Navigating the waterway presents specific difficulties for ships, requiring detailed scheduling and precise compliance with guidelines. Effective canal adherence systems are now critical for improving boat processes, reducing backlogs, and ensuring scheduled movements. Such undertakings often involve automated tracking systems, live data assessment