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Height detection of crop divider toes of sugarcane harvester based on Kalman adaptive adjustment
Crop divider toes are an essential device of sugarcane harvester. Moving forward against the ground is a critical way to improve the harvesting rate of lodged sugarcane. Height detection is the basis for precise control of crop divider toes moving forward against the ground. Due to the current probl...
Autores principales: | , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
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Nature Publishing Group UK
2023
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10556070/ https://www.ncbi.nlm.nih.gov/pubmed/37798399 http://dx.doi.org/10.1038/s41598-023-43952-8 |
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author | Wen, Chunming Yan, Yunzhi Wu, Wanling Li, Jianheng Hou, Bingxu Cui, Wenxuan Huang, Youzong Li, Kaihua Long, Xiaozhu Nong, Hongliang |
author_facet | Wen, Chunming Yan, Yunzhi Wu, Wanling Li, Jianheng Hou, Bingxu Cui, Wenxuan Huang, Youzong Li, Kaihua Long, Xiaozhu Nong, Hongliang |
author_sort | Wen, Chunming |
collection | PubMed |
description | Crop divider toes are an essential device of sugarcane harvester. Moving forward against the ground is a critical way to improve the harvesting rate of lodged sugarcane. Height detection is the basis for precise control of crop divider toes moving forward against the ground. Due to the current problem of operating difficulties in manually adjusting the height of crop divider, a height detection system based on a millimeter wave radar sensor was designed to detect the height of crop divider toes from the ground. This paper proposed a height detection method of crop divider toes for sugarcane harvester based on Kalman adaptive adjustment. The data measured by the sensor was pretreated to determine whether the height had changed. Reset the Kalman filter and adjust the parameters when changes occur to improve the filter response speed and ranging accuracy. To adapt to the scenario of quickly adjusting the height of crop divider during the traveling process of sugarcane harvester. A one-way ANOVA test and a two-way ANOVA test were conducted on a simulated test platform. The results of the one-way ANOVA test showed that both forward speed and vegetation cover thickness had a significant effect on height detection accuracy. The results of the two-way ANOVA test showed that the interaction of forward speed and vegetation cover thickness did not have a significant effect on ranging accuracy. It was verified through experiments that both the ranging accuracy and the response speed of height change were significantly improved after the processing of the method in this paper. The mean square error after processing was lower than 2.5 cm. The feasibility of the height detection system was verified by field trials. The results of this study will provide a reference for the design of automatic elevation of crop divider. |
format | Online Article Text |
id | pubmed-10556070 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | Nature Publishing Group UK |
record_format | MEDLINE/PubMed |
spelling | pubmed-105560702023-10-07 Height detection of crop divider toes of sugarcane harvester based on Kalman adaptive adjustment Wen, Chunming Yan, Yunzhi Wu, Wanling Li, Jianheng Hou, Bingxu Cui, Wenxuan Huang, Youzong Li, Kaihua Long, Xiaozhu Nong, Hongliang Sci Rep Article Crop divider toes are an essential device of sugarcane harvester. Moving forward against the ground is a critical way to improve the harvesting rate of lodged sugarcane. Height detection is the basis for precise control of crop divider toes moving forward against the ground. Due to the current problem of operating difficulties in manually adjusting the height of crop divider, a height detection system based on a millimeter wave radar sensor was designed to detect the height of crop divider toes from the ground. This paper proposed a height detection method of crop divider toes for sugarcane harvester based on Kalman adaptive adjustment. The data measured by the sensor was pretreated to determine whether the height had changed. Reset the Kalman filter and adjust the parameters when changes occur to improve the filter response speed and ranging accuracy. To adapt to the scenario of quickly adjusting the height of crop divider during the traveling process of sugarcane harvester. A one-way ANOVA test and a two-way ANOVA test were conducted on a simulated test platform. The results of the one-way ANOVA test showed that both forward speed and vegetation cover thickness had a significant effect on height detection accuracy. The results of the two-way ANOVA test showed that the interaction of forward speed and vegetation cover thickness did not have a significant effect on ranging accuracy. It was verified through experiments that both the ranging accuracy and the response speed of height change were significantly improved after the processing of the method in this paper. The mean square error after processing was lower than 2.5 cm. The feasibility of the height detection system was verified by field trials. The results of this study will provide a reference for the design of automatic elevation of crop divider. Nature Publishing Group UK 2023-10-05 /pmc/articles/PMC10556070/ /pubmed/37798399 http://dx.doi.org/10.1038/s41598-023-43952-8 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 Wen, Chunming Yan, Yunzhi Wu, Wanling Li, Jianheng Hou, Bingxu Cui, Wenxuan Huang, Youzong Li, Kaihua Long, Xiaozhu Nong, Hongliang Height detection of crop divider toes of sugarcane harvester based on Kalman adaptive adjustment |
title | Height detection of crop divider toes of sugarcane harvester based on Kalman adaptive adjustment |
title_full | Height detection of crop divider toes of sugarcane harvester based on Kalman adaptive adjustment |
title_fullStr | Height detection of crop divider toes of sugarcane harvester based on Kalman adaptive adjustment |
title_full_unstemmed | Height detection of crop divider toes of sugarcane harvester based on Kalman adaptive adjustment |
title_short | Height detection of crop divider toes of sugarcane harvester based on Kalman adaptive adjustment |
title_sort | height detection of crop divider toes of sugarcane harvester based on kalman adaptive adjustment |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10556070/ https://www.ncbi.nlm.nih.gov/pubmed/37798399 http://dx.doi.org/10.1038/s41598-023-43952-8 |
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