Privacy-Preserving Federated Predictive Maintenance for Distributed Telecom Infrastructure

Imagine every cell tower has its own local ‘mechanic’ that learns from its own sensor data when parts are likely to fail—but instead of sending all that sensitive data back to HQ, each tower only sends the ‘lessons learned’. HQ then combines those lessons into a single smarter mechanic that can warn you before anything breaks, across the whole network, without ever seeing the raw data.