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Portable Diffuse Reflectance Spectroscopy of Potato Leaves for Pre-Symptomatic Detection of Late Blight Disease
We report on the use of leaf diffuse reflectance spectroscopy for plant disease detection. A smartphone-operated, compact diffused reflectance spectrophotometer is used for field collection of leaf diffuse reflectance spectra to enable pre-symptomatic detection of the progression of potato late blig...
Autores principales: | , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
SAGE Publications
2023
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10225997/ https://www.ncbi.nlm.nih.gov/pubmed/36898969 http://dx.doi.org/10.1177/00037028231165342 |
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author | Zhou, Chen Bucklew, Victor G. Edwards, Perry S. Zhang, Chenji Yang, Jinkai Ryan, Philip J. Hughes, David P. Qu, Xinshun Liu, Zhiwen |
author_facet | Zhou, Chen Bucklew, Victor G. Edwards, Perry S. Zhang, Chenji Yang, Jinkai Ryan, Philip J. Hughes, David P. Qu, Xinshun Liu, Zhiwen |
author_sort | Zhou, Chen |
collection | PubMed |
description | We report on the use of leaf diffuse reflectance spectroscopy for plant disease detection. A smartphone-operated, compact diffused reflectance spectrophotometer is used for field collection of leaf diffuse reflectance spectra to enable pre-symptomatic detection of the progression of potato late blight disease post inoculation with oomycete pathogen Phytophthora infestans. Neural-network-based analysis predicts infection with >96% accuracy, only 24 h after inoculation with the pathogen, and nine days before visual late blight symptoms appear. Our study demonstrates the potential of using portable optical spectroscopy in tandem with machine learning analysis for early diagnosis of plant diseases. |
format | Online Article Text |
id | pubmed-10225997 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | SAGE Publications |
record_format | MEDLINE/PubMed |
spelling | pubmed-102259972023-05-30 Portable Diffuse Reflectance Spectroscopy of Potato Leaves for Pre-Symptomatic Detection of Late Blight Disease Zhou, Chen Bucklew, Victor G. Edwards, Perry S. Zhang, Chenji Yang, Jinkai Ryan, Philip J. Hughes, David P. Qu, Xinshun Liu, Zhiwen Appl Spectrosc Submitted Manuscripts We report on the use of leaf diffuse reflectance spectroscopy for plant disease detection. A smartphone-operated, compact diffused reflectance spectrophotometer is used for field collection of leaf diffuse reflectance spectra to enable pre-symptomatic detection of the progression of potato late blight disease post inoculation with oomycete pathogen Phytophthora infestans. Neural-network-based analysis predicts infection with >96% accuracy, only 24 h after inoculation with the pathogen, and nine days before visual late blight symptoms appear. Our study demonstrates the potential of using portable optical spectroscopy in tandem with machine learning analysis for early diagnosis of plant diseases. SAGE Publications 2023-03-17 2023-05 /pmc/articles/PMC10225997/ /pubmed/36898969 http://dx.doi.org/10.1177/00037028231165342 Text en © The Author(s) 2023 https://creativecommons.org/licenses/by/4.0/This article is distributed under the terms of the Creative Commons Attribution 4.0 License (https://creativecommons.org/licenses/by/4.0/) which permits any use, reproduction and distribution of the work without further permission provided the original work is attributed as specified on the SAGE and Open Access page (https://us.sagepub.com/en-us/nam/open-access-at-sage). |
spellingShingle | Submitted Manuscripts Zhou, Chen Bucklew, Victor G. Edwards, Perry S. Zhang, Chenji Yang, Jinkai Ryan, Philip J. Hughes, David P. Qu, Xinshun Liu, Zhiwen Portable Diffuse Reflectance Spectroscopy of Potato Leaves for Pre-Symptomatic Detection of Late Blight Disease |
title | Portable Diffuse Reflectance Spectroscopy of Potato Leaves for
Pre-Symptomatic Detection of Late Blight Disease |
title_full | Portable Diffuse Reflectance Spectroscopy of Potato Leaves for
Pre-Symptomatic Detection of Late Blight Disease |
title_fullStr | Portable Diffuse Reflectance Spectroscopy of Potato Leaves for
Pre-Symptomatic Detection of Late Blight Disease |
title_full_unstemmed | Portable Diffuse Reflectance Spectroscopy of Potato Leaves for
Pre-Symptomatic Detection of Late Blight Disease |
title_short | Portable Diffuse Reflectance Spectroscopy of Potato Leaves for
Pre-Symptomatic Detection of Late Blight Disease |
title_sort | portable diffuse reflectance spectroscopy of potato leaves for
pre-symptomatic detection of late blight disease |
topic | Submitted Manuscripts |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10225997/ https://www.ncbi.nlm.nih.gov/pubmed/36898969 http://dx.doi.org/10.1177/00037028231165342 |
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