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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...

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Detalles Bibliográficos
Autores principales: Zhou, Chen, Bucklew, Victor G., Edwards, Perry S., Zhang, Chenji, Yang, Jinkai, Ryan, Philip J., Hughes, David P., Qu, Xinshun, Liu, Zhiwen
Formato: Online Artículo Texto
Lenguaje:English
Publicado: SAGE Publications 2023
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.
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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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