THULab2026cc-by-4.0
PUDU Robot Operation Logs for Predictive Maintenance (TsFile)
Time-series database of operational logs from 46-48 PUDU autonomous cleaning robots covering May 2025 to February 2026, containing error events, fault diagnostics, and robot status checks for predictive maintenance and fault detection.
Downloads0
Episodes147488 error records + 3893 status records from 46-48 robots
Why This Matters for Physical AI
This dataset enables real-world predictive maintenance and fault diagnosis for autonomous robot fleets through temporal error logs and operational metrics, supporting reproducible ML models (LSTM, Random Forest) for proactive robot fleet management and system reliability.
Technical Profile
- Modalities
- time-seriestabular
- Robot Embodiments
- PUDU autonomous cleaning robot
- Environment
- industrial
- Task Types
- predictive-maintenancefault-detectionanomaly-detectiondiagnosticsfleet-monitoring
- Episodes
- 147488 error records + 3893 status records from 46-48 robots
- Data Format
- tsfile
- Annotation Types
- error_typeerror_levelerror_detailcheck_result_json
- License
- cc-by-4.0
Access
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