Table 2 Estimation Performance of Our Model for Each Traffic condition.
From: Traffic Flow Condition Classification for Short Sections Using Single Microwave Sensor
Method | Flow | Dense | Congested |
|---|---|---|---|
Analytic Geometry | 99% | 84% | 70% |
Without Error Prediction | 100% | 78% | 35% |
Error Prediction | 99% | 24% | 46% |
SVM with One-Against-All Method | 100% | 46% | 97% |
SVM with Binary Comparison | 100% | 74% | 100% |
BackPrp NN-SCG (3-20-3) | 99.14% | 85.31% | 100% |
BackPrp NN-LM (3-50-3) | 99.07% | 68% | 98.93% |
BackPrp NN-GDM (3-10-3) | 95.02% | 57.33% | 100% |