... a data-driven approach, and introduces a model based on an artificial neural network ( ANN ) to predict the total travel time in a network under various link capacity modifications for a specified set of links. ANN-based prediction models are trained and validated on a synthetic data set generated from...

... test its performance under a variety of traffic conditions. Experimental results demonstrate that the model achieves a 97% accuracy in classifying traffic states and results in a 22% improvement in traffic flow. This research introduces a novel, data-driven approach to intelligent traffic management...