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...

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Published in:New Phytologist
Main Authors: Malenovsky, Z, Turnbull, JD, Lucieer, A, Robinson, SA
Format: Article in Journal/Newspaper
Language:English
Published: Blackwell Publishing Ltd 2015
Subjects:
Online Access:https://doi.org/10.1111/nph.13524
http://www.ncbi.nlm.nih.gov/pubmed/26083501
http://ecite.utas.edu.au/101280
id ftunivtasecite:oai:ecite.utas.edu.au:101280
record_format openpolar
spelling ftunivtasecite:oai:ecite.utas.edu.au:101280 2023-05-15T14:03:25+02:00 Antarctic moss stress assessment based on chlorophyll content and leaf density retrieved from imaging spectroscopy data Malenovsky, Z Turnbull, JD Lucieer, A Robinson, SA 2015 https://doi.org/10.1111/nph.13524 http://www.ncbi.nlm.nih.gov/pubmed/26083501 http://ecite.utas.edu.au/101280 en eng Blackwell Publishing Ltd http://dx.doi.org/10.1111/nph.13524 http://purl.org/au-research/grants/arc/DP110101714 Malenovsky, Z and Turnbull, JD and Lucieer, A and Robinson, SA, Antarctic moss stress assessment based on chlorophyll content and leaf density retrieved from imaging spectroscopy data, New Phytologist, 208, (2) pp. 608-624. ISSN 1469-8137 (2015) [Refereed Article] http://www.ncbi.nlm.nih.gov/pubmed/26083501 http://ecite.utas.edu.au/101280 Engineering Geomatic Engineering Photogrammetry and Remote Sensing Refereed Article PeerReviewed 2015 ftunivtasecite https://doi.org/10.1111/nph.13524 2019-12-13T22:03:00Z 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 eCite UTAS (University of Tasmania) Antarctic New Phytologist 208 2 608 624
institution Open Polar
collection eCite UTAS (University of Tasmania)
op_collection_id ftunivtasecite
language English
topic Engineering
Geomatic Engineering
Photogrammetry and Remote Sensing
spellingShingle Engineering
Geomatic Engineering
Photogrammetry and Remote Sensing
Malenovsky, Z
Turnbull, JD
Lucieer, A
Robinson, SA
Antarctic moss stress assessment based on chlorophyll content and leaf density retrieved from imaging spectroscopy data
topic_facet Engineering
Geomatic Engineering
Photogrammetry and Remote Sensing
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 Malenovsky, Z
Turnbull, JD
Lucieer, A
Robinson, SA
author_facet Malenovsky, Z
Turnbull, JD
Lucieer, A
Robinson, SA
author_sort Malenovsky, Z
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 Blackwell Publishing Ltd
publishDate 2015
url https://doi.org/10.1111/nph.13524
http://www.ncbi.nlm.nih.gov/pubmed/26083501
http://ecite.utas.edu.au/101280
geographic Antarctic
geographic_facet Antarctic
genre Antarc*
Antarctic
Schistidium antarctici
genre_facet Antarc*
Antarctic
Schistidium antarctici
op_relation http://dx.doi.org/10.1111/nph.13524
http://purl.org/au-research/grants/arc/DP110101714
Malenovsky, Z and Turnbull, JD and Lucieer, A and Robinson, SA, Antarctic moss stress assessment based on chlorophyll content and leaf density retrieved from imaging spectroscopy data, New Phytologist, 208, (2) pp. 608-624. ISSN 1469-8137 (2015) [Refereed Article]
http://www.ncbi.nlm.nih.gov/pubmed/26083501
http://ecite.utas.edu.au/101280
op_doi https://doi.org/10.1111/nph.13524
container_title New Phytologist
container_volume 208
container_issue 2
container_start_page 608
op_container_end_page 624
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