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Preventive maintenance through predictive analytics
2018 Government Innovation Awards
Preventive maintenance through predictive analytics
When the Navy’s Military Sealift Command realized that its decades-long horde of unstructured maintenance data was hampering strategic decision-making, officials turned to machine learning for help.
The command teamed up with Abeyon, a firm that specializes in artificial intelligence solutions, to create the data analysis tool Clarifi — a preventive capability that monitors the condition and reliability of all 100 of the command’s ships.
Using sample documents representing the larger unstructured dataset, the team built a machine learning-based text analysis model to explore and identify relationships among the equipment data and entities.
As the technology matures, Clarifi could offer recommendations on equipment health, condition and potential for failure. Instead of guessing whether a machine has reached its end, the command can now look to the past to predict problems and preempt them.
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A preventive maintenance plan (sometimes called 'preventative maintenance programs') attempts to help you proactively perform maintenance, repairs, and replacements so that you can prevent failures before they ever have the chance to occur.
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Agaram infotech
proactively perform maintenance, repairs, and replacements so that you can prevent failures before they ever have the chance to occur.
ReplyDeletePreventive maintanance plan
Agaram infotech
A good preventive maintenance plan involves planning, scheduling, coordination and reliability support across the entire organization. Remember, the goal.
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Agaram infotech
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“Production planning and control involves generally the organization and planning of the manufacturing process. Specifically, it consists of the planning of the routing, scheduling, dispatching and inspection, co-ordination and the control of materials, methods, machines, tooling and operating times.
Preventive maintanance plan
Agaram infotech