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Research on Rice Yield Prediction Model Based on Deep Learning

Food is the paramount necessity of the people. With the progress of society and the improvement of social welfare system, the living standards of people all over the world are constantly improving. The development of medical industry improves people's health level constantly, and the world popu...

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Detalles Bibliográficos
Autores principales: Han, Xiao, Liu, Fangbiao, He, Xiaoliang, Ling, Fenglou
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Hindawi 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9064530/
https://www.ncbi.nlm.nih.gov/pubmed/35515497
http://dx.doi.org/10.1155/2022/1922561
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author Han, Xiao
Liu, Fangbiao
He, Xiaoliang
Ling, Fenglou
author_facet Han, Xiao
Liu, Fangbiao
He, Xiaoliang
Ling, Fenglou
author_sort Han, Xiao
collection PubMed
description Food is the paramount necessity of the people. With the progress of society and the improvement of social welfare system, the living standards of people all over the world are constantly improving. The development of medical industry improves people's health level constantly, and the world population is constantly climbing to a new peak. With the continuous development of deep learning in recent years, its advantages are constantly displayed, especially in the aspect of image recognition and processing, it drives into the distance. Thanks to the superiority of deep learning in image processing, the combination of remote sensing images and deep learning has attracted more attention. To simulate the four key factors of rice yield, this article tries a regression model with a combination of various characteristic independent variables. In this article, the selection of the best linear and nonlinear regression models is discussed, the prediction performance and significance of each regression model are analyzed, and some thoughts are given on estimation of actual rice yield.
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spelling pubmed-90645302022-05-04 Research on Rice Yield Prediction Model Based on Deep Learning Han, Xiao Liu, Fangbiao He, Xiaoliang Ling, Fenglou Comput Intell Neurosci Research Article Food is the paramount necessity of the people. With the progress of society and the improvement of social welfare system, the living standards of people all over the world are constantly improving. The development of medical industry improves people's health level constantly, and the world population is constantly climbing to a new peak. With the continuous development of deep learning in recent years, its advantages are constantly displayed, especially in the aspect of image recognition and processing, it drives into the distance. Thanks to the superiority of deep learning in image processing, the combination of remote sensing images and deep learning has attracted more attention. To simulate the four key factors of rice yield, this article tries a regression model with a combination of various characteristic independent variables. In this article, the selection of the best linear and nonlinear regression models is discussed, the prediction performance and significance of each regression model are analyzed, and some thoughts are given on estimation of actual rice yield. Hindawi 2022-04-26 /pmc/articles/PMC9064530/ /pubmed/35515497 http://dx.doi.org/10.1155/2022/1922561 Text en Copyright © 2022 Xiao Han et al. https://creativecommons.org/licenses/by/4.0/This is an open access article distributed under the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited.
spellingShingle Research Article
Han, Xiao
Liu, Fangbiao
He, Xiaoliang
Ling, Fenglou
Research on Rice Yield Prediction Model Based on Deep Learning
title Research on Rice Yield Prediction Model Based on Deep Learning
title_full Research on Rice Yield Prediction Model Based on Deep Learning
title_fullStr Research on Rice Yield Prediction Model Based on Deep Learning
title_full_unstemmed Research on Rice Yield Prediction Model Based on Deep Learning
title_short Research on Rice Yield Prediction Model Based on Deep Learning
title_sort research on rice yield prediction model based on deep learning
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9064530/
https://www.ncbi.nlm.nih.gov/pubmed/35515497
http://dx.doi.org/10.1155/2022/1922561
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