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Digital Cover Photography for Estimating Leaf Area Index (LAI) in Apple Trees Using a Variable Light Extinction Coefficient
Leaf area index (LAI) is one of the key biophysical variables required for crop modeling. Direct LAI measurements are time consuming and difficult to obtain for experimental and commercial fruit orchards. Devices used to estimate LAI have shown considerable errors when compared to ground-truth or de...
Autores principales: | , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
MDPI
2015
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4367337/ https://www.ncbi.nlm.nih.gov/pubmed/25635411 http://dx.doi.org/10.3390/s150202860 |
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author | Poblete-Echeverría, Carlos Fuentes, Sigfredo Ortega-Farias, Samuel Gonzalez-Talice, Jaime Yuri, Jose Antonio |
author_facet | Poblete-Echeverría, Carlos Fuentes, Sigfredo Ortega-Farias, Samuel Gonzalez-Talice, Jaime Yuri, Jose Antonio |
author_sort | Poblete-Echeverría, Carlos |
collection | PubMed |
description | Leaf area index (LAI) is one of the key biophysical variables required for crop modeling. Direct LAI measurements are time consuming and difficult to obtain for experimental and commercial fruit orchards. Devices used to estimate LAI have shown considerable errors when compared to ground-truth or destructive measurements, requiring tedious site-specific calibrations. The objective of this study was to test the performance of a modified digital cover photography method to estimate LAI in apple trees using conventional digital photography and instantaneous measurements of incident radiation (I(o)) and transmitted radiation (I) through the canopy. Leaf area of 40 single apple trees were measured destructively to obtain real leaf area index (LAI(D)), which was compared with LAI estimated by the proposed digital photography method (LAI(M)). Results showed that the LAI(M) was able to estimate LAI(D) with an error of 25% using a constant light extinction coefficient (k = 0.68). However, when k was estimated using an exponential function based on the fraction of foliage cover (f(f)) derived from images, the error was reduced to 18%. Furthermore, when measurements of light intercepted by the canopy (I(c)) were used as a proxy value for k, the method presented an error of only 9%. These results have shown that by using a proxy k value, estimated by I(c), helped to increase accuracy of LAI estimates using digital cover images for apple trees with different canopy sizes and under field conditions. |
format | Online Article Text |
id | pubmed-4367337 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2015 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
spelling | pubmed-43673372015-04-30 Digital Cover Photography for Estimating Leaf Area Index (LAI) in Apple Trees Using a Variable Light Extinction Coefficient Poblete-Echeverría, Carlos Fuentes, Sigfredo Ortega-Farias, Samuel Gonzalez-Talice, Jaime Yuri, Jose Antonio Sensors (Basel) Article Leaf area index (LAI) is one of the key biophysical variables required for crop modeling. Direct LAI measurements are time consuming and difficult to obtain for experimental and commercial fruit orchards. Devices used to estimate LAI have shown considerable errors when compared to ground-truth or destructive measurements, requiring tedious site-specific calibrations. The objective of this study was to test the performance of a modified digital cover photography method to estimate LAI in apple trees using conventional digital photography and instantaneous measurements of incident radiation (I(o)) and transmitted radiation (I) through the canopy. Leaf area of 40 single apple trees were measured destructively to obtain real leaf area index (LAI(D)), which was compared with LAI estimated by the proposed digital photography method (LAI(M)). Results showed that the LAI(M) was able to estimate LAI(D) with an error of 25% using a constant light extinction coefficient (k = 0.68). However, when k was estimated using an exponential function based on the fraction of foliage cover (f(f)) derived from images, the error was reduced to 18%. Furthermore, when measurements of light intercepted by the canopy (I(c)) were used as a proxy value for k, the method presented an error of only 9%. These results have shown that by using a proxy k value, estimated by I(c), helped to increase accuracy of LAI estimates using digital cover images for apple trees with different canopy sizes and under field conditions. MDPI 2015-01-28 /pmc/articles/PMC4367337/ /pubmed/25635411 http://dx.doi.org/10.3390/s150202860 Text en © 2015 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 license (http://creativecommons.org/licenses/by/4.0/). |
spellingShingle | Article Poblete-Echeverría, Carlos Fuentes, Sigfredo Ortega-Farias, Samuel Gonzalez-Talice, Jaime Yuri, Jose Antonio Digital Cover Photography for Estimating Leaf Area Index (LAI) in Apple Trees Using a Variable Light Extinction Coefficient |
title | Digital Cover Photography for Estimating Leaf Area Index (LAI) in Apple Trees Using a Variable Light Extinction Coefficient |
title_full | Digital Cover Photography for Estimating Leaf Area Index (LAI) in Apple Trees Using a Variable Light Extinction Coefficient |
title_fullStr | Digital Cover Photography for Estimating Leaf Area Index (LAI) in Apple Trees Using a Variable Light Extinction Coefficient |
title_full_unstemmed | Digital Cover Photography for Estimating Leaf Area Index (LAI) in Apple Trees Using a Variable Light Extinction Coefficient |
title_short | Digital Cover Photography for Estimating Leaf Area Index (LAI) in Apple Trees Using a Variable Light Extinction Coefficient |
title_sort | digital cover photography for estimating leaf area index (lai) in apple trees using a variable light extinction coefficient |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4367337/ https://www.ncbi.nlm.nih.gov/pubmed/25635411 http://dx.doi.org/10.3390/s150202860 |
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