Monitoring Machine Tool Based on External Physical Characteristics of the Machine Tool Using Machine Learning Algorithm | IEEE Conference Publication | IEEE Xplore

Monitoring Machine Tool Based on External Physical Characteristics of the Machine Tool Using Machine Learning Algorithm


Abstract:

Using the three-dimensional acceleration sensor and the current sensor to collect vibration data and current data to get information from machine tools without Programmab...Show More

Abstract:

Using the three-dimensional acceleration sensor and the current sensor to collect vibration data and current data to get information from machine tools without Programmable Logic Controller(PLC) is the direct method. Processing the data by characteristic extraction engineering, and building models by machine learning algorithms. So it can identify the status of machine tools from this models accurately. Then, it can help the small-and medium sized enterprises to monitor machine tools with high scalability and portability.
Date of Conference: 26-28 September 2018
Date Added to IEEE Xplore: 14 March 2019
ISBN Information:
Conference Location: Laguna Hills, CA, USA

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