A Unique Approach for One-of-a-Kind Results

Novity’s proprietary TruPrognostics™ AI delivers highly accurate fault prognostics by combining first-principles physics models with Machine Learning in a unique hybrid approach.

Data-Driven Methods

  • Require large amounts of relevant historical data
  • Not explainable
  • Fast

  • Scalable

TruPrognostics Hybrid AI

Augment physics models with ML/DL:

  • Significantly reduced historical data needs

  • Reduce sensor counts through
    virtual sensors

  • Fast, scalable, generalizable
    and explainable

Physics-Based Methods

  • Requires engineering data and
    subject matter knowledge

  • Very slow for real-time
    applications

  • Explainable
  • Generalizable

Superior Accuracy

Novity TruPrognostics AI considers the underlying physical principles that govern the dynamics of operating equipment. Our models better account for the non-linear degradation of machinery, providing high-accuracy predictions of Remaining Useful Life — predictions that ML models often can’t deliver.

No Data – No Problem

Most organizations don’t have sufficient high quality historical data to enable true predictive analytics. Our hybrid approach mitigates this data requirement because physics models are highly predictive while requiring only a fraction of the data points.

An AI that Speaks Your Language

Predictive analytics often fails to explain its insights. Using hybrid reasoning that combines the best of physics-based models and Machine Learning, our TruPrognostics AI provides explainable results that your operations team can understand and act on..