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Preventive maintenance through predictive analytics

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Title : Preventive maintenance through predictive analytics
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Preventive maintenance through predictive analytics

ship taking on cargo (US Navy photo by Bill Mesta/released)

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.

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readability="28.486789431545">The tool’s pilot version turned nearly 30 years’ worth of data locked in Word documents into educated decisions regarding ships and their maintenance. Overall, the tool has increased operational efficiency and helped lower costs by millions of dollars.

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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4 Responses to "Preventive maintenance through predictive analytics"

  1. 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.


    Preventive maintanance plan
    Agaram infotech

    ReplyDelete
  2. proactively perform maintenance, repairs, and replacements so that you can prevent failures before they ever have the chance to occur.

    Preventive maintanance plan
    Agaram infotech

    ReplyDelete
  3. A good preventive maintenance plan involves planning, scheduling, coordination and reliability support across the entire organization. Remember, the goal.


    Preventive maintanance plan
    Agaram infotech

    ReplyDelete
  4. Search Results
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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

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