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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...
Autores principales: | , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
MDPI
2022
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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. |
format | Online Article Text |
id | pubmed-8869664 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
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 |
work_keys_str_mv | AT koubin geometricparameteridentificationofmedicalrobotbasedonimprovedbeetleantennaesearchalgorithm AT rendongcheng geometricparameteridentificationofmedicalrobotbasedonimprovedbeetleantennaesearchalgorithm AT guoshijie geometricparameteridentificationofmedicalrobotbasedonimprovedbeetleantennaesearchalgorithm |