appropriate solutions for reducing traffic congestion and accidents, and it has high prediction accuracy. Unlike the existing sensor-based forecasting solutions, the most important advantage is that it uses the technology of combinations of ML and AI-based algorithm, big data analysis, and transportation theories. It has world-class competitiveness in terms of reducing the cost and improving the accuracy for the areas of traffic management and information services.