PROPHESY -RUL Prediction (from PROPHESY ) mapped on Significant innovations and lessons learned, training aspects

Mapped projects (45)
Mapped results (92)
  • Lessons learned
    Comment:
    • It is challenging to run a development project in a real-life production environment due to high pressure on production output.
    • Data collection from legacy systems brings some specific IT challenges.
    • Data understanding and data-pre-processing are crucial before starting the data analysis. 
    • It was proven once more that close collaboration is needed between data scientists and process experts to get reliable results.
    • The results of PROPHESY-ML application to the use cases have been reported for both demonstrators in the project’s deliverables, achieving RUL prediction with accuracy as little as 4-5% Mean Absolute Percentage error. 
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