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A Novel Hybrid Error Criterion-Based Active Control Method for on-Line Milling Vibration Suppression with Piezoelectric Actuators and Sensors

Milling vibration is one of the most serious factors affecting machining quality and precision. In this paper a novel hybrid error criterion-based frequency-domain LMS active control method is constructed and used for vibration suppression of milling processes by piezoelectric actuators and sensors,...

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Detalles Bibliográficos
Autores principales: Zhang, Xingwu, Wang, Chenxi, Gao, Robert X., Yan, Ruqiang, Chen, Xuefeng, Wang, Shibin
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2016
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4732101/
https://www.ncbi.nlm.nih.gov/pubmed/26751448
http://dx.doi.org/10.3390/s16010068
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author Zhang, Xingwu
Wang, Chenxi
Gao, Robert X.
Yan, Ruqiang
Chen, Xuefeng
Wang, Shibin
author_facet Zhang, Xingwu
Wang, Chenxi
Gao, Robert X.
Yan, Ruqiang
Chen, Xuefeng
Wang, Shibin
author_sort Zhang, Xingwu
collection PubMed
description Milling vibration is one of the most serious factors affecting machining quality and precision. In this paper a novel hybrid error criterion-based frequency-domain LMS active control method is constructed and used for vibration suppression of milling processes by piezoelectric actuators and sensors, in which only one Fast Fourier Transform (FFT) is used and no Inverse Fast Fourier Transform (IFFT) is involved. The correction formulas are derived by a steepest descent procedure and the control parameters are analyzed and optimized. Then, a novel hybrid error criterion is constructed to improve the adaptability, reliability and anti-interference ability of the constructed control algorithm. Finally, based on piezoelectric actuators and acceleration sensors, a simulation of a spindle and a milling process experiment are presented to verify the proposed method. Besides, a protection program is added in the control flow to enhance the reliability of the control method in applications. The simulation and experiment results indicate that the proposed method is an effective and reliable way for on-line vibration suppression, and the machining quality can be obviously improved.
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spelling pubmed-47321012016-02-12 A Novel Hybrid Error Criterion-Based Active Control Method for on-Line Milling Vibration Suppression with Piezoelectric Actuators and Sensors Zhang, Xingwu Wang, Chenxi Gao, Robert X. Yan, Ruqiang Chen, Xuefeng Wang, Shibin Sensors (Basel) Article Milling vibration is one of the most serious factors affecting machining quality and precision. In this paper a novel hybrid error criterion-based frequency-domain LMS active control method is constructed and used for vibration suppression of milling processes by piezoelectric actuators and sensors, in which only one Fast Fourier Transform (FFT) is used and no Inverse Fast Fourier Transform (IFFT) is involved. The correction formulas are derived by a steepest descent procedure and the control parameters are analyzed and optimized. Then, a novel hybrid error criterion is constructed to improve the adaptability, reliability and anti-interference ability of the constructed control algorithm. Finally, based on piezoelectric actuators and acceleration sensors, a simulation of a spindle and a milling process experiment are presented to verify the proposed method. Besides, a protection program is added in the control flow to enhance the reliability of the control method in applications. The simulation and experiment results indicate that the proposed method is an effective and reliable way for on-line vibration suppression, and the machining quality can be obviously improved. MDPI 2016-01-06 /pmc/articles/PMC4732101/ /pubmed/26751448 http://dx.doi.org/10.3390/s16010068 Text en © 2016 by the authors; licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons by Attribution (CC-BY) license (http://creativecommons.org/licenses/by/4.0/).
spellingShingle Article
Zhang, Xingwu
Wang, Chenxi
Gao, Robert X.
Yan, Ruqiang
Chen, Xuefeng
Wang, Shibin
A Novel Hybrid Error Criterion-Based Active Control Method for on-Line Milling Vibration Suppression with Piezoelectric Actuators and Sensors
title A Novel Hybrid Error Criterion-Based Active Control Method for on-Line Milling Vibration Suppression with Piezoelectric Actuators and Sensors
title_full A Novel Hybrid Error Criterion-Based Active Control Method for on-Line Milling Vibration Suppression with Piezoelectric Actuators and Sensors
title_fullStr A Novel Hybrid Error Criterion-Based Active Control Method for on-Line Milling Vibration Suppression with Piezoelectric Actuators and Sensors
title_full_unstemmed A Novel Hybrid Error Criterion-Based Active Control Method for on-Line Milling Vibration Suppression with Piezoelectric Actuators and Sensors
title_short A Novel Hybrid Error Criterion-Based Active Control Method for on-Line Milling Vibration Suppression with Piezoelectric Actuators and Sensors
title_sort novel hybrid error criterion-based active control method for on-line milling vibration suppression with piezoelectric actuators and sensors
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4732101/
https://www.ncbi.nlm.nih.gov/pubmed/26751448
http://dx.doi.org/10.3390/s16010068
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