Table 7 Comparison of the real value of freight volume with the model predicted value.
From: Logistics demand prediction using fuzzy support vector regression machine based on Adam optimization
SVR | BPNN | FSVR-AD | |||
|---|---|---|---|---|---|
Actual Values | Forecasted Values | Actual Values | Forecasted Values | Actual Values | Forecasted Values |
109,564 | 143,613 | 109,564 | 93,567 | 109,564 | 108,556 |
117,008 | 148,778 | 117,008 | 97,975 | 117,008 | 114,840 |
129,913 | 155,849 | 129,913 | 104,019 | 129,913 | 134,108 |
178,164 | 164,245 | 178,164 | 110,272 | 178,164 | 171,540 |
186,585 | 169,111 | 186,585 | 108,469 | 186,585 | 197,381 |
214,749 | 180,351 | 214,749 | 122,141 | 214,749 | 209,427 |
250,609 | 200,878 | 250,609 | 159,362 | 250,609 | 245,399 |
260,849 | 222,784 | 260,849 | 207,770 | 260,849 | 267,519 |
276,726 | 238.302 | 276,726 | 237,384 | 276,726 | 271,128 |
254.990 | 259,293 | 254,990 | 286,735 | 254,990 | 259,545 |
257,241 | 258,500 | 257,241 | 253,242 | 257,241 | 259,774 |
267,692 | 265,156 | 267,692 | 241,769 | 267,692 | 272,999 |
286,744 | 280,027 | 286,744 | 254,240 | 286,744 | 275,856 |
313,708 | 300,447 | 313,708 | 287,814 | 313,708 | 307,829 |
288,074 | 316,795 | 288,074 | 305,351 | 288,074 | 300,534 |
291,428 | 330,343 | 291,428 | 333,258 | 291,428 | 280,858 |
288,074 | 367,982 | 288,074 | 305,353 | 288,074 | 294,631 |
