Research Article

Evaluating the Performance of Aluminum Oxide Nanoparticle-Modified Asphalt Binder and Modelling the Viscoelastic Properties by Using Artificial Neural Networks and Support Vector Machines

Table 2

ANN and SVM model results for and prediction.

 Model 1: ANN model for predictionModel 2: ANN model for predictionModel 3: SVM model for predictionModel 4: SVM model for prediction
TrainingTestingTrainingTestingTrainingTestingTrainingTesting

R20.9890.8730.9110.8160.9840.9520.9290.861
RMSE0.0170.0600.0540.1070.0210.0410.0450.091