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When is it feasible to model low discrete demand by a normal distribution?

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Abstract

Inventory control systems used in practice are quite often modeling the lead-time demand by a normal distribution. This may result in considerable errors when the real demand is low and discrete. For such demand, it is usually better to use a discrete demand distribution. However, this will increase the computational effort. A natural question is under what circumstances a normal approximation is feasible. This paper analyzes this question in a numerical study. Our study indicates that a normal approximation works reasonably well when the average lead-time demand is something like 10 or higher and the coefficient of variation is bounded by something like 2. The normal approximation works better for a high backorder cost or, equivalently, a high service level.

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References

  • Axsäter S (2006) Inventory control. 2nd edn. Springer, New York

    Google Scholar 

  • Burgin TA (1975) The gamma distribution and inventory control. Oper Res Quart 26: 507–525

    Article  Google Scholar 

  • Feller W (1968) An introduction to probability theory and its applications, vol 1, 3rd edn. Wiley, New York

    Google Scholar 

  • Fortuin L (1980) Five popular probability density functions: a comparison in the field of stock control models. J Oper Res Soc 31: 937–942

    Google Scholar 

  • Kottas JF, Lau H-S (1980) The use of versatile distribution families in some stochastic inventory calculations. J Oper Res Soc 31: 393–403

    Google Scholar 

  • Lau H-S, Zaki A (1982) The sensitivity of inventory decisions to the shape of lead time demand distribution. IIE Trans 13: 265–271

    Google Scholar 

  • Lau H-S, Lau AH-L (2003) Nonrobustness of the normal approximation of lead-time demand in a (Q, R) system. Nav Res Logist 50: 149–166

    Article  Google Scholar 

  • Silver EA, Pyke DF, Peterson R (1998) Inventory management and production planning and scheduling. 3rd edn. Wiley, New York

    Google Scholar 

  • Tyworth JE, O’Neill L (1997) Robustness of the normal approximation of lead-time demand in a distribution setting. Nav Res Logist 44: 165–186

    Article  Google Scholar 

  • Zipkin PH (2000) Foundations of inventory management. McGraw-Hill, Singapore

    Google Scholar 

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Correspondence to Sven Axsäter.

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Axsäter, S. When is it feasible to model low discrete demand by a normal distribution?. OR Spectrum 35, 153–162 (2013). https://doi.org/10.1007/s00291-011-0278-8

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  • DOI: https://doi.org/10.1007/s00291-011-0278-8

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