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Decision Support System for Variable Rate Irrigation Based on UAV Multispectral Remote Sensing

Rational utilization of water resources is one of the major methods of water conservation. There are significant differences in the irrigation needs of different agricultural fields because of their spatial variability. Therefore, a decision support system for variable rate irrigation (DSS-VRI) by c...

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Detalles Bibliográficos
Autores principales: Shi, Xiang, Han, Wenting, Zhao, Ting, Tang, Jiandong
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2019
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6651504/
https://www.ncbi.nlm.nih.gov/pubmed/31261734
http://dx.doi.org/10.3390/s19132880
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author Shi, Xiang
Han, Wenting
Zhao, Ting
Tang, Jiandong
author_facet Shi, Xiang
Han, Wenting
Zhao, Ting
Tang, Jiandong
author_sort Shi, Xiang
collection PubMed
description Rational utilization of water resources is one of the major methods of water conservation. There are significant differences in the irrigation needs of different agricultural fields because of their spatial variability. Therefore, a decision support system for variable rate irrigation (DSS-VRI) by center pivot was developed. This system can process multi-spectral images taken by unmanned aerial vehicles (UAVs) and obtain the vegetation index (VI). The crop evapotranspiration model (ET(c)) and crop water stress index (CWSI) were obtained from their established relationships with the VIs. The inputs to the fuzzy inference system were constituted with ET(c), CWSI and precipitation. To provide guidance for users, the duty-cycle control map was outputted using ambiguity resolution. The control command contained in the map adjusted the duty cycle of the solenoid valve, and then changed the irrigation amount. A water stress experiment was designed to verify the rationality of the DSS-VRI. The results showed that the more severe water stress is, the more irrigation is obtained, consistent with the expected results. Meanwhile, a user-friendly software interface was developed to implement the DSS-VRI function.
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spelling pubmed-66515042019-08-08 Decision Support System for Variable Rate Irrigation Based on UAV Multispectral Remote Sensing Shi, Xiang Han, Wenting Zhao, Ting Tang, Jiandong Sensors (Basel) Article Rational utilization of water resources is one of the major methods of water conservation. There are significant differences in the irrigation needs of different agricultural fields because of their spatial variability. Therefore, a decision support system for variable rate irrigation (DSS-VRI) by center pivot was developed. This system can process multi-spectral images taken by unmanned aerial vehicles (UAVs) and obtain the vegetation index (VI). The crop evapotranspiration model (ET(c)) and crop water stress index (CWSI) were obtained from their established relationships with the VIs. The inputs to the fuzzy inference system were constituted with ET(c), CWSI and precipitation. To provide guidance for users, the duty-cycle control map was outputted using ambiguity resolution. The control command contained in the map adjusted the duty cycle of the solenoid valve, and then changed the irrigation amount. A water stress experiment was designed to verify the rationality of the DSS-VRI. The results showed that the more severe water stress is, the more irrigation is obtained, consistent with the expected results. Meanwhile, a user-friendly software interface was developed to implement the DSS-VRI function. MDPI 2019-06-28 /pmc/articles/PMC6651504/ /pubmed/31261734 http://dx.doi.org/10.3390/s19132880 Text en © 2019 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
Shi, Xiang
Han, Wenting
Zhao, Ting
Tang, Jiandong
Decision Support System for Variable Rate Irrigation Based on UAV Multispectral Remote Sensing
title Decision Support System for Variable Rate Irrigation Based on UAV Multispectral Remote Sensing
title_full Decision Support System for Variable Rate Irrigation Based on UAV Multispectral Remote Sensing
title_fullStr Decision Support System for Variable Rate Irrigation Based on UAV Multispectral Remote Sensing
title_full_unstemmed Decision Support System for Variable Rate Irrigation Based on UAV Multispectral Remote Sensing
title_short Decision Support System for Variable Rate Irrigation Based on UAV Multispectral Remote Sensing
title_sort decision support system for variable rate irrigation based on uav multispectral remote sensing
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6651504/
https://www.ncbi.nlm.nih.gov/pubmed/31261734
http://dx.doi.org/10.3390/s19132880
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