Extensive research in the field underscores the importance of automated toll gate systems in enhancing traffic flow, reducing environmental impact, and optimizing revenue generation. Previous studies have highlighted the transformative potential of automation in toll collection, advocating for the adoption of innovative solutions like the ATGS.