John E. Boylan

Intermittent Demand Forecasting


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give more reliable fill rate calculations.

      The calculations for both the cycle service level and the fill rate rely on demand probabilities. These may be over the review interval, the lead time, or the whole protection interval, and can be found from the probabilities of demand in a single period. The estimation of these probabilities is central to supply chain forecasting. Over the next two chapters, we examine different probability distributions that can be used to represent demand, and then move on to their forecasting requirements.

      Note 3.1 Fill Rate Expression of Zhang and Zhang

      where upper D Subscript upper L plus j Baseline equals d 1 plus midline-horizontal-ellipsis plus d Subscript upper L plus j, x denotes possible total demand values over the periods up to upper L plus j, and y denotes possible demand values in the next period, upper L plus j plus 1.

      The amount subtracted from 1 represents the proportion of demand that is not satisfied. The denominator represents the average demand over the whole review interval (length upper R), recalling that mu is the average demand per unit time period.

      In the numerator, each unit of time in the review interval is analysed separately. For the first unit of time, denoted by j equals 0 in Eq. (3.5), backorders are generated if the demand d Subscript upper L plus 1 is in excess of the remaining stock, after taking into account the cumulative demand over upper L periods, upper D Subscript upper L. The same argument applies for the second unit of time, denoted by j equals 1: backorders are generated if the demand d Subscript upper L plus 2 is in excess of the remaining stock, after taking into account the cumulative demand over upper L plus 1 periods, upper D Subscript upper L plus 1. This argument holds for every unit of time in the review interval. In each case, the backorders are weighted by the probability of demand in the unit of time and the probability of cumulative demand in the preceding periods, and are summed appropriately. The results are totalled over the whole review interval to give the expected total backorders.

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