Cargando…

Fuzzy Self-Tuning Tracking Differentiator for Motion Measurement Sensors and Application in Wide-Bandwidth High-Accuracy Servo Control

Sensor differential signals are widely used in many systems. The tracking differentiator (TD) is an effective method to obtain signal differentials. Differential calculation is noise-sensitive. There is the characteristics of low-pass filter (LPF) in the TD to suppress the noise, but phase lag is in...

Descripción completa

Detalles Bibliográficos
Autores principales: Gao, Yang, Tian, Dapeng, Wang, Yutang
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2020
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7039236/
https://www.ncbi.nlm.nih.gov/pubmed/32050730
http://dx.doi.org/10.3390/s20030948
_version_ 1783500786682036224
author Gao, Yang
Tian, Dapeng
Wang, Yutang
author_facet Gao, Yang
Tian, Dapeng
Wang, Yutang
author_sort Gao, Yang
collection PubMed
description Sensor differential signals are widely used in many systems. The tracking differentiator (TD) is an effective method to obtain signal differentials. Differential calculation is noise-sensitive. There is the characteristics of low-pass filter (LPF) in the TD to suppress the noise, but phase lag is introduced. For LPF, fixed filtering parameters cannot achieve both noise suppression and phase compensation lag compensation. We propose a fuzzy self-tuning tracking differentiator (FSTD) capable of adaptively adjusting parameters, which uses the frequency information of the signal to achieve a trade-off between the phase lag and noise suppression capabilities. Based on the frequency information, the parameters of TD are self-tuning by a fuzzy method, which makes self-tuning designs more flexible. Simulations and experiments using motion measurement sensors show that the proposed method has good filtering performance for low-frequency signals and improves tracking ability for high-frequency signals compared to fixed-parameter differentiator.
format Online
Article
Text
id pubmed-7039236
institution National Center for Biotechnology Information
language English
publishDate 2020
publisher MDPI
record_format MEDLINE/PubMed
spelling pubmed-70392362020-03-09 Fuzzy Self-Tuning Tracking Differentiator for Motion Measurement Sensors and Application in Wide-Bandwidth High-Accuracy Servo Control Gao, Yang Tian, Dapeng Wang, Yutang Sensors (Basel) Article Sensor differential signals are widely used in many systems. The tracking differentiator (TD) is an effective method to obtain signal differentials. Differential calculation is noise-sensitive. There is the characteristics of low-pass filter (LPF) in the TD to suppress the noise, but phase lag is introduced. For LPF, fixed filtering parameters cannot achieve both noise suppression and phase compensation lag compensation. We propose a fuzzy self-tuning tracking differentiator (FSTD) capable of adaptively adjusting parameters, which uses the frequency information of the signal to achieve a trade-off between the phase lag and noise suppression capabilities. Based on the frequency information, the parameters of TD are self-tuning by a fuzzy method, which makes self-tuning designs more flexible. Simulations and experiments using motion measurement sensors show that the proposed method has good filtering performance for low-frequency signals and improves tracking ability for high-frequency signals compared to fixed-parameter differentiator. MDPI 2020-02-10 /pmc/articles/PMC7039236/ /pubmed/32050730 http://dx.doi.org/10.3390/s20030948 Text en © 2020 by the authors. Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (http://creativecommons.org/licenses/by/4.0/).
spellingShingle Article
Gao, Yang
Tian, Dapeng
Wang, Yutang
Fuzzy Self-Tuning Tracking Differentiator for Motion Measurement Sensors and Application in Wide-Bandwidth High-Accuracy Servo Control
title Fuzzy Self-Tuning Tracking Differentiator for Motion Measurement Sensors and Application in Wide-Bandwidth High-Accuracy Servo Control
title_full Fuzzy Self-Tuning Tracking Differentiator for Motion Measurement Sensors and Application in Wide-Bandwidth High-Accuracy Servo Control
title_fullStr Fuzzy Self-Tuning Tracking Differentiator for Motion Measurement Sensors and Application in Wide-Bandwidth High-Accuracy Servo Control
title_full_unstemmed Fuzzy Self-Tuning Tracking Differentiator for Motion Measurement Sensors and Application in Wide-Bandwidth High-Accuracy Servo Control
title_short Fuzzy Self-Tuning Tracking Differentiator for Motion Measurement Sensors and Application in Wide-Bandwidth High-Accuracy Servo Control
title_sort fuzzy self-tuning tracking differentiator for motion measurement sensors and application in wide-bandwidth high-accuracy servo control
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7039236/
https://www.ncbi.nlm.nih.gov/pubmed/32050730
http://dx.doi.org/10.3390/s20030948
work_keys_str_mv AT gaoyang fuzzyselftuningtrackingdifferentiatorformotionmeasurementsensorsandapplicationinwidebandwidthhighaccuracyservocontrol
AT tiandapeng fuzzyselftuningtrackingdifferentiatorformotionmeasurementsensorsandapplicationinwidebandwidthhighaccuracyservocontrol
AT wangyutang fuzzyselftuningtrackingdifferentiatorformotionmeasurementsensorsandapplicationinwidebandwidthhighaccuracyservocontrol