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Geometric Parameter Identification of Medical Robot Based on Improved Beetle Antennae Search Algorithm

To improve the accuracy of common intelligent algorithms when identifying the parameters of geometric error in medical robots, this paper proposes an improved beetle antennae search algorithm (RWSAVSBAS). We first establish a model for the kinematic error in medical robots, and then add the random w...

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Detalles Bibliográficos
Autores principales: Kou, Bin, Ren, Dongcheng, Guo, Shijie
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8869664/
https://www.ncbi.nlm.nih.gov/pubmed/35200411
http://dx.doi.org/10.3390/bioengineering9020058
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author Kou, Bin
Ren, Dongcheng
Guo, Shijie
author_facet Kou, Bin
Ren, Dongcheng
Guo, Shijie
author_sort Kou, Bin
collection PubMed
description To improve the accuracy of common intelligent algorithms when identifying the parameters of geometric error in medical robots, this paper proposes an improved beetle antennae search algorithm (RWSAVSBAS). We first establish a model for the kinematic error in medical robots, and then add the random wandering behavior of the wolf colony algorithm to the search process of the beetle antennae search algorithm to strengthen its capability for local search. Following this, we improve the global convergence ability of the beetle antennae search algorithm by using the simulated annealing algorithm. We compare the accuracy of end positioning of the proposed algorithm with the frog-jumping algorithm and the beetle antennae search algorithm with variable step length through simulations. The results show that the proposed algorithm has a higher accuracy of convergence, and can significantly improve the accuracy of end positioning of the medical robot.
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spelling pubmed-88696642022-02-25 Geometric Parameter Identification of Medical Robot Based on Improved Beetle Antennae Search Algorithm Kou, Bin Ren, Dongcheng Guo, Shijie Bioengineering (Basel) Article To improve the accuracy of common intelligent algorithms when identifying the parameters of geometric error in medical robots, this paper proposes an improved beetle antennae search algorithm (RWSAVSBAS). We first establish a model for the kinematic error in medical robots, and then add the random wandering behavior of the wolf colony algorithm to the search process of the beetle antennae search algorithm to strengthen its capability for local search. Following this, we improve the global convergence ability of the beetle antennae search algorithm by using the simulated annealing algorithm. We compare the accuracy of end positioning of the proposed algorithm with the frog-jumping algorithm and the beetle antennae search algorithm with variable step length through simulations. The results show that the proposed algorithm has a higher accuracy of convergence, and can significantly improve the accuracy of end positioning of the medical robot. MDPI 2022-01-29 /pmc/articles/PMC8869664/ /pubmed/35200411 http://dx.doi.org/10.3390/bioengineering9020058 Text en © 2022 by the authors. https://creativecommons.org/licenses/by/4.0/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 (https://creativecommons.org/licenses/by/4.0/).
spellingShingle Article
Kou, Bin
Ren, Dongcheng
Guo, Shijie
Geometric Parameter Identification of Medical Robot Based on Improved Beetle Antennae Search Algorithm
title Geometric Parameter Identification of Medical Robot Based on Improved Beetle Antennae Search Algorithm
title_full Geometric Parameter Identification of Medical Robot Based on Improved Beetle Antennae Search Algorithm
title_fullStr Geometric Parameter Identification of Medical Robot Based on Improved Beetle Antennae Search Algorithm
title_full_unstemmed Geometric Parameter Identification of Medical Robot Based on Improved Beetle Antennae Search Algorithm
title_short Geometric Parameter Identification of Medical Robot Based on Improved Beetle Antennae Search Algorithm
title_sort geometric parameter identification of medical robot based on improved beetle antennae search algorithm
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8869664/
https://www.ncbi.nlm.nih.gov/pubmed/35200411
http://dx.doi.org/10.3390/bioengineering9020058
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