Antarctic moss stress assessment based on chlorophyll content and leaf density retrieved from imaging spectroscopy data
The health of several East Antarctic moss-beds is declining as liquid water availability is reduced due to recent environmental changes. Consequently, a noninvasive and spatially explicit method is needed to assess the vigour of mosses spread throughout rocky Antarctic landscapes. Here, we explore t...
Main Authors: | , , , |
---|---|
Format: | Article in Journal/Newspaper |
Language: | unknown |
Published: |
Research Online
2015
|
Subjects: | |
Online Access: | https://ro.uow.edu.au/smhpapers/3194 https://ro.uow.edu.au/cgi/viewcontent.cgi?article=4217&context=smhpapers |
id |
ftunivwollongong:oai:ro.uow.edu.au:smhpapers-4217 |
---|---|
record_format |
openpolar |
spelling |
ftunivwollongong:oai:ro.uow.edu.au:smhpapers-4217 2023-05-15T13:58:42+02:00 Antarctic moss stress assessment based on chlorophyll content and leaf density retrieved from imaging spectroscopy data Malenovky, Zbynek Turnbull, Johanna Lucieer, Arko Robinson, Sharon A 2015-01-01T08:00:00Z application/pdf https://ro.uow.edu.au/smhpapers/3194 https://ro.uow.edu.au/cgi/viewcontent.cgi?article=4217&context=smhpapers unknown Research Online https://ro.uow.edu.au/smhpapers/3194 https://ro.uow.edu.au/cgi/viewcontent.cgi?article=4217&context=smhpapers Faculty of Science, Medicine and Health - Papers: part A Medicine and Health Sciences Social and Behavioral Sciences article 2015 ftunivwollongong 2020-02-25T11:16:48Z The health of several East Antarctic moss-beds is declining as liquid water availability is reduced due to recent environmental changes. Consequently, a noninvasive and spatially explicit method is needed to assess the vigour of mosses spread throughout rocky Antarctic landscapes. Here, we explore the possibility of using near-distance imaging spectroscopy for spatial assessment of moss-bed health. Turf chlorophyll a and b, water content and leaf density were selected as quantitative stress indicators. Reflectance of three dominant Antarctic mosses Bryum pseudotriquetrum, Ceratodon purpureus and Schistidium antarctici was measured during a drought-stress and recovery laboratory experiment and also with an imaging spectrometer outdoors on water-deficient (stressed) and well-watered (unstressed) moss test sites. The stress-indicating moss traits were derived from visible and near infrared turf reflectance using a nonlinear support vector regression. Laboratory estimates of chlorophyll content and leaf density were achieved with the lowest systematic/unsystematic root mean square errors of 38.0/235.2 nmol g−1 DW and 0.8/1.6 leaves mm−1, respectively. Subsequent combination of these indicators retrieved from field hyperspectral images produced small-scale maps indicating relative moss vigour. Once applied and validated on remotely sensed airborne spectral images, this methodology could provide quantitative maps suitable for long-term monitoring of Antarctic moss-bed health. Article in Journal/Newspaper Antarc* Antarctic Schistidium antarctici University of Wollongong, Australia: Research Online Antarctic |
institution |
Open Polar |
collection |
University of Wollongong, Australia: Research Online |
op_collection_id |
ftunivwollongong |
language |
unknown |
topic |
Medicine and Health Sciences Social and Behavioral Sciences |
spellingShingle |
Medicine and Health Sciences Social and Behavioral Sciences Malenovky, Zbynek Turnbull, Johanna Lucieer, Arko Robinson, Sharon A Antarctic moss stress assessment based on chlorophyll content and leaf density retrieved from imaging spectroscopy data |
topic_facet |
Medicine and Health Sciences Social and Behavioral Sciences |
description |
The health of several East Antarctic moss-beds is declining as liquid water availability is reduced due to recent environmental changes. Consequently, a noninvasive and spatially explicit method is needed to assess the vigour of mosses spread throughout rocky Antarctic landscapes. Here, we explore the possibility of using near-distance imaging spectroscopy for spatial assessment of moss-bed health. Turf chlorophyll a and b, water content and leaf density were selected as quantitative stress indicators. Reflectance of three dominant Antarctic mosses Bryum pseudotriquetrum, Ceratodon purpureus and Schistidium antarctici was measured during a drought-stress and recovery laboratory experiment and also with an imaging spectrometer outdoors on water-deficient (stressed) and well-watered (unstressed) moss test sites. The stress-indicating moss traits were derived from visible and near infrared turf reflectance using a nonlinear support vector regression. Laboratory estimates of chlorophyll content and leaf density were achieved with the lowest systematic/unsystematic root mean square errors of 38.0/235.2 nmol g−1 DW and 0.8/1.6 leaves mm−1, respectively. Subsequent combination of these indicators retrieved from field hyperspectral images produced small-scale maps indicating relative moss vigour. Once applied and validated on remotely sensed airborne spectral images, this methodology could provide quantitative maps suitable for long-term monitoring of Antarctic moss-bed health. |
format |
Article in Journal/Newspaper |
author |
Malenovky, Zbynek Turnbull, Johanna Lucieer, Arko Robinson, Sharon A |
author_facet |
Malenovky, Zbynek Turnbull, Johanna Lucieer, Arko Robinson, Sharon A |
author_sort |
Malenovky, Zbynek |
title |
Antarctic moss stress assessment based on chlorophyll content and leaf density retrieved from imaging spectroscopy data |
title_short |
Antarctic moss stress assessment based on chlorophyll content and leaf density retrieved from imaging spectroscopy data |
title_full |
Antarctic moss stress assessment based on chlorophyll content and leaf density retrieved from imaging spectroscopy data |
title_fullStr |
Antarctic moss stress assessment based on chlorophyll content and leaf density retrieved from imaging spectroscopy data |
title_full_unstemmed |
Antarctic moss stress assessment based on chlorophyll content and leaf density retrieved from imaging spectroscopy data |
title_sort |
antarctic moss stress assessment based on chlorophyll content and leaf density retrieved from imaging spectroscopy data |
publisher |
Research Online |
publishDate |
2015 |
url |
https://ro.uow.edu.au/smhpapers/3194 https://ro.uow.edu.au/cgi/viewcontent.cgi?article=4217&context=smhpapers |
geographic |
Antarctic |
geographic_facet |
Antarctic |
genre |
Antarc* Antarctic Schistidium antarctici |
genre_facet |
Antarc* Antarctic Schistidium antarctici |
op_source |
Faculty of Science, Medicine and Health - Papers: part A |
op_relation |
https://ro.uow.edu.au/smhpapers/3194 https://ro.uow.edu.au/cgi/viewcontent.cgi?article=4217&context=smhpapers |
_version_ |
1766267048715878400 |