Research Article

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

Table 5

Demand, order, and wholesaler warehouse by the exponential smoothing method.

PeriodDemandOrderWarehouse

1286
23.6402.36
32.446.086
41.6304.37
51.0903.27
62.475.26
71.6604.34
81.1103.23
92.535.36
101.704.3
112.564.266
121.7204.28
132.764.476
141.8504.15
153.034.886
162.0303.97
173.345.376
182.2403.76
193.665.96
202.4503.55
213.996.446
222.6703.33
234.3276
244.234.236
254.224.226
264.254.256
274.324.326
284.424.426
294.534.536
304.644.646
314.774.776
324.94.96
335.035.036
345.175.176
355.315.316
365.445.446