Oper. Res..

[16]  Alan S. Manne,et al.  Programming of Economic Lot Sizes , 1958 .

[17]  Harvey M. Wagner,et al.  Dynamic Version of the Economic Lot Size Model , 2004, Manag. Sci..

[18]  F. Barry Lawrence,et al.  Coordinated Capacitated Lot-Sizing Problem with Dynamic Demand: A Lagrangian Heuristic , 2004, Decis. Sci..

[19]  S. Graves Using Lagrangean Techniques to Solve Hierarchical Production Planning Problems , 1982 .

[20]  Yongpei Guan,et al.  Two-stage stochastic lot-sizing problem under cost uncertainty , 2013, Ann. Oper. Res..

[21]  Liang Lu,et al.  Dynamic lot sizing for multiple products with a new joint replenishment model , 2011, Eur. J. Oper. Res..

[22]  Ayhan Özgür Toy,et al.  Dynamic lot sizing for a warm/cold process: Heuristics and insights , 2013 .

[23]  Horst Tempelmeier,et al.  Dynamic capacitated lot-sizing problems: a classification and review of solution approaches , 2010, OR Spectr..

[24]  Christian Almeder,et al.  A hybrid optimization approach for multi-level capacitated lot-sizing problems , 2010, Eur. J. Oper. Res..

[25]  George Liberopoulos,et al.  The stochastic economic lot sizing problem for non-stop multi-grade production with sequence-restricted setup changeovers , 2013, Annals of Operations Research.

[26]  Tsan-Ming Choi,et al.  Multi-period risk minimization purchasing models for fashion products with interest rate, budget, and profit target considerations , 2016, Ann. Oper. Res..

[27]  Yongjian Li,et al.  Heuristic genetic algorithm for capacitated production planning problems with batch processing and remanufacturing , 2007 .

[28]  John M. Wilson,et al.  A tabu search heuristic for solving the CLSP with backlogging and set-up carry-over , 2006, J. Oper. Res. Soc..