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Vegetation Carbon Isoscape – Landsat, Australia coverage

The dataset contains maps of total % C<sub>3</sub> and C<sub>4</sub> plant cover, proportional C<sub>3</sub> and C<sub>4</sub> vegetation (relative to combined C<sub>3</sub> and C<sub>4</sub> cover), and vegetation &delta;<sup>13</sup>C isoscape (stable carbon isotope values) across Australia. Data are centered on year 2015. We used vegetation and land-use rasters to categorize grid-cells (100 m<sup>2</sup>) into woody (C<sub>3</sub>), native herbaceous (C<sub>3</sub> and C<sub>4</sub>), and herbaceous cropland (C<sub>3</sub> and C<sub>4</sub>) cover. TERN Ecosystem Surveillance field surveys and environmental factors were regressed to predict native C<sub>4</sub> herbaceous cover. These layers were combined and a &delta;<sup>13</sup>C mixing model was used to calculate site-averaged &delta;<sup>13</sup>C values.

Simple

Identification info

Date (Creation)
2018-09-15
Date (Publication)
2022-07-25
Date (Revision)
2014-07-14
Edition
1.0

Identifier

Title
DataCite
Code
doi:10.25901/7b6h-0j77
Codespace
http://dx.doi.org

Publisher

Terrestrial Ecosystem Research Network
Building 1019, 80 Meiers Rd
Indooroopilly
QLD
4068
Australia
+61 7 3365 9097

Author

University of Adelaide - Munroe, Samantha ()
Waite Road, The University of Adelaide - Waite Campus, Waite, SA, 5064, Australia
Waite
SA
5064
Australia
+61 2 6246 5588

Co-author

TERN Surveillance Monitoring - Guerin, Greg ()
Davies Building, Paratoo Road, The University of Adelaide - Waite Campus, Waite, SA, 5064, Australia
Waite
SA
5064
Australia
+61 2 6246 5588

Co-author

University of Queensland - McInerney, Francesca ()
Chancellors Pl, St Lucia, QLD, 4072, Australia
St Lucia
QLD
4072
Australia
+61 2 6246 5588

Co-author

TERN Surveillance Monitoring - Martin-Fores, Irene ()
Davies Building, Paratoo Road, The University of Adelaide - Waite Campus, Waite, SA, 5064, Australia
Waite
SA
5064
Australia
+61 2 6246 5588

Co-author

CSIRO Agriculture and Food - Welti, Nina ()
Entrance 4, Waite Road Urrbrae, Adelaide , SA, 5064, Australia
Adelaide
SA
5064
Australia
+61 2 6246 5588

Co-author

CSIRO Agriculture and Food - Farrell, Mark ()
Entrance 4, Waite Road Urrbrae, Adelaide , SA, 5064, Australia
Adelaide
SA
5064
Australia
+61 2 6246 5588

Co-author

University of Adelaide - Atkins, Rachel ()
Kintore Avenue, The University of Adelaide - North Terrace Campus, Adelaide, SA, 5005, Australia
Adelaide
SA
5005
Australia
+61 2 6246 5588

Co-author

TERN Surveillance Monitoring - Sparrow, Ben ()
Davies Building, Paratoo Road, The University of Adelaide - Waite Campus, Waite, SA, 5064, Australia
Waite
SA
5064
Australia
+61 2 6246 5588
Website
https://www.tern.org.au/

Purpose
The purpose of this work was to create maps of C<sub>3</sub> and C<sub>4</sub> abundance in Australia, and a vegetation &delta;<sup>13</sup>C isoscape for the continent. Maps of C<sub>3</sub> and C<sub>4</sub> plant abundance and stable carbon isotope values (&delta;<sup>13</sup>C) across terrestrial landscapes are valuable tools in ecology to investigate species distribution and carbon exchange. Australia has a predominance of C<sub>4</sub>-plants, thus monitoring change in C<sub>3</sub>:C<sub>4</sub> cover and &delta;<sup>13</sup>C is essential to national management priorities.
Credit
We at TERN acknowledge the Traditional Owners and Custodians throughout Australia, New Zealand and all nations. We honour their profound connections to land, water, biodiversity and culture and pay our respects to their Elders past, present and emerging.
Credit
This work was funded by the Terrestrial Ecosystem Research Network (TERN), an Australian Government National Collaborative Research Infrastructure Strategy (NCRIS) project.
Status
On going

Point of contact

TERN Surveillance Monitoring - Munroe, Samantha ()
Davies Building, Paratoo Road, The University of Adelaide - Waite Campus, Waite, SA, 5064, Australia
Davies Building, Paratoo Road, The University of Adelaide - Waite Campus
Waite
SA
5064
Australia
02 6249 9182/9781
Topic category
  • Environment
  • Biota
  • Imagery base maps earth cover

Extent

Description
Continental Australia
N
S
E
W


Temporal extent

Time period
2018-09-15
Title
A vegetation carbon isoscape for Australia built by combining continental-scale field surveys with remote sensing
Website
A vegetation carbon isoscape for Australia built by combining continental-scale field surveys with remote sensing

Related documentation

Maintenance and update frequency
As needed
GCMD Science Keywords
  • PLANTS
  • LANDSCAPE ECOLOGY
ANZSRC Fields of Research
  • Plant Biology not elsewhere classified
  • Terrestrial Ecology
  • Landscape Ecology
TERN Platform Vocabulary
  • LANDSAT-5
  • LANDSAT-7
  • LANDSAT-8
TERN Instrument Vocabulary
  • TM
  • ETM+
  • OLI
TERN Parameter Vocabulary
  • C3 plant cover
  • Percent
  • C3 plant cover
  • Fraction
  • C4 plant cover
  • Percent
  • C4 plant cover
  • Fraction
  • isoscape
  • Parts per thousand
  • leaf Delta13C
  • Parts per thousand
QUDT Units of Measure
  • Percent
  • Fraction
  • Percent
  • Fraction
  • Parts per thousand
  • Parts per thousand
GCMD Horizontal Resolution Ranges
  • 100 meters - < 250 meters
GCMD Temporal Resolution Ranges
  • one off
Keywords (Discipline)
  • Stable Isotope Analysis
  • Photosynthesis
  • carbon-13

Resource specific usage

Specific usage
C<sub>3</sub>, C<sub>4</sub> and &delta;<sup>13</sup>C maps can be used to quantify and compare C<sub>3</sub> and C<sub>4</sub> distribution at a landscape scale. Isoscapes are useful in the study of food web dynamics and animal migration. These data could also be used to calculate fractional productivity of different photosynthetic pathways.

Resource constraints

Use limitation
The Creative Commons Attribution 4.0 International (CC BY 4.0) license allows others to copy, distribute, display, and create derivative works provided that they credit the original source and any other nominated parties. Details are provided at https://creativecommons.org/licenses/by/4.0/
File name
88x31.png
File description
CCBy Logo from creativecommons.org
File type
png
Linkage
https://w3id.org/tern/static/cc-by/88x31.png

Title
Creative Commons Attribution 4.0 International Licence
Alternate title
CC-BY
Edition
4.0
Website
https://creativecommons.org/licenses/by/4.0/

Access constraints
License
Use constraints
Other restrictions

Resource constraints

Classification
Unclassified
Environment description
Data were analysed in the R statistical environment (R Core Team 2019). TERN plot data were imported using the ‘ausplotsR’ package, a package which enables the import and analysis TERN plot survey data
Supplemental Information
The Australian &delta;<sup>13</sup>C vegetation isoscape was constructed using data primarily sourced for the year 2015. Climate conditions in 2015 for Australia were considered average and fire occurrence and intensity were relatively low. Thus, a 2015 isoscape should be a good representation of modern average conditions in Australia. The % woody cover layer was designated 100% C<sub>3</sub> vegetation. This introduces a potential source of error because some groups of shrubs may use either C<sub>3</sub> or C<sub>4</sub> photosynthesis. We were unable to identify an accurate way to distinguish and model C<sub>4</sub> shrub cover. Consequently, we made the simplifying assumption that all woody cover is C<sub>3</sub>. In some grid cells the total % C<sub>3</sub> cover values exceed 100%. This is because % C<sub>3</sub> cover includes both % woody cover and the % C<sub>3</sub> herbaceous cover that may be growing beneath the % woody cover, as described in Munroe et al. (2022). Because our approach assumed all woody cover was C<sub>3</sub>, % C<sub>4</sub> cover never exceeded 100%.

Distribution Information

Distributor

Distributor

Terrestrial Ecosystem Research Network
Building 1019, 80 Meiers Rd, Indooroopilly, QLD, Australia, 4068
Indooroopilly
QLD
4068
Australia
+61 2 3365 9097
OnLine resource
Geotiffs

Data quality info

Hierarchy level
Dataset
Other
To assess the accuracy of the final % C<sub>4</sub> vegetation layer, we compared the predicted % C<sub>4</sub> vegetation layer outputs to the proportional % C<sub>4</sub> vegetation observed at all TERN Ecosystem Surveillance plots. We used a linear regression to quantify relationships between predicted and observed % C<sub>4</sub> vegetation values. We also compared the residual values of predicted and observed % C<sub>4</sub> vegetation in different major vegetation groups (MVG), as determined by onsite evaluations by TERN survey teams. We compared predicted leaf-&delta;<sup>13</sup>C values to soil organic matter (SOM) &delta;<sup>13</sup>C values determined samples collected at 51 TERN plots.

Report

Result

Statement
Comparisons between predicted and observed % C<sub>4</sub> vegetation at TERN plots returned residuals ranging from -63.4 to 73.4% (mean &plusmn; sd = 9.1 ± 24.5) and a RMSE of 26.1%. Linear regression analysis comparing predicted and observed proportional C<sub>4</sub> vegetation resulted in an adjusted-R<sup>2</sup> of 0.44. Comparisons of residuals between major vegetation group classifications revealed that residuals were smallest in heathlands, eucalypt woodlands and forests, and tussock grasses, but were largest in <em>Acacia</em>- and <em>Melaleuca</em>- dominated habitats. Comparisons between predicted leaf and soil &delta;<sup>13</sup>C isotope values returned a RMSE of 2.1&permil;. Residuals ranged from -5.40&permil; to 5.44&permil; with a mean value of 0.26&permil; (&plusmn;2.12). The line of best fit had a slope of 0.74, an intercept of -6.0, and an adjusted-R<sup>2</sup> of 0.71.

Resource lineage

Statement
We used vegetation and land-use rasters to categorize grid-cells (100 m<sup>2</sup>) into woody (C<sub>3</sub>), native herbaceous, and herbaceous cropland (C<sub>3</sub> and C<sub>4</sub>) cover. Field surveys and environmental factors were regressed to predict native C<sub>4</sub> herbaceous cover. These layers were combined and a &delta;<sup>13</sup>C mixing model was used to calculate site-averaged &delta;<sup>13</sup>C values.
Hierarchy level
Dataset
Title
A vegetation carbon isoscape for Australia built by combining continental-scale field surveys with remote sensing
Website
https://ecoevorxiv.org/u9wh3/

Method documentation

Reference System Information

Reference system identifier
EPSG/EPSG:4326

Reference system type
Geodetic Geographic 2D

Metadata

Metadata identifier
urn:uuid/dea845e6-f053-409a-b0ae-c37e3af3e9bb

Title
TERN GeoNetwork UUID

Language
English
Character encoding
UTF8

Point of contact

Terrestrial Ecosystem Research Network
Building 1019, 80 Meiers Rd
Indooroopilly
QLD
4068
Australia
+61 7 3365 9097

Type of resource

Resource scope
Dataset
Metadata linkage
https://geonetwork.tern.org.au/geonetwork/srv/eng/catalog.search#/metadata/dea845e6-f053-409a-b0ae-c37e3af3e9bb

Point-of-truth metadata URL

Date info (Creation)
2022-04-26T00:00:00
Date info (Revision)
2022-07-25T00:00:00

Metadata standard

Title
ISO 19115-1:2014/AMD 1:2018 Geographic information - Metadata - Fundamentals
Edition
1

Metadata standard

Title
ISO/TS 19115-3:2016
Edition
1.0

Metadata standard

Title
ISO/TS 19157-2:2016
Edition
1.0
Title
Terrestrial Ecosystem Research Network (TERN) Metadata Profile of ISO 19115-3:2016 and ISO 19157-2:2016
Date (published)
2021
Edition
1.0

Identifier

Code
10.5281/zenodo.5652221
Website
https://github.com/ternaustralia/TERN-ISO19115/releases/tag/v1.0

 
 

Overviews

Spatial extent

N
S
E
W


Keywords

ANZSRC Fields of Research
Landscape Ecology Plant Biology not elsewhere classified Terrestrial Ecology
GCMD Science Keywords
LANDSCAPE ECOLOGY PLANTS

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Associated resources

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