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Development and Application of a Vehicle-Mounted Soil Texture Detector
It is of great significance to obtain soil texture information quickly for the realization of farmland management. Soil with good particle condition can well regulate the needs of plants for water, nutrients, air, and temperature during crop growth, thereby promoting high crop yields. The existing m...
Autores principales: | , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
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MDPI
2020
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7765221/ https://www.ncbi.nlm.nih.gov/pubmed/33333807 http://dx.doi.org/10.3390/s20247175 |
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author | Meng, Chao Yang, Wei Lan, Hong Ren, Xinjian Li, Minzan |
author_facet | Meng, Chao Yang, Wei Lan, Hong Ren, Xinjian Li, Minzan |
author_sort | Meng, Chao |
collection | PubMed |
description | It is of great significance to obtain soil texture information quickly for the realization of farmland management. Soil with good particle condition can well regulate the needs of plants for water, nutrients, air, and temperature during crop growth, thereby promoting high crop yields. The existing methods of measuring soil texture cannot meet the requirements of time and spatial resolution. For this reason, a vehicle-mounted soil texture detector was designed and developed based on machine vision and soil electrical conductivity devices. The detector does not require pretreatment such as air-drying and screening of the soil, and completely uses the original information of the farmland. The whole process can obtain the soil texture information in real time, omitting the complicated chemical process, and saving manpower and material resources. The vehicle-mounted detector is divided into a mechanical part, a control part, and a display part. The mechanical part provides measurement support for the acquisition of soil texture information; the control part collects and processes signals and images; the measurement results can be intuitively observed and recorded on the display, and can be operated through the mobile phone. The vehicle-mounted detector obtains soil conductivity through 4 disc electrodes, while the vehicle-mounted industrial camera captures the soil surface image, and extracts texture parameters through image processing, takes EC and texture parameters as input, and the embedded SVM model of the instrument was used to perform soil texture prediction. In order to verify the measurement accuracy of the detector, farmland verification experiments were carried out on farmland loam in Tongzhou District and Haidian District of Beijing. The R(2) of the correlation between the measured value of soil EC and the actual value was 0.75, and the accuracy of soil texture prediction was 84.86%. It shows that the developed vehicle-mounted soil texture detector can meet the requirements for rapid acquisition of farmland texture information. |
format | Online Article Text |
id | pubmed-7765221 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2020 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
spelling | pubmed-77652212020-12-27 Development and Application of a Vehicle-Mounted Soil Texture Detector Meng, Chao Yang, Wei Lan, Hong Ren, Xinjian Li, Minzan Sensors (Basel) Article It is of great significance to obtain soil texture information quickly for the realization of farmland management. Soil with good particle condition can well regulate the needs of plants for water, nutrients, air, and temperature during crop growth, thereby promoting high crop yields. The existing methods of measuring soil texture cannot meet the requirements of time and spatial resolution. For this reason, a vehicle-mounted soil texture detector was designed and developed based on machine vision and soil electrical conductivity devices. The detector does not require pretreatment such as air-drying and screening of the soil, and completely uses the original information of the farmland. The whole process can obtain the soil texture information in real time, omitting the complicated chemical process, and saving manpower and material resources. The vehicle-mounted detector is divided into a mechanical part, a control part, and a display part. The mechanical part provides measurement support for the acquisition of soil texture information; the control part collects and processes signals and images; the measurement results can be intuitively observed and recorded on the display, and can be operated through the mobile phone. The vehicle-mounted detector obtains soil conductivity through 4 disc electrodes, while the vehicle-mounted industrial camera captures the soil surface image, and extracts texture parameters through image processing, takes EC and texture parameters as input, and the embedded SVM model of the instrument was used to perform soil texture prediction. In order to verify the measurement accuracy of the detector, farmland verification experiments were carried out on farmland loam in Tongzhou District and Haidian District of Beijing. The R(2) of the correlation between the measured value of soil EC and the actual value was 0.75, and the accuracy of soil texture prediction was 84.86%. It shows that the developed vehicle-mounted soil texture detector can meet the requirements for rapid acquisition of farmland texture information. MDPI 2020-12-15 /pmc/articles/PMC7765221/ /pubmed/33333807 http://dx.doi.org/10.3390/s20247175 Text en © 2020 by the authors. 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 (http://creativecommons.org/licenses/by/4.0/). |
spellingShingle | Article Meng, Chao Yang, Wei Lan, Hong Ren, Xinjian Li, Minzan Development and Application of a Vehicle-Mounted Soil Texture Detector |
title | Development and Application of a Vehicle-Mounted Soil Texture Detector |
title_full | Development and Application of a Vehicle-Mounted Soil Texture Detector |
title_fullStr | Development and Application of a Vehicle-Mounted Soil Texture Detector |
title_full_unstemmed | Development and Application of a Vehicle-Mounted Soil Texture Detector |
title_short | Development and Application of a Vehicle-Mounted Soil Texture Detector |
title_sort | development and application of a vehicle-mounted soil texture detector |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7765221/ https://www.ncbi.nlm.nih.gov/pubmed/33333807 http://dx.doi.org/10.3390/s20247175 |
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