A Tactile Sensor Decoupling Process

An improved hybrid homotopy method is proposed to decouple the multi-input model of tactile sensors. The time-embedded homotopy algorithm is proved to be very suitable for solving the problem. Three tracking factors that control the efficiency of the algorithm are studied: tracking operator, stepsiz...

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Main Authors: Yuyun Xu, Xuekun Zhuang, Guangyu Hu, Hongqing Pan, Feng Shuang
Format: Article
Language:English
Published: MDPI AG 2018-10-01
Series:Sensors
Subjects:
Online Access:http://www.mdpi.com/1424-8220/18/10/3515
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spelling doaj-d8162c2a221248a095781d54150dfee82020-11-24T21:18:02ZengMDPI AGSensors1424-82202018-10-011810351510.3390/s18103515s18103515A Tactile Sensor Decoupling ProcessYuyun Xu0Xuekun Zhuang1Guangyu Hu2Hongqing Pan3Feng Shuang4Institute of Intelligent Machines, Chinese Academy of Sciences, Hefei 230031, ChinaInstitute of Intelligent Machines, Chinese Academy of Sciences, Hefei 230031, ChinaInstitute of Intelligent Machines, Chinese Academy of Sciences, Hefei 230031, ChinaInstitute of Intelligent Machines, Chinese Academy of Sciences, Hefei 230031, ChinaInstitute of Intelligent Machines, Chinese Academy of Sciences, Hefei 230031, ChinaAn improved hybrid homotopy method is proposed to decouple the multi-input model of tactile sensors. The time-embedded homotopy algorithm is proved to be very suitable for solving the problem. Three tracking factors that control the efficiency of the algorithm are studied: tracking operator, stepsize, and accuracy. Trust region methods are applied to track the zero paths instead of the traditional differential algorithm, and a periodic sampling method is proposed to improve the efficiency of the algorithm. Numerical experiments show that both the robustness and accuracy have received a huge boost after the hybrid algorithm is applied.http://www.mdpi.com/1424-8220/18/10/3515homotopytactile sensorstrust-region doglegdecoupling process
collection DOAJ
language English
format Article
sources DOAJ
author Yuyun Xu
Xuekun Zhuang
Guangyu Hu
Hongqing Pan
Feng Shuang
spellingShingle Yuyun Xu
Xuekun Zhuang
Guangyu Hu
Hongqing Pan
Feng Shuang
A Tactile Sensor Decoupling Process
Sensors
homotopy
tactile sensors
trust-region dogleg
decoupling process
author_facet Yuyun Xu
Xuekun Zhuang
Guangyu Hu
Hongqing Pan
Feng Shuang
author_sort Yuyun Xu
title A Tactile Sensor Decoupling Process
title_short A Tactile Sensor Decoupling Process
title_full A Tactile Sensor Decoupling Process
title_fullStr A Tactile Sensor Decoupling Process
title_full_unstemmed A Tactile Sensor Decoupling Process
title_sort tactile sensor decoupling process
publisher MDPI AG
series Sensors
issn 1424-8220
publishDate 2018-10-01
description An improved hybrid homotopy method is proposed to decouple the multi-input model of tactile sensors. The time-embedded homotopy algorithm is proved to be very suitable for solving the problem. Three tracking factors that control the efficiency of the algorithm are studied: tracking operator, stepsize, and accuracy. Trust region methods are applied to track the zero paths instead of the traditional differential algorithm, and a periodic sampling method is proposed to improve the efficiency of the algorithm. Numerical experiments show that both the robustness and accuracy have received a huge boost after the hybrid algorithm is applied.
topic homotopy
tactile sensors
trust-region dogleg
decoupling process
url http://www.mdpi.com/1424-8220/18/10/3515
work_keys_str_mv AT yuyunxu atactilesensordecouplingprocess
AT xuekunzhuang atactilesensordecouplingprocess
AT guangyuhu atactilesensordecouplingprocess
AT hongqingpan atactilesensordecouplingprocess
AT fengshuang atactilesensordecouplingprocess
AT yuyunxu tactilesensordecouplingprocess
AT xuekunzhuang tactilesensordecouplingprocess
AT guangyuhu tactilesensordecouplingprocess
AT hongqingpan tactilesensordecouplingprocess
AT fengshuang tactilesensordecouplingprocess
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