Cargando…
Simulation and Verification of Vertical Heterogeneity Spectral Response of Winter Wheat Based on the mSCOPE Model
Vertical heterogeneity of the biochemical characteristics of crop canopy is important in diagnosing and monitoring nutrition, disease, and crop yield via remote sensing. However, the research on vertical isomerism was not comprehensive. Experiments were carried out from the two levels of simulation...
Autores principales: | , , , , , , |
---|---|
Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
MDPI
2020
|
Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7472204/ https://www.ncbi.nlm.nih.gov/pubmed/32824031 http://dx.doi.org/10.3390/s20164570 |
_version_ | 1783578934600794112 |
---|---|
author | Huang, Linsheng Zhang, Yuanyuan Yang, Guijun Liang, Dong Li, Heli Li, Zhenhai Yang, Xiaodong |
author_facet | Huang, Linsheng Zhang, Yuanyuan Yang, Guijun Liang, Dong Li, Heli Li, Zhenhai Yang, Xiaodong |
author_sort | Huang, Linsheng |
collection | PubMed |
description | Vertical heterogeneity of the biochemical characteristics of crop canopy is important in diagnosing and monitoring nutrition, disease, and crop yield via remote sensing. However, the research on vertical isomerism was not comprehensive. Experiments were carried out from the two levels of simulation and verification to analyze the applicability of this recently development model. Effects of winter wheat on spectrum were studied when input different structure parameters (e.g., leaf area index (LAI)) and physicochemical parameters (e.g., chlorophyll content ([Formula: see text]) and water content ([Formula: see text])) to the mSCOPE (Soil Canopy Observation, Photochemistry, and Energy fluxes) model. The maximum operating efficiency was 127.43, when the winter wheat was stratified into three layers. Meanwhile, the simulation results also proved that: the vertical profile of LAI had an influence on canopy reflectance in almost all bands; the vertical profile of [Formula: see text] mainly affected the reflectivity of visible region; the vertical profile of [Formula: see text] only affected the near-infrared reflectance. The verification results showed that the vegetation indexes (VIs) selected of different bands were strongly correlated with the parameters of the canopy. LAI, [Formula: see text] and [Formula: see text] affected VIs estimation related to LAI, [Formula: see text] and [Formula: see text] respectively. The Root Mean Square Error (RMSE) of the new-proposed [Formula: see text] was the smallest, which was 0.05. Sensitivity analysis showed that the spectrum was more sensitive to changes in upper layer parameters, which verified the rationality of mSCOPE model in explaining the law that light penetration in vertical nonuniform canopy gradually decreases with the increase of layers. |
format | Online Article Text |
id | pubmed-7472204 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2020 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
spelling | pubmed-74722042020-09-04 Simulation and Verification of Vertical Heterogeneity Spectral Response of Winter Wheat Based on the mSCOPE Model Huang, Linsheng Zhang, Yuanyuan Yang, Guijun Liang, Dong Li, Heli Li, Zhenhai Yang, Xiaodong Sensors (Basel) Article Vertical heterogeneity of the biochemical characteristics of crop canopy is important in diagnosing and monitoring nutrition, disease, and crop yield via remote sensing. However, the research on vertical isomerism was not comprehensive. Experiments were carried out from the two levels of simulation and verification to analyze the applicability of this recently development model. Effects of winter wheat on spectrum were studied when input different structure parameters (e.g., leaf area index (LAI)) and physicochemical parameters (e.g., chlorophyll content ([Formula: see text]) and water content ([Formula: see text])) to the mSCOPE (Soil Canopy Observation, Photochemistry, and Energy fluxes) model. The maximum operating efficiency was 127.43, when the winter wheat was stratified into three layers. Meanwhile, the simulation results also proved that: the vertical profile of LAI had an influence on canopy reflectance in almost all bands; the vertical profile of [Formula: see text] mainly affected the reflectivity of visible region; the vertical profile of [Formula: see text] only affected the near-infrared reflectance. The verification results showed that the vegetation indexes (VIs) selected of different bands were strongly correlated with the parameters of the canopy. LAI, [Formula: see text] and [Formula: see text] affected VIs estimation related to LAI, [Formula: see text] and [Formula: see text] respectively. The Root Mean Square Error (RMSE) of the new-proposed [Formula: see text] was the smallest, which was 0.05. Sensitivity analysis showed that the spectrum was more sensitive to changes in upper layer parameters, which verified the rationality of mSCOPE model in explaining the law that light penetration in vertical nonuniform canopy gradually decreases with the increase of layers. MDPI 2020-08-14 /pmc/articles/PMC7472204/ /pubmed/32824031 http://dx.doi.org/10.3390/s20164570 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 Huang, Linsheng Zhang, Yuanyuan Yang, Guijun Liang, Dong Li, Heli Li, Zhenhai Yang, Xiaodong Simulation and Verification of Vertical Heterogeneity Spectral Response of Winter Wheat Based on the mSCOPE Model |
title | Simulation and Verification of Vertical Heterogeneity Spectral Response of Winter Wheat Based on the mSCOPE Model |
title_full | Simulation and Verification of Vertical Heterogeneity Spectral Response of Winter Wheat Based on the mSCOPE Model |
title_fullStr | Simulation and Verification of Vertical Heterogeneity Spectral Response of Winter Wheat Based on the mSCOPE Model |
title_full_unstemmed | Simulation and Verification of Vertical Heterogeneity Spectral Response of Winter Wheat Based on the mSCOPE Model |
title_short | Simulation and Verification of Vertical Heterogeneity Spectral Response of Winter Wheat Based on the mSCOPE Model |
title_sort | simulation and verification of vertical heterogeneity spectral response of winter wheat based on the mscope model |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7472204/ https://www.ncbi.nlm.nih.gov/pubmed/32824031 http://dx.doi.org/10.3390/s20164570 |
work_keys_str_mv | AT huanglinsheng simulationandverificationofverticalheterogeneityspectralresponseofwinterwheatbasedonthemscopemodel AT zhangyuanyuan simulationandverificationofverticalheterogeneityspectralresponseofwinterwheatbasedonthemscopemodel AT yangguijun simulationandverificationofverticalheterogeneityspectralresponseofwinterwheatbasedonthemscopemodel AT liangdong simulationandverificationofverticalheterogeneityspectralresponseofwinterwheatbasedonthemscopemodel AT liheli simulationandverificationofverticalheterogeneityspectralresponseofwinterwheatbasedonthemscopemodel AT lizhenhai simulationandverificationofverticalheterogeneityspectralresponseofwinterwheatbasedonthemscopemodel AT yangxiaodong simulationandverificationofverticalheterogeneityspectralresponseofwinterwheatbasedonthemscopemodel |