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Design and Evaluation of Low-Cost Vibration-Based Machine Monitoring System for Hay Rotary Tedder.
Arkadiusz Mystkowski1, Rafał Kociszewski1, Adam Kotowski1
1Faculty of Electrical Engineering, Bialystok University of Technology, Wiejska St. 45D, 15351 Bialystok, Poland.
Sensors (Basel, Switzerland)
|June 10, 2022
Summary
This study developed a low-cost vibration monitoring system using accelerometers for agricultural machines. The system effectively assesses equipment health, improving machinery durability and performance.
Area of Science:
- Mechanical Engineering
- Agricultural Engineering
- Sensor Technology
Background:
- Vibration monitoring using accelerometers is crucial for assessing machine health.
- Agricultural machinery, like rotary tedders, requires reliable condition monitoring to ensure durability.
Purpose of the Study:
- To develop and evaluate a low-cost vibration monitoring system for agricultural machines.
- To improve the durability and performance of machinery through effective health monitoring.
Main Methods:
- Fabrication of a low-cost electronic prototype using an AVR microcontroller (ATmega128) and accelerometer sensors.
- Calibration and experimental testing of the system using sinusoidal and multisinusoidal excitations in a laboratory test rig.
- Field testing on a rotary tedder, measuring acceleration at key points (gearbox, drive shaft bearing, main frame) and analyzing vibration parameters (RMS, kurtosis, crest factor).
Main Results:
- The developed system demonstrated an amplitude characteristic within 15% of a commercial product (AVM4000) across a 10 Hz-10 kHz frequency range.
- Static characteristics of sensors were presented, and the system was calibrated effectively.
- Experimental tests on a rotary tedder provided valuable data on shaft vibrations and bearing condition, correlating with drive shaft speed.
Conclusions:
- The low-cost vibration monitoring system is a viable solution for assessing the health of agricultural machinery.
- The system's performance is comparable to commercial products, offering a cost-effective alternative.
- The collected vibration data, including RMS, kurtosis, and crest factor, can be used to ascertain bearing condition and predict maintenance needs.
Keywords:
accelerometeragriculture machinerylow-cost sensorsmachine health monitoringvibration monitoringMore Related Videos
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