Assume the role of a Chief Data Officer. Develop a comprehensive predictive maintenance strategy for a fleet of 10,000 autonomous delivery vehicles. Outline the data collection pipeline (sensors, telemetry frequency), feature engineering process (vibration analysis, thermal patterns), model selection criteria (time-series forecasting vs. anomaly detection), and the edge-computing deployment architecture to ensure real-time inference.