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Trajectory analysis and optimization of sea buckthorn fruit vibration separation manipulator based on I-PSO algorithm
In this paper, the optimal time planning of vibration separation trajectory of Hippophae rhamnoides fruit is studied for space manipulator using the I-PSO algorithm. The first step is to analyze the motion of the robotic arm's joints, which are limited in range and speed, in combination with a...
Autores principales: | , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Nature Publishing Group UK
2023
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10656555/ https://www.ncbi.nlm.nih.gov/pubmed/37978304 http://dx.doi.org/10.1038/s41598-023-47001-2 |
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author | Liang, Bingqin Lin, Xinzhang Liu, Ganghui Lei, Jin Wang, Weibing |
author_facet | Liang, Bingqin Lin, Xinzhang Liu, Ganghui Lei, Jin Wang, Weibing |
author_sort | Liang, Bingqin |
collection | PubMed |
description | In this paper, the optimal time planning of vibration separation trajectory of Hippophae rhamnoides fruit is studied for space manipulator using the I-PSO algorithm. The first step is to analyze the motion of the robotic arm's joints, which are limited in range and speed, in combination with a 3–5–3 polynomial interpolation, an improved Particle swarm optimization with adaptive inertia weight and asynchronous learning factor is proposed, and the specific process is given. Experimental images and data show that the improved particle swarm optimization algorithm can ensure the continuity of joint acceleration and velocity, and the optimal vibration trajectory time is 0.536539094 s Compared with the planned system trajectory time of 0.71022 s, the speed increased by 24.5%. The results of the orthogonal experiment show that the average fruit drop rate reaches 96.19%, which verifies the validity and reliability of the I-PSO algorithm for optimal time planning of seabuckthorn fruit separation vibration trajectory. |
format | Online Article Text |
id | pubmed-10656555 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | Nature Publishing Group UK |
record_format | MEDLINE/PubMed |
spelling | pubmed-106565552023-11-17 Trajectory analysis and optimization of sea buckthorn fruit vibration separation manipulator based on I-PSO algorithm Liang, Bingqin Lin, Xinzhang Liu, Ganghui Lei, Jin Wang, Weibing Sci Rep Article In this paper, the optimal time planning of vibration separation trajectory of Hippophae rhamnoides fruit is studied for space manipulator using the I-PSO algorithm. The first step is to analyze the motion of the robotic arm's joints, which are limited in range and speed, in combination with a 3–5–3 polynomial interpolation, an improved Particle swarm optimization with adaptive inertia weight and asynchronous learning factor is proposed, and the specific process is given. Experimental images and data show that the improved particle swarm optimization algorithm can ensure the continuity of joint acceleration and velocity, and the optimal vibration trajectory time is 0.536539094 s Compared with the planned system trajectory time of 0.71022 s, the speed increased by 24.5%. The results of the orthogonal experiment show that the average fruit drop rate reaches 96.19%, which verifies the validity and reliability of the I-PSO algorithm for optimal time planning of seabuckthorn fruit separation vibration trajectory. Nature Publishing Group UK 2023-11-17 /pmc/articles/PMC10656555/ /pubmed/37978304 http://dx.doi.org/10.1038/s41598-023-47001-2 Text en © The Author(s) 2023 https://creativecommons.org/licenses/by/4.0/Open Access This article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons licence, and indicate if changes were made. The images or other third party material in this article are included in the article's Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article's Creative Commons licence and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this licence, visit http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) . |
spellingShingle | Article Liang, Bingqin Lin, Xinzhang Liu, Ganghui Lei, Jin Wang, Weibing Trajectory analysis and optimization of sea buckthorn fruit vibration separation manipulator based on I-PSO algorithm |
title | Trajectory analysis and optimization of sea buckthorn fruit vibration separation manipulator based on I-PSO algorithm |
title_full | Trajectory analysis and optimization of sea buckthorn fruit vibration separation manipulator based on I-PSO algorithm |
title_fullStr | Trajectory analysis and optimization of sea buckthorn fruit vibration separation manipulator based on I-PSO algorithm |
title_full_unstemmed | Trajectory analysis and optimization of sea buckthorn fruit vibration separation manipulator based on I-PSO algorithm |
title_short | Trajectory analysis and optimization of sea buckthorn fruit vibration separation manipulator based on I-PSO algorithm |
title_sort | trajectory analysis and optimization of sea buckthorn fruit vibration separation manipulator based on i-pso algorithm |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10656555/ https://www.ncbi.nlm.nih.gov/pubmed/37978304 http://dx.doi.org/10.1038/s41598-023-47001-2 |
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