AI/ML-Enabled Condition Based Management (CMB+) for Predictive Aircraft Maintenance

The Air Force faces major challenges in accurately predicting, anticipating, and reacting to aircraft maintenance needs in order to maintain combat capabilities and readiness. Prescient Edge proposes a (Condition Based Maintenance (CBM+) enabling federated learning platform that considers historical maintenance analysis and sensor issues. This federated learning platform will incorporate variables such as part environmental deterioration based on squadron headquarters, load, and frequency of rough aircraft landing. This platform has the capability to be expanded into cross dimension analysis and coordination. Additionally, it is the best solution to the disconnect for both the Air Force and commercial entities because it alleviates privacy concerns, regulatory impediments, and engineering issues regarding data transfer through a decentralized network.