This project is for industrial application of IoT. The vibration and temperature data is acquired by the MPU6050 sensor and is transmitted through MQTT protocol using ESP32 and EMQX. Dataset used is 6-Index- Turbofan Engine Degradation Simulation Data Set.
- ESP32
- I2C
- MQTT
- Node-RED
- Download zip from here
- Unzip the file
unzip emqx-4.4.1-otp23.0-windows-amd64.zip- Start emqx
.\bin\emqx start- Check if emqx is running
.\bin\emqx_ctl status
.\bin\emqx ping- Stop emqx
.\bin\emqx stopWindows CMD:
node --version && npm --version
npm install -g --unsafe-perm node-red
node-red- Analysis and Control of The Motor Vibration using Arduino and Machine Learning Model by S. Krishnaveni, S. Senthil Raja, T. Jayasankar and P. Sathish Babu
- Machine Learning approach for Predictive Maintenance in Industry 4.0 by Marina Paolanti, Luca Romeo Andrea Felicetti, Jelena Loncarski, et. al.
- Machine Learning Approaches for Failure Type Detection and Predictive Maintenance by Patrick Jahnke
- Machine Learning for Predictive Maintenance: A Multiple Classifier Approach by Gian Antonio Susto, Andrea Schirru, Simone Pampuri, Se´an McLoone and Alessandro Beghi
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MIT License
Copyright (c) 2022 Pritam Sethuraman
Permission is hereby granted, free of charge, to any person obtaining a copy of this software and associated documentation files (the "Software"), to deal in the Software without restriction, including without limitation the rights to use, copy, modify, merge, publish, distribute, sublicense, and/or sell copies of the Software, and to permit persons to whom the Software is furnished to do so, subject to the following conditions:
The above copyright notice and this permission notice shall be included in all copies or substantial portions of the Software.
THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE SOFTWARE.