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Promoting the Development of Astragalus mongholicus Bunge Industry in Guyang County (China) Based on MaxEnt and Remote Sensing

To provide high-quality Astragalus mongholicus Bunge to domestic and foreign markets and maintain sustainable development of the A. mongholicus industry, Firstly, we evaluated the impact of environmental factors and planting areas on the A. mongholicus industry. The maximum entropy method (MaxEnt) w...

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Autores principales: Zhang, Ru, Zhang, Mingxu, Yan, Yumei, Chen, Yuan, Jiang, Linlin, Wei, Xinxin, Zhang, Xiaobo, Li, Huanting, Li, Minhui
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Frontiers Media S.A. 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9301113/
https://www.ncbi.nlm.nih.gov/pubmed/35873964
http://dx.doi.org/10.3389/fpls.2022.908114
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author Zhang, Ru
Zhang, Mingxu
Yan, Yumei
Chen, Yuan
Jiang, Linlin
Wei, Xinxin
Zhang, Xiaobo
Li, Huanting
Li, Minhui
author_facet Zhang, Ru
Zhang, Mingxu
Yan, Yumei
Chen, Yuan
Jiang, Linlin
Wei, Xinxin
Zhang, Xiaobo
Li, Huanting
Li, Minhui
author_sort Zhang, Ru
collection PubMed
description To provide high-quality Astragalus mongholicus Bunge to domestic and foreign markets and maintain sustainable development of the A. mongholicus industry, Firstly, we evaluated the impact of environmental factors and planting areas on the A. mongholicus industry. The maximum entropy method (MaxEnt) was utilized to simulate the suitability distribution of A. mongholicus and establish the relationship between the active component contents of A. mongholicus and ecological factors through linear regression analysis. The random forest algorithm was subsequently used to perform feature selection and classification extraction on Sentinel-2 imagery covering the study area. Furthermore, the planting, processing, and sales of A. mongholicus in Guyang County were investigated, and the roles of stakeholders in the value chains were analyzed. The results demonstrated that precipitation of the warmest quarter, minimum temperature of the coldest month, standard deviation of seasonal temperature changes, range of mean annual temperature, and mean diurnal range [mean of monthly (max temp - min temp)] were the five environmental variables that contributed the most to the growth of A. mongholicus. The most influential factor on the distribution of high-quality A. mongholicus was the mean temperature of the coldest quarter. The classification results of image features showed that the planting areas of A. mongholicus was consistent with the suitable planting areas predicted by MaxEnt, which can provide data support to the relevant departments for the macro development of the A. mongholicus industry. In the production of A. mongholicus, 10 value chains were constructed, and the study demonstrated that the behavior of stakeholders, target markets, and the selected planting area had a significant impact on the quality of A. mongholicus.
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spelling pubmed-93011132022-07-22 Promoting the Development of Astragalus mongholicus Bunge Industry in Guyang County (China) Based on MaxEnt and Remote Sensing Zhang, Ru Zhang, Mingxu Yan, Yumei Chen, Yuan Jiang, Linlin Wei, Xinxin Zhang, Xiaobo Li, Huanting Li, Minhui Front Plant Sci Plant Science To provide high-quality Astragalus mongholicus Bunge to domestic and foreign markets and maintain sustainable development of the A. mongholicus industry, Firstly, we evaluated the impact of environmental factors and planting areas on the A. mongholicus industry. The maximum entropy method (MaxEnt) was utilized to simulate the suitability distribution of A. mongholicus and establish the relationship between the active component contents of A. mongholicus and ecological factors through linear regression analysis. The random forest algorithm was subsequently used to perform feature selection and classification extraction on Sentinel-2 imagery covering the study area. Furthermore, the planting, processing, and sales of A. mongholicus in Guyang County were investigated, and the roles of stakeholders in the value chains were analyzed. The results demonstrated that precipitation of the warmest quarter, minimum temperature of the coldest month, standard deviation of seasonal temperature changes, range of mean annual temperature, and mean diurnal range [mean of monthly (max temp - min temp)] were the five environmental variables that contributed the most to the growth of A. mongholicus. The most influential factor on the distribution of high-quality A. mongholicus was the mean temperature of the coldest quarter. The classification results of image features showed that the planting areas of A. mongholicus was consistent with the suitable planting areas predicted by MaxEnt, which can provide data support to the relevant departments for the macro development of the A. mongholicus industry. In the production of A. mongholicus, 10 value chains were constructed, and the study demonstrated that the behavior of stakeholders, target markets, and the selected planting area had a significant impact on the quality of A. mongholicus. Frontiers Media S.A. 2022-07-07 /pmc/articles/PMC9301113/ /pubmed/35873964 http://dx.doi.org/10.3389/fpls.2022.908114 Text en Copyright © 2022 Zhang, Zhang, Yan, Chen, Jiang, Wei, Zhang, Li and Li. 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
Zhang, Ru
Zhang, Mingxu
Yan, Yumei
Chen, Yuan
Jiang, Linlin
Wei, Xinxin
Zhang, Xiaobo
Li, Huanting
Li, Minhui
Promoting the Development of Astragalus mongholicus Bunge Industry in Guyang County (China) Based on MaxEnt and Remote Sensing
title Promoting the Development of Astragalus mongholicus Bunge Industry in Guyang County (China) Based on MaxEnt and Remote Sensing
title_full Promoting the Development of Astragalus mongholicus Bunge Industry in Guyang County (China) Based on MaxEnt and Remote Sensing
title_fullStr Promoting the Development of Astragalus mongholicus Bunge Industry in Guyang County (China) Based on MaxEnt and Remote Sensing
title_full_unstemmed Promoting the Development of Astragalus mongholicus Bunge Industry in Guyang County (China) Based on MaxEnt and Remote Sensing
title_short Promoting the Development of Astragalus mongholicus Bunge Industry in Guyang County (China) Based on MaxEnt and Remote Sensing
title_sort promoting the development of astragalus mongholicus bunge industry in guyang county (china) based on maxent and remote sensing
topic Plant Science
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9301113/
https://www.ncbi.nlm.nih.gov/pubmed/35873964
http://dx.doi.org/10.3389/fpls.2022.908114
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