Navigating the waterway presents unique difficulties for vessels, requiring careful planning and rigid adherence with guidelines. Effective canal observance processes are increasingly critical for improving vessel operations, reducing delays, and ensuring on-time transits. Such endeavors often involve electronic monitoring platforms, real-time data