The performance of a ship’s auxiliary engine is essential for a continuous power supply on board. A sudden blackout situation due to any malfunction in the auxiliary engine can cause significant disruption in operations and have devastating consequences for the safety of the ship and its crew. Hence, it is essential to identify any reduction in the performance of the auxiliary engine due to wear and tear or other factors as early as possible.