Examining the Utility of Visible Near-Infrared and Optical Remote Sensing for the Early Detection of Rapid 'Ōhi'a Death release_p7g2zyudjfhbjgqyuqxlhwuzja

by Ryan Perroy, Marc A. Hughes, Lisa M. Keith, Eszter Collier, Timo Sullivan, Gabriel Low

Published in Remote Sensing by MDPI AG.

2020   Volume 12, Issue 11, p1846

Abstract

The early detection of plant pathogens at the landscape scale holds great promise for better managing forest ecosystem threats. In Hawai'i, two recently described fungal species are responsible for increasingly widespread mortality in 'ōhi'a Metrosideros polymorpha, a foundational tree species in Hawaiian native forests. In this study, we share work from repeat laboratory and field measurements to determine if visible near-infrared and optical remote sensing can detect pre-symptomatic trees infected with these pathogens. After generating a dense time series of laboratory spectral reflectance data and red green blue (RGB) images for inoculated 'ōhi'a seedlings, seedlings subjected to extreme drought, and control plants, we found few obvious spectral indicators that could be used for reliable pre-symptomatic detection in the inoculated seedlings, which quickly experienced complete and total wilting following stress onset. In the field, we found similar results when we collected repeat multispectral and RGB imagery over inoculated mature trees (sudden onset of symptoms with little advance warning). We found selected vegetation indices to be reliable indicators for detecting non-specific stress in 'ōhi'a trees, but never providing more than five days prior warning relative to visual detection in the laboratory trials. Finally, we generated a sequence of linear support vector machine classification models from the laboratory data at time steps ranging from pre-treatment to late-stage stress. Overall classification accuracies increased with stress stage maturity, but poor model performance prior to stress onset and the sudden onset of symptoms in infected trees suggest that early detection of rapid 'ōhi'a death over timescales helpful for land managers remains a challenge.
In application/xml+jats format

Archived Files and Locations

application/pdf  11.4 MB
file_r4i2pnlbyjeutb2m7hji6o73mu
res.mdpi.com (web)
web.archive.org (webarchive)

Web Captures

https://www.mdpi.com/2072-4292/12/11/1846/htm
2020-11-27 23:06:47 | 60 resources
webcapture_hfaw3wps4fdwzd3nc6us3nxwbq
web.archive.org (webarchive)
Read Archived PDF
Preserved and Accessible
Type  article-journal
Stage   published
Date   2020-06-07
Language   en ?
Container Metadata
Open Access Publication
In DOAJ
In ISSN ROAD
In Keepers Registry
ISSN-L:  2072-4292
Work Entity
access all versions, variants, and formats of this works (eg, pre-prints)
Catalog Record
Revision: d2807498-baf3-4948-8c61-df925888614f
API URL: JSON