John E. Boylan

Intermittent Demand Forecasting


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3 2 1 0.2 0.3 0.06 1 2 0.3 0.2 0.06 0.12 4 2 2 0.2 0.2 0.04 0.04

Demand Probability Cumulative probability
0 0.25 0.25
1 0.30 0.55
2 0.29 0.84
3 0.12 0.96
4 0.04 1.00

      In Table 3.3, upper D Subscript upper R denotes demand over the review interval (Week 1), upper D Subscript upper L demand over the lead time (Week 2), and upper D Subscript upper R plus upper L demand over the protection interval (Weeks 1 and 2). Probability is denoted by the symbol double-struck upper P.

      To find the probabilities in Table 3.3, we first consider all the possible ways of achieving the demand values over two weeks. For example, a total demand of two can be achieved in three ways (two in Week 1, zero in Week 2; or one in Week 1, one in Week 2; or zero in Week 1 and two in Week 2). The full listings are given in the second and third columns of Table 3.3.

      3.5.3 Cycle Service Levels Based on Cycles with Demand

      Examples such as this motivate the development of a revised method of calculating the cycle service level for intermittent demand items. Instead of looking at all replenishment cycles, we focus on those replenishment cycles that contain some demand. In this book, the revised cycle service level will be denoted as CSL Superscript plus, where the plus sign indicates restriction to review intervals with a positive (non‐zero) demand. Cardós et al. (2006) argued that the usual calculation of demand probabilities would require amendment to recognise this restriction. Teunter and Duncan (2009) also took this into account in their non‐parametric analysis, to be discussed in Chapter 13. Finding CSL Superscript plus will require separate evaluation of:

      1 The probability of demand over the review interval, conditional on this demand being strictly positive.

      2 The (unconditional) probability of demand over the lead time.

      The notation in Table 3.5 is the same as in Table 3.3. The probability in the fifth column is unconditional, and may be written as double-struck upper P left-parenthesis upper D Subscript upper L Baseline right-parenthesis, as there is no restriction on demand during lead time. The probabilities in the fourth and final columns are conditional, as they are subject to the condition that upper D Subscript upper R is strictly positive (upper D Subscript upper R Baseline greater-than 0), and are written as double-struck upper P left-parenthesis upper D Subscript upper R Baseline vertical-bar upper D Subscript upper R Baseline greater-than 0 right-parenthesis and double-struck upper P left-parenthesis upper D Subscript upper R plus upper L Baseline vertical-bar upper D Subscript upper R Baseline greater-than 0 right-parenthesis, where the vertical lines indicate ‘subject to the condition that’.

      In