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Process documentationForecast with Second-Order Exponential Smoothing Model

 

In this process, the system executes a forecast with the second-order exponential smoothing model. This forecast model can be used to determine suspected trend behavior. The system uses second-order exponential smoothing to determine future demand. The forecast is not constant.

Before calculating the forecast, the system executes model initialization and outlier correction. After calculating the forecast, the system calculates the standard deviation and the MAD and performs a trend limitation.

For more information about how the system chooses this model, see Automatic Model Selection.

Process

  • The system executes the forecast with the second-order exponential smoothing model according to the following formula:

    • F(t+1) is the forecast for the next period.

    • B1(t) is the once-smoothed basic value.

    • B2(t) is the twice-smoothed basic value.

    • V(t) is the final history of the last period.

      This value is displayed in the Final History key figure on the Adjust Demand History screen. You get to this screen on the SAP Easy Access screen under Start of the navigation path Advanced Planning and Optimization Next navigation step Service Parts Planning (SPP) Next navigation step Environment Next navigation step Data Administration End of the navigation path.

    • Alpha is the smoothing constant for the once-smoothed basic value and beta is the smoothing constant for the twice-smoothed basic value.

      You can define the smoothing constants alpha and beta on the SAP Easy Access menu under Start of the navigation path Advanced Planning and Optimization Next navigation step Service Parts Planning (SPP) Next navigation step Planning Next navigation step Forecasting Next navigation step Forecast Profile End of the navigation path on the Model Parameter tab page in the Alpha Factor and Beta Factor fields.

  • The trend results from the forecast with the Second-Order Exponential Smoothing model as follows:

    B2(t) — B2(t-1)