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Predictive Maintenance applications are gaining traction over the traditional preventive maintenance in high availability mission critical systems. BEL has indigenously manufactured many systems/ sub-systems/ components for the Fire Control System, deployed in various ships of the Indian Navy which are to be maintained for a period of over 10 to 15 years. The Predictive Maintenance for Fire Control Systems was taken up to incorporate Artificial Intelligence (AI) in defence applications to aid the operator in quick decision making and the solution is deployed in one of the naval ships
The continuous data of asset health, operational data fed to an Artificial Intelligence/ Machine learning (AI/ ML) based system helps in avoiding unanticipated downtime for a system by providing the operator with critical insights. An AI/ ML based Predictive Maintenance method involves deploying a learned ML Model based on historical data to analyse the behaviour of the system and warn the user of anomalous behaviour or predict system/ subsystem failure with reasonable accuracy. AI based Predictive Maintenance improves system’s Reliability, Availability and Maintainability.
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