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Development of a Robotic Catheter Manipulation System Based on BP Neural Network PID Controller
In the process of artificial interventional therapy, the operation of artificial catheter is not accurate, which will bring strong radiation damage to surgeons. The purpose of this study is to develop a catheter operating system of surgical robot to assist doctors in remote operation and avoid the i...
Autores principales: | , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Hindawi
2020
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7775165/ https://www.ncbi.nlm.nih.gov/pubmed/33425007 http://dx.doi.org/10.1155/2020/8870106 |
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author | Ma, Xu Zhou, Jinpeng Zhang, Xu Zhou, Qi |
author_facet | Ma, Xu Zhou, Jinpeng Zhang, Xu Zhou, Qi |
author_sort | Ma, Xu |
collection | PubMed |
description | In the process of artificial interventional therapy, the operation of artificial catheter is not accurate, which will bring strong radiation damage to surgeons. The purpose of this study is to develop a catheter operating system of surgical robot to assist doctors in remote operation and avoid the influence of radiation. BP neural network plays an important role in the flexibility and rapidity of control. According to the actual output of the system, the control parameters of the controller are constantly adjusted to achieve better output effect. This paper introduces the practical application of BP neural network PID controller in the remote operation of the system and compares with the traditional PID controller. The results show that the new control algorithm is feasible and effective. The results show that the synchronization performance of BP neural network PID controller is better than that of traditional PID controller. |
format | Online Article Text |
id | pubmed-7775165 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2020 |
publisher | Hindawi |
record_format | MEDLINE/PubMed |
spelling | pubmed-77751652021-01-07 Development of a Robotic Catheter Manipulation System Based on BP Neural Network PID Controller Ma, Xu Zhou, Jinpeng Zhang, Xu Zhou, Qi Appl Bionics Biomech Research Article In the process of artificial interventional therapy, the operation of artificial catheter is not accurate, which will bring strong radiation damage to surgeons. The purpose of this study is to develop a catheter operating system of surgical robot to assist doctors in remote operation and avoid the influence of radiation. BP neural network plays an important role in the flexibility and rapidity of control. According to the actual output of the system, the control parameters of the controller are constantly adjusted to achieve better output effect. This paper introduces the practical application of BP neural network PID controller in the remote operation of the system and compares with the traditional PID controller. The results show that the new control algorithm is feasible and effective. The results show that the synchronization performance of BP neural network PID controller is better than that of traditional PID controller. Hindawi 2020-12-23 /pmc/articles/PMC7775165/ /pubmed/33425007 http://dx.doi.org/10.1155/2020/8870106 Text en Copyright © 2020 Xu Ma et al. https://creativecommons.org/licenses/by/4.0/ This is an open access article distributed under the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited. |
spellingShingle | Research Article Ma, Xu Zhou, Jinpeng Zhang, Xu Zhou, Qi Development of a Robotic Catheter Manipulation System Based on BP Neural Network PID Controller |
title | Development of a Robotic Catheter Manipulation System Based on BP Neural Network PID Controller |
title_full | Development of a Robotic Catheter Manipulation System Based on BP Neural Network PID Controller |
title_fullStr | Development of a Robotic Catheter Manipulation System Based on BP Neural Network PID Controller |
title_full_unstemmed | Development of a Robotic Catheter Manipulation System Based on BP Neural Network PID Controller |
title_short | Development of a Robotic Catheter Manipulation System Based on BP Neural Network PID Controller |
title_sort | development of a robotic catheter manipulation system based on bp neural network pid controller |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7775165/ https://www.ncbi.nlm.nih.gov/pubmed/33425007 http://dx.doi.org/10.1155/2020/8870106 |
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