Predictive Maintenance for Distributed Manufacturing Assets
Business Problem
High unplanned downtime in 14 remote facilities leading to $2.4M annual lost productivity and excessive reactive maintenance costs.
Solution Architecture
Edge-based sensor integration coupled with a central Cloud-AI ensemble model (LSTM + Random Forest) for RUL prediction.