2023-07-01

2023-07-01

Digital Twin using Matlab

• ahmd-mohsin/Digital-Twin-Induction-motor: Digital Twin of an Induction Motor: Fault Analysis and Predictive Maintenance
  • Model a motor and its faults. Design a digital twin for the motor.

Bearing Classification Code

• devamsheth21

IM Fault Classification Code: Current Vibration

• Aficionado45/IM-Fault-Detection
  • feature-importance

Feature Importance

• One way Anova ahmd-mohsin/Digital-Twin-Induction-motor: Digital Twin of an Induction Motor: Fault Analysis and Predictive Maintenance
• Random forest feature-importance

NASA Bearing Dataset Code

• NASA Bearing Dataset | Kaggle
• Prognostics Center of Excellence Data Set Repository | NASA
• intel-iot-devkit/motor-defect-detector-python: Predict performance issues with manufacturing equipment motors. Perform local or cloud analytics of the issues found, and then display the data on a user interface to determine when failures might arise.
• Machine-Learning/Bearing NASA Dataset.ipynb at master · supradha/Machine-Learning · GitHub

CRWU

• Data-Driven Machinery Fault Diagnosis | Personal Project of Biswajit Sahoo
• Data-Driven Remaining Useful Life (RUL) Prediction | Personal Project of Biswajit Sahoo

Femto Dataset

• wkzs111/phm-ieee-2012-data-challenge-dataset: Dataset that was used during the PHM IEEE 2012 Data Challenge, built by the FEMTO-ST Institute

Vibration Analysis Example

• Vibration-Monitoring-Metrics-Case-Western-Bearing-Data_R2
• Top 12 Vibration Metrics to Monitor & How to Calculate Them
• Vibration Analysis: FFT, PSD, and Spectrogram Basics [Free Download]