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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2018-10-01
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Online Access: | http://www.mdpi.com/1424-8220/18/10/3515 |
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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 |
_version_ |
1726010665138651136 |