Navigating the canal presents unique issues for ships, requiring detailed scheduling and strict observance with regulations. Successful canal adherence programs are now critical for improving ship processes, decreasing hold-ups, and guaranteeing punctual movements. This undertakings often involve automated monitoring systems, real-time information