Table 1.
Hidden units | Erro | Longitude | Latitude | Altitude | Hidden units | Erro | Longitude | Latitude | Altitude |
---|---|---|---|---|---|---|---|---|---|
{50, 50, 50, 50} | RMSE | 0.0511 | 0.1215 | 7.8101 | {400, 50, 50, 50} | RMSE | 0.0643 | 0.0948 | 7.8424 |
MAE | 0.0460 | 0.0859 | 6.9259 | MAE | 0.0567 | 0.0720 | 6.9761 | ||
MRE (%) | 0.0404 | 0.2805 | 0.0668 | MRE (%) | 0.0498 | 0.2278 | 0.0673 | ||
{100, 50, 50, 50} | RMSE | 0.0573 | 0.0781 | 8.0129 | {400, 100, 50, 50} | RMSE | 0.0483 | 0.0638 | 8.9382 |
MAE | 0.0527 | 0.0639 | 7.1344 | MAE | 0.0337 | 0.0516 | 8.1498 | ||
MRE (%) | 0.0463 | 0.2070 | 0.0688 | MRE (%) | 0.0297 | 0.1640 | 0.0786 | ||
{100, 100, 50, 50} | RMSE | 0.0599 | 0.0736 | 8.0127 | {400, 100, 100, 50} | RMSE | 0.0609 | 0.0663 | 7.3076 |
MAE | 0.0528 | 0.0620 | 7.1309 | MAE | 0.0548 | 0.0528 | 6.3989 | ||
MRE (%) | 0.0464 | 0.1978 | 0.0688 | MRE (%) | 0.0482 | 0.1673 | 0.0617 | ||
{100, 100, 100, 50} | RMSE | 0.0555 | 0955 | 7.8217 | {400, 100, 100, 100} | RMSE | 0.0615 | 0.0576 | 8.3794 |
MAE | 0.0511 | 0.0867 | 6.8515 | MAE | 0.0559 | 0.0467 | 7.4772 | ||
MRE (%) | 0.450 | 0.2771 | 0.0661 | MRE (%) | 0.0491 | 0.1486 | 0.0722 | ||
{100, 100, 100, 100} | RMSE | 0.0638 | 0.0601 | 8.3485 | {400, 200, 50, 50} | RMSE | 0.0499 | 0.1180 | 7.6607 |
MAE | 0.0594 | 0.0479 | 7.4050 | MAE | 0.0461 | 0.1044 | 6.7804 | ||
MRE (%) | 0.0522 | 0.1518 | 0.0714 | MRE (%) | 0.0405 | 0.3372 | 0.0654 | ||
{200, 50, 50, 50} | RMSE | 0.0859 | 0.0893 | 8.6174 | {400, 200, 100, 50} | RMSE | 0.0513 | 0.0505 | 5.1075 |
MAE | 0.0751 | 0.0778 | 7.8161 | MAE | 0.0415 | 0.0394 | 4.1833 | ||
MRE (%) | 0.0660 | 0.2487 | 0.0754 | MRE (%) | 0.0365 | 0.1250 | 0.0404 | ||
{200, 100, 50, 50} | RMSE | 0.0826 | 0.0862 | 8.2755 | {400, 200, 100, 100} | RMSE | 0.0652 | 0.1021 | 8.7724 |
MAE | 0.0757 | 0.0755 | 7.3301 | MAE | 0.0595 | 0.0821 | 7.8578 | ||
MRE (%) | 0.0665 | 0.2409 | 0.0708 | MRE (%) | 0.0523 | 0.2592 | 0.0758 | ||
{200, 100, 100, 50} | RMSE | 0.0411 | 0.0641 | 7.5917 | {400, 200, 200, 100} | RMSE | 0.0580 | 0.1633 | 8.3036 |
MAE | 0.0378 | 0.0550 | 6.6656 | MAE | 0.0526 | 0.1395 | 7.4128 | ||
MRE (%) | 0.0332 | 0.1756 | 0.0643 | MRE (%) | 0.0462 | 0.4431 | 0.0715 | ||
{200, 100, 100, 100} | RMSE | 0.0807 | 0.0536 | 8.3810 | {400, 200, 200, 200} | RMSE | 0.0488 | 0.1294 | 7.9396 |
MAE | 0.0719 | 0.0428 | 7.5210 | MAE | 0.0410 | 0.1105 | 7.0186 | ||
MRE (%) | 0.0631 | 0.1362 | 0.0726 | MRE (%) | 0.0360 | 0.3518 | 0.0677 | ||
{200, 200, 100, 100} | RMSE | 0.0539 | 0.0465 | 8.4559 | {400, 400, 200, 200} | RMSE | 0.0754 | 0.0966 | 8.7700 |
MAE | 0.0479 | 0.0386 | 7.5092 | MAE | 0.0687 | 0.0802 | 7.8655 | ||
MRE (%) | 0.0421 | 0.1250 | 0.0724 | MRE (%) | 0.0604 | 0.2551 | 0.0759 | ||
{200, 200, 200, 100} | RMSE | 0.0774 | 0.0995 | 8.0743 | {400, 400, 400, 200} | RMSE | 0.0698 | 0.1429 | 7.3242 |
MAE | 0.0700 | 0.0823 | 7.1947 | MAE | 0.0633 | 0.1249 | 6.3333 | ||
MRE (%) | 0.0615 | 0.2614 | 0.0694 | MRE (%) | 0.0557 | 0.4038 | 0.0611 | ||
{200, 200, 200, 200} | RMSE | 0.0576 | 0.1098 | 8.5857 | {400, 400, 400, 400} | RMSE | 0.0645 | 0.1377 | 8.6786 |
MAE | 0.0549 | 0.0891 | 7.8214 | MAE | 0.0586 | 0.1151 | 7.7028 | ||
MRE (%) | 0.0482 | 0.2824 | 0.0755 | MRE (%) | 0.0515 | 0.3657 | 0.0743 |
Significant values are in bold