Using multi-objective electromagnetism-like optimization to analyze inventory tradeoffs under probabilistic demand

This paper studies a bi-objective inventory model that intends to simultaneously determine order size and safety factor without estimating shortage cost or implicitly conducting monetary evaluation of customer service. A solution algorithm based on electromagnetism-like mechanism is employed to analyze tradeof f between expected total relevant cost and expected number of stockout occasion under probabilistic demand. Inventory decisions generated from MOEMO (multi-objective electromagnetism-like optimization) are not easily dominated by traditional methods, but also MOEMO tradeof f spread much wider than those of sequential and simultaneous methods.

[1]  A. Osyczka,et al.  A new method to solve generalized multicriteria optimization problems using the simple genetic algorithm , 1995 .

[2]  E. S. Gardner,et al.  Using Optimal Policy Surfaces to Analyze Aggregate Inventory Tradeoffs , 1979 .

[3]  Tomoyuki Hiroyasu,et al.  Multi-objective optimization of diesel engine emissions and fuel economy using SPEA2+ , 2005, GECCO '05.

[4]  Ford W. Harris,et al.  How Many Parts to Make at Once , 1990, Oper. Res..

[5]  Manoranjan Maiti,et al.  Multi-objective Inventory Model of Deteriorating Items with Space Constraint in a Fuzzy Environment , 2008 .

[6]  Ching-Shih Tsou,et al.  An Electromagnetism-Like Meta-Heuristic for Multi-Objective Optimization , 2006, 2006 IEEE International Conference on Evolutionary Computation.

[7]  James H. Bookbinder,et al.  Multicriteria Trade-Offs in a Warehouse/Retailer System , 1992 .

[8]  David F. Pyke,et al.  Inventory management and production planning and scheduling , 1998 .

[9]  Kalyanmoy Deb,et al.  A Hybrid Multi-objective Evolutionary Approach to Engineering Shape Design , 2001, EMO.

[10]  Susan Craw,et al.  Applying Genetic Algorithms to Multi-Objective Land Use Planning , 2000, GECCO.

[11]  H. Schneider,et al.  Resolving a multi-item inventory problem with unknown cost , 1982 .

[12]  G. Padmanabhan,et al.  Analysis of multi-item inventory systems under resource constraints: A non-linear goal programming approach , 1990 .

[13]  Bernhard Sendhoff,et al.  A critical survey of performance indices for multi-objective optimisation , 2003, The 2003 Congress on Evolutionary Computation, 2003. CEC '03..

[14]  Arnoldo C. Hax,et al.  Production and inventory management , 1983 .

[15]  R. K. Ursem Multi-objective Optimization using Evolutionary Algorithms , 2009 .

[16]  Shu-Cherng Fang,et al.  An Electromagnetism-like Mechanism for Global Optimization , 2003, J. Glob. Optim..