Research Article

The Analysis of the Role of Bullwhip Effects on the Four-Level Supply Chain in Industry Using Statistical Methods

Table 2

Scenarios of forecasting methods in the four-level supply chain.

ā€‰RetailerWholesalerManufacturerSupplier

Scenario 1Linear regressionExponential smoothingNeural networkMoving average
Scenario 2Linear regressionExponential smoothingMoving averageNeural network
Scenario 3Linear regressionNeural networkExponential smoothingMoving average
Scenario 4Linear regressionMoving averageExponential smoothingNeural network
Scenario 5Linear regressionMoving averageNeural networkExponential smoothing
Scenario 6Linear regressionNeural networkMoving averageExponential smoothing
Scenario 7Exponential smoothingLinear regressionNeural networkMoving average
Scenario 8Exponential smoothingLinear regressionMoving averageNeural network
Scenario 9Exponential smoothingNeural networkLinear regressionMoving average
Scenario 10Exponential smoothingMoving averageLinear regressionNeural network
Scenario 11Exponential smoothingMoving averageNeural networkLinear regression
Scenario 12Exponential smoothingNeural networkMoving averageLinear regression
Scenario 13Neural networkExponential smoothingMoving averageLinear regression
Scenario 14Neural networkExponential smoothingLinear regressionMoving average
Scenario 15Neural networkMoving averageExponential smoothingLinear regression
Scenario 16Neural networkLinear regressionMoving averageExponential smoothing
Scenario 17Neural networkLinear regressionExponential smoothingMoving average
Scenario 18Neural networkMoving averageLinear regressionExponential smoothing
Scenario 19Moving averageNeural networkExponential smoothingLinear regression
Scenario 20Moving averageNeural networkLinear regressionExponential smoothing
Scenario 21Moving averageExponential smoothingNeural networkLinear regression
Scenario 22Moving averageLinear regressionNeural networkExponential smoothing
Scenario 23Moving averageLinear regressionExponential smoothingNeural network
Scenario 24Moving averageExponential smoothingLinear regressionNeural network