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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Online Access: | https://doi.org/10.1111/nph.13524 http://www.ncbi.nlm.nih.gov/pubmed/26083501 http://ecite.utas.edu.au/101280 |
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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 |
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eCite UTAS (University of Tasmania) |
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ftunivtasecite |
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English |
topic |
Engineering Geomatic Engineering Photogrammetry and Remote Sensing |
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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 |
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New Phytologist |
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208 |
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2 |
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608 |
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624 |
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1766274063246819328 |