PredictiveMaintenance-and-Vibration-Resources

Free Vibration Resources and PDm resources

Papers, datasets and other resources for Vibration Analysis.

I accept contributions to this Repo

Link to datasets

• MAFAULDA. Machinery Fault Database [Online] (13Gb)
• NASA Bearing Dataset (6Gb):
• • Example of this dataset in a notebook ⭐
• Another NASA Bearing Dataset (1Gb)
• Bearing Data Center. Seeded Fault Test Data
• Vibration of rolling bearings under widely varying speed conditions: This dataset contains observations of vibration of test stand under widely varying speed conditions.
• Bearing Vibration Data under Time-varying Rotational Speed Conditions: The data contain vibration signals collected from bearings of different health conditions under time-varying rotational speed conditions.
• Planetary gearbox vibration data
• Condition Monitoring for Handpumps - Vibration Data
• Unbalance Classification Using Vibration Data (Vibration Measurements on a Rotating Shaft at Different Unbalance Strengths): This dataset contains vibration data recorded on a rotating drive train. This drive train consists of an electronically commutated DC motor and a shaft driven by it, which passes through a roller bearing.
• AI4I 2020 Predictive Maintenance Dataset Data Set: The dataset consists of 10 000 data points stored as rows with 14 features in columns, it is also avaiilable at https://www.kaggle.com/shivamb/machine-predictive-maintenance-classification
• Microsoft Azure Predictive Maintenance: This dataset was available as a part of Azure AI Notebooks for Predictive Maintenance. But as of 15th Oct, 2020 the notebook link is no longer available. More information in here and exploratory data analysis
• Electric Motor Vibrations Dataset
• EXPERIMENTAL DATABASE FOR DETECTING AND DIAGNOSING ROTOR BROKEN BAR IN A THREE-PHASE INDUCTION MOTOR

Papers (Related papers to the dasets can be found in the same dataset link.)

• A Review of Feature Extraction Methods in Vibration…MDPI ⬇️
• Vibration Analysis Techniques included in the Predictive Maintenance Plan of a Paper Machine
• Machine Learning-Based Unbalance Detection of a Rotating Shaft Using Vibration Data
• Learning to See the Vibration: A Neural Network for Vibration Frequency Prediction
• Fault detection analysis in rolling element bearing: A review
• Fault Detection in Induction Motor Using Time Domain and Spectral Imaging-Based Transfer Learning Approach on Vibration Data

Other Resources

• An Animated Introduction to Vibration Analysis by Mobius Institute :film_strip:
• Vibration Analysis - Bearing Failure Analysis by Mobius Institute :film_strip:
• NASA Bearing Feature Extraction 📓
• IMS Bearing Dataset: Extracting Failure modes from vibration signals 📓
• Machine Learning Based Unbalance Detection of a Rotating Shaft Using Vibration Data :octocat:
• Vibration in Cooling Towers ⬇️
• Vibration Analysis: FFT, PSD, and Spectrogram Basics [Free Download, Notebook, Examples]
• https://blog.endaq.com/top-vibration-metrics-to-monitor-how-to-calculate-them
• Deep Learning Strategies for Predictive Maintenance

Predictive Maintenance

• Predictive Maintenance. Remaining Useful Life Estimation :film_strip:
• Predictive Maintenance. How to Use Diagnostic Feature Designer For Feature Exraction :film_strip:
• Predictive Maintenance. Unsupervised and Supervised Machine Learning in MATLAB :film_strip:

Repos

• https://github.com/umbertogriffo/Predictive-Maintenance-using-LSTM
• https://github.com/archd3sai/Predictive-Maintenance-of-Aircraft-Engine