Explainable AI

RDT and RLDT are Explainable AI applications.

As the first step, Explainable AI creates models that are understood by engineers reliability engineers and logistics analysts. The models are created from data by Machine Learning (ML) algorithms. Mitek is using custom-developed proprietary ML algorithms based on convex optimization.

The learned engineering models are used in AI inference to characterize performance, predict trends (longitudinal analysis), detect anomalies, and optimize decisions by evaluating impacts of process change alternatives.

Mitek’s mission-critical AI underwent rigorous verification and validation for US Air Force deployments. Using realistic simulated datasets, the AI was verified to accurately recover simulation models and scenario parameters from noisy data. The AI was proven over years of operation. Our aerospace-grade AI is now available commercially.