The COBRAS system is a machine-learning system that can be used as a conditional risk-assessment system or for the general monitoring of sensors and signals. The system has a variation of areas it can be used for, including condition monitoring alarms and trending, collision avoidance of vessels, fuel monitoring, and vessel-operation readiness.