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High-frequency vibration, temperature, and acoustic emission readings from 340 CNC milling and turning machines across 8 automotive parts plants. Each sensor stream is labeled with maintenance events (bearing failure, spindle wear, tool breakage) and remaining useful life (RUL) estimates. Built for predictive maintenance models and digital twin development.
2.8B sensor readings from 340 machines
2020-2026, 6 years
Real-time
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Listed April 5, 2026