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Design of an efficient combined multipoint picking scheme for tea buds
Herein, a combined multipoint picking scheme was proposed, and the sizes of the end of the bud picker were selectively designed. Firstly, the end of the bud picker was abstracted as a fixed-size picking box, and it was assumed that the tea buds in the picking box have a certain probability of being...
Autores principales: | , , , , , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Frontiers Media S.A.
2022
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9724705/ https://www.ncbi.nlm.nih.gov/pubmed/36483963 http://dx.doi.org/10.3389/fpls.2022.1042035 |
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author | Xu, Lijia Xie, Yi Chen, Xinyuan Chen, Yanjun Kang, Zhiliang Huang, Peng Zou, Zhiyong He, Yong Yang, Ning Peng, Yingqi Dai, Jianwu Wu, Zhijun Liu, Bi Wang, Yuchao Zhao, Yongpeng |
author_facet | Xu, Lijia Xie, Yi Chen, Xinyuan Chen, Yanjun Kang, Zhiliang Huang, Peng Zou, Zhiyong He, Yong Yang, Ning Peng, Yingqi Dai, Jianwu Wu, Zhijun Liu, Bi Wang, Yuchao Zhao, Yongpeng |
author_sort | Xu, Lijia |
collection | PubMed |
description | Herein, a combined multipoint picking scheme was proposed, and the sizes of the end of the bud picker were selectively designed. Firstly, the end of the bud picker was abstracted as a fixed-size picking box, and it was assumed that the tea buds in the picking box have a certain probability of being picked. Then, the picking box coverage and the greedy algorithm were designed to make as few numbers of picking box set as possible to cover all buds to reduce the numbers of picking. Furthermore, the Graham algorithm and the minimum bounding box were applied to fine-tune the footholds of each picking box in the optimal coverage picking box set, so that the buds were concentrated in the middle of the picking boxes as much as possible. Moreover, the geometric center of each picking box was taken as a picking point, and the ant colony algorithm was used to optimize the picking path of the end of the bud picker. Finally, by analyzing the influence of several parameters on the picking performance of the end of the bud picker, the optimal sizes of the picking box were calculated successfully under different conditions. The experimental results showed that the average picking numbers of the combined multipoint picking scheme were reduced by 31.44%, the shortest picking path was decreased by 11.10%, and the average consumed time was reduced by 50.92% compared to the single-point picking scheme. We believe that the proposed scheme can provide key technical support for the subsequent design of intelligent bud-picking robots. |
format | Online Article Text |
id | pubmed-9724705 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | Frontiers Media S.A. |
record_format | MEDLINE/PubMed |
spelling | pubmed-97247052022-12-07 Design of an efficient combined multipoint picking scheme for tea buds Xu, Lijia Xie, Yi Chen, Xinyuan Chen, Yanjun Kang, Zhiliang Huang, Peng Zou, Zhiyong He, Yong Yang, Ning Peng, Yingqi Dai, Jianwu Wu, Zhijun Liu, Bi Wang, Yuchao Zhao, Yongpeng Front Plant Sci Plant Science Herein, a combined multipoint picking scheme was proposed, and the sizes of the end of the bud picker were selectively designed. Firstly, the end of the bud picker was abstracted as a fixed-size picking box, and it was assumed that the tea buds in the picking box have a certain probability of being picked. Then, the picking box coverage and the greedy algorithm were designed to make as few numbers of picking box set as possible to cover all buds to reduce the numbers of picking. Furthermore, the Graham algorithm and the minimum bounding box were applied to fine-tune the footholds of each picking box in the optimal coverage picking box set, so that the buds were concentrated in the middle of the picking boxes as much as possible. Moreover, the geometric center of each picking box was taken as a picking point, and the ant colony algorithm was used to optimize the picking path of the end of the bud picker. Finally, by analyzing the influence of several parameters on the picking performance of the end of the bud picker, the optimal sizes of the picking box were calculated successfully under different conditions. The experimental results showed that the average picking numbers of the combined multipoint picking scheme were reduced by 31.44%, the shortest picking path was decreased by 11.10%, and the average consumed time was reduced by 50.92% compared to the single-point picking scheme. We believe that the proposed scheme can provide key technical support for the subsequent design of intelligent bud-picking robots. Frontiers Media S.A. 2022-11-22 /pmc/articles/PMC9724705/ /pubmed/36483963 http://dx.doi.org/10.3389/fpls.2022.1042035 Text en Copyright © 2022 Xu, Xie, Chen, Chen, Kang, Huang, Zou, He, Yang, Peng, Dai, Wu, Liu, Wang and Zhao https://creativecommons.org/licenses/by/4.0/This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms. |
spellingShingle | Plant Science Xu, Lijia Xie, Yi Chen, Xinyuan Chen, Yanjun Kang, Zhiliang Huang, Peng Zou, Zhiyong He, Yong Yang, Ning Peng, Yingqi Dai, Jianwu Wu, Zhijun Liu, Bi Wang, Yuchao Zhao, Yongpeng Design of an efficient combined multipoint picking scheme for tea buds |
title | Design of an efficient combined multipoint picking scheme for tea buds |
title_full | Design of an efficient combined multipoint picking scheme for tea buds |
title_fullStr | Design of an efficient combined multipoint picking scheme for tea buds |
title_full_unstemmed | Design of an efficient combined multipoint picking scheme for tea buds |
title_short | Design of an efficient combined multipoint picking scheme for tea buds |
title_sort | design of an efficient combined multipoint picking scheme for tea buds |
topic | Plant Science |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9724705/ https://www.ncbi.nlm.nih.gov/pubmed/36483963 http://dx.doi.org/10.3389/fpls.2022.1042035 |
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