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Groundwater-dependent ecosystems in the Upper Burdekin region, mapped using Landsat satellite data

Groundwater-dependent ecosystems (GDEs) rely on access to groundwater on a permanent or intermittent basis for some or all of their water requirements (Queensland Government, 2018). Remotely sensed data from Digital Earth Australia (DEA) (Geoscience Australia, 2018) were used to map potential aquatic and other GDEs and enhance understanding of surface water – groundwater interactions in the Upper Burdekin region. Two Landsat TM satellite products (Water Observations from Space (WOfS; Mueller et al. 2016) summary statistic and Tasselled Cap Index (TCI) wetness summary)) were used to investigate the persistence of surface water and soil moisture in the landscape to identify perennial streams, springs and other parts of the landscape that may rely on groundwater discharge.


The WOfS summary statistic represents, for each pixel, the percentage of time that water is detected at the surface relative to the total number of clear observations. Due to the 25-m by 25-m pixel size of Landsat data, only features at least 25 m wide are detected and only features covering multiple pixels are consistently detected. The WOfS summary statistic was produced over the McBride and Nulla Basalt provinces for the entire period of available data (1987 to 2018). Pixels were polygonised and classified in order to visually enhance key data in the imagery, such as the identification of standing water for at least 80% of the time.


The TCI is a method of reducing six surface reflectance bands of satellite data to three bands (Brightness, Greenness, Wetness) using a Principal Components Analysis (PCA) and Procrustes' Rotation (Roberts et al., 2018). The published coefficients of Crist (1985) are applied to DEA's Landsat data to generate a TCI composite. The resulting Tasselled Cap bands are a linear combination of the original surface reflectance bands that correlate with the Brightness (bare earth), Greenness and Wetness of the landscape.


The TCI wetness summary (or Tasselled Cap Wetness (TCW) percentage exceedance composite), derived from the Wetness band, represents the behaviour of water in the landscape, as defined by the presence of water, moist soil or wet vegetation at each pixel through time. The summary shows the percentage of observed scenes where the Wetness layer of the Tasselled Cap transform is above the threshold, i.e. where each pixel has been observed as ‘wet’ according to the TCI. Areas that retain surface water or wetness in the landscape during the dry season are potential areas of groundwater discharge and associated GDEs. The TCW threshold is set at -600 to calculate the percentage exceedance. This threshold is based on scientific judgment and is currently in the research/testing phase. It is based on Australian conditions and conservative in nature.


The dry season, when surface runoff to streams and rainfall are minimal, is particularly useful for identifying and mapping groundwater-fed streams, springs and other ecosystems that rely on access to groundwater during periods of limited rainfall. The Upper Burdekin region was especially dry between May and October 2013, with low rainfall totals in the months preceding this dry season and overall below-average rainfall conditions (i.e. decline in rainfall residual mass). The TCW exceedance composite was classified into percentage intervals to distinguish areas that were wet for different proportions of time during the 2013 dry season.


Field validation of the remote sensing data products would be required to confirm the preliminary identification of parts of the landscape where groundwater discharges to the surface and potentially supports GDEs.


This release includes the classified WOfS summary statistic and classified TCW percentage exceedance composite (May-October 2013) data products for the McBride and Nulla basalt provinces in the Upper Burdekin region, North Queensland.


<b>References: </b>

Crist EP (1985) A TM Tasseled Cap equivalent transformation for reflectance factor data. Remote Sensing of Environment 17(3), 301–306. Doi: 10.1016/0034-4257(85)90102-6.

Geoscience Australia (2018) Digital Earth Australia. Geoscience Australia, http://www.ga.gov.au/dea.

Mueller, N., Lewis, A., Roberts, D., Ring, S., Melrose, R., Sixsmith, J., Lymburner, L., McIntyre, A., Tan, P., Curnow, S. and Ip, A. (2016) Water observations from space: Mapping surface water from 25 years of Landsat imagery across Australia. Remote Sensing of Environment 174, 341-352, ISSN 0034-4257.

Queensland Government (2018) Groundwater dependent ecosystems, WetlandInfo 2014. Queensland Government, Brisbane, https://wetlandinfo.des.qld.gov.au/wetlands/ecology/aquatic-ecosystems-natural/groundwater-dependent/.

Roberts D, Dunn B and Mueller N (2018) Open Data Cube Products Using High-Dimensional Statistics of Time Series. International Geoscience and Remote Sensing Symposium. Valencia, Spain: IEEE Geoscience and Remote Sensing Society.

Simple

Identification info

Date (Creation)
2020-01-29
Date (Publication)
2020-07-14T01:45:20
Citation identifier
Geoscience Australia Persistent Identifier/https://pid.geoscience.gov.au/dataset/ga/133786

Citation identifier
Digital Object Identifier/https://dx.doi.org/10.26186/133786

Cited responsible party
Role Organisation / Individual Name Details
Publisher

Commonwealth of Australia (Geoscience Australia)

Voice
Author

Dixon-Jain, P.

Author

Dunn, B.

Author

Newey, V.

Status
Point of contact
Role Organisation / Individual Name Details
Point of contact

Commonwealth of Australia (Geoscience Australia)

Voice
Point of contact

Kilgour, P.L.

Spatial representation type
Topic category
  • Geoscientific information

Extent

Temporal extent

Time period
2013-03-01 2013-10-01

Extent

N
S
E
W


Maintenance and update frequency
As needed

Resource format

Title

Product data repository: Various Formats

Website

Data Store directory containing the digital product files

Data Store directory containing one or more files, possibly in a variety of formats, accessible to Geoscience Australia staff only for internal purposes

theme.ANZRC Fields of Research.rdf
  • EARTH SCIENCES

Project
  • EFTF

Project
  • Exploring for the Future

Keywords
  • groundwater-dependent ecosystems

Keywords
  • GDE

Keywords
  • Upper Burdekin

Keywords
  • Nulla Basalt Province

Keywords
  • McBride Basalt Province

Keywords
  • groundwater-surface water interactions

Keywords
  • groundwater discharge

Keywords
  • remote sensing

Keywords
  • Landsat

Keywords
  • Digital Earth Australia

Keywords
  • Water Observations from Space

Keywords
  • WOfS

Keywords
  • Tasselled Cap Wetness

Keywords
  • TCW

Keywords
  • Tasselled Cap Index

Keywords
  • TCI

Keywords
  • Published_External

Resource constraints

Title

Creative Commons Attribution 4.0 International Licence

Alternate title

CC-BY

Edition

4.0

Website

http://creativecommons.org/licenses/

Access constraints
License
Use constraints
License

Resource constraints

Title

Australian Government Security ClassificationSystem

Edition date
2018-11-01T00:00:00
Website

https://www.protectivesecurity.gov.au/Pages/default.aspx

Classification
Unclassified

Associated resource

Association Type
null
Title

Upper Burdekin Classified Water Observations from Space (WOfS) Summary Statistic OGC WMS

Citation identifier
134395

Citation identifier
2ab4619b-392a-495c-abc4-5042b5103734

Website

https://pid.geoscience.gov.au/service/ga/134395

Link to eCat metadata record landing page

Associated resource

Association Type
null
Title

Upper Burdekin Classified Water Observations from Space (WOfS) Summary Statistic MapServer

Citation identifier
134388

Citation identifier
816ade28-3bdc-47a6-be93-172b41f2bd4a

Website

https://pid.geoscience.gov.au/service/ga/134388

Link to eCat metadata record landing page

Associated resource

Association Type
null
Title

Upper Burdekin Classified Tasselled Cap Wetness (TCW) Percentage Exceedance Composite WMS

Citation identifier
134346

Citation identifier
75604636-f08e-4d14-b77f-89a540e45841

Website

https://pid.geoscience.gov.au/service/ga/134346

Link to eCat metadata record landing page

Associated resource

Association Type
null
Title

Upper Burdekin Classified Tasselled Cap Wetness (TCW) Percentage Exceedance Composite MapServer

Citation identifier
134339

Citation identifier
14eae14a-a811-4424-a874-3dbf6ece11df

Website

https://pid.geoscience.gov.au/service/ga/134339

Link to eCat metadata record landing page

Language
English
Character encoding
UTF8

Distribution Information

Distributor contact
Role Organisation / Individual Name Details
Distributor

Commonwealth of Australia (Geoscience Australia)

Voice
OnLine resource

Download the TCW data (shp) [102 MB]

Download the TCW data (shp) [102 MB]

Distribution format
  • shp

OnLine resource

Download the WofSdata (shp) [4.7 MB]

Download the WofSdata (shp) [4.7 MB]

Distribution format
  • shp

Resource lineage

Statement

The Water Observations from Space summary statistic (WOfS; Geoscience Australia, 2018) was classified into percentage intervals that represent the proportion of time standing water is observed at the surface. The Tasselled Cap Index (TCI; Crist, 1985) was applied to all cloud-free Digital Earth Australia (DEA) Landsat 8 surface reflectance data from March to October, 2013. There were [x] Landsat 8 overpasses during this period. A pixel was considered as observed wetness where it exceeded a threshold of -600. All observed wetness instances were combined to calculate the percentage of observed wetness per pixel for the above period. This product was then classified into discrete percentage intervals.

Metadata constraints

Title

Australian Government Security Classification System

Edition date
2018-11-01T00:00:00
Website

https://www.protectivesecurity.gov.au/Pages/default.aspx

Classification
Unclassified

Metadata

Metadata identifier
urn:uuid/15b1d295-b459-44fc-abb5-ebbd46bc790f

Title

GeoNetwork UUID

Language
English
Character encoding
UTF8
Contact
Role Organisation / Individual Name Details
Point of contact

Commonwealth of Australia (Geoscience Australia)

Voice
Point of contact

Kilgour, P.L.

Type of resource

Resource scope
Dataset
Name

GA publication:

Alternative metadata reference

Title

Geoscience Australia - short identifier for metadata record with

uuid

Citation identifier
eCatId/133786

Metadata linkage

https://ecat.ga.gov.au/geonetwork/srv/eng/catalog.search#/metadata/5167d912-6784-4371-9938-3931e84ca6f1

Metadata linkage

https://ecat.ga.gov.au/geonetwork/srv/eng/catalog.search#/metadata/15b1d295-b459-44fc-abb5-ebbd46bc790f

Metadata linkage

https://ecat.ga.gov.au:80/geonetwork/srv/eng/catalog.search#/metadata/15b1d295-b459-44fc-abb5-ebbd46bc790f

Date info (Creation)
2019-04-08T01:55:29
Date info (Revision)
2019-04-08T01:55:29

Metadata standard

Title

AU/NZS ISO 19115-1:2014

Metadata standard

Title

ISO 19115-1:2014

Metadata standard

Title

ISO 19115-3

Title

Geoscience Australia Community Metadata Profile of ISO 19115-1:2014

Edition

Version 2.0, September 2018

Citation identifier
https://pid.geoscience.gov.au/dataset/ga/122551

 
 

Spatial extent

N
S
E
W


Keywords

Digital Earth Australia EFTF Exploring for the Future GDE Landsat McBride Basalt Province Nulla Basalt Province TCI TCW Tasselled Cap Index Tasselled Cap Wetness Upper Burdekin WOfS Water Observations from Space groundwater discharge groundwater-dependent ecosystems groundwater-surface water interactions remote sensing
theme.ANZRC Fields of Research.rdf
EARTH SCIENCES

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