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<transSize>1000</transSize>
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<resTitle>qld_landsat_fire_scars_2010_x</resTitle>
<resAltTitle>Landsat fire scars 2010</resAltTitle>
<date>
<pubDate>2013-11-14</pubDate>
</date>
<citRespParty>
<rpIndName>DSITI, Lisa Collett</rpIndName>
<rpOrgName>Department of Science, Information Technology and Innovation</rpOrgName>
<rpPosName>Senior Scientist, Remote Sensing Centre</rpPosName>
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<rpIndName>DSITI, Dan Tindall</rpIndName>
<rpOrgName>Department of Science, Information Technology and Innovation</rpOrgName>
<rpPosName>Principal Scientist, Remote Sensing Centre</rpPosName>
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<linkage>http://www.qld.gov.au/environment/land/vegetation/mapping/firescar/</linkage>
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<rpIndName>DSITI, Dan Tindall</rpIndName>
<rpOrgName>Department of Science, Information Technology and Innovation</rpOrgName>
<rpPosName>Principal Scientist, Remote Sensing Centre</rpPosName>
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<rpIndName>DSITI, Dan Tindall</rpIndName>
<rpOrgName>Department of Science, Information Technology and Innovation</rpOrgName>
<rpPosName>Principal Scientist, Remote Sensing Centre</rpPosName>
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<idAbs>This data set is a statewide annual composite of fire scars (burnt area) derived from all available Landsat 5 and 7 images acquired over Queensland in the period January to December 2010. Fire scars have been mapped using automated Landsat time series change detection.</idAbs>
<idPurp>Provides a graphical representation of fire scars in Queensland over the period January to December 2010 for use in characterising burning patterns and changing fire regimes.</idPurp>
<idCredit>© State of Queensland (Department of Science, Information Technology and Innovation), 2017</idCredit>
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<rpIndName>DSITI, Dan Tindall</rpIndName>
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<delPoint>41 Boggo Road</delPoint>
<city>Dutton Park</city>
<adminArea>Qld</adminArea>
<postCode>4102</postCode>
<country>AU</country>
<eMailAdd>dan.tindall@dsiti.qld.gov.au</eMailAdd>
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<linkage>http://www.qld.gov.au/environment/land/vegetation/mapping/firescar/</linkage>
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<rpIndName>DSITI, Lisa Collett</rpIndName>
<rpOrgName>Department of Science, Information Technology and Innovation</rpOrgName>
<rpPosName>Senior Scientist, Remote Sensing Centre</rpPosName>
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<keyword>Queensland</keyword>
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<themeKeys>
<keyword>HAZARDS Fire</keyword>
<keyword>HAZRDS Fire Mapping</keyword>
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<resTitle>ANZLIC Search Words</resTitle>
<date>
<pubDate>2007-08-01</pubDate>
</date>
</thesaName>
</themeKeys>
<themeKeys>
<keyword>fire risk</keyword>
<keyword>fire history</keyword>
<keyword>fire regime</keyword>
<keyword>emergency services</keyword>
<keyword>burnt area</keyword>
<keyword>Landsat</keyword>
<keyword>Sentinel2</keyword>
<thesaName>
<resTitle>Common Search Terms</resTitle>
<date>
<pubDate>2015-05-22</pubDate>
</date>
</thesaName>
</themeKeys>
<searchKeys>
<keyword>Queensland</keyword>
<keyword>HAZARDS Fire</keyword>
<keyword>HAZRDS Fire Mapping</keyword>
<keyword>fire risk</keyword>
<keyword>fire history</keyword>
<keyword>fire regime</keyword>
<keyword>emergency services</keyword>
<keyword>burnt area</keyword>
<keyword>Landsat</keyword>
<keyword>Sentinel2</keyword>
</searchKeys>
<resConst>
<Consts>
<useLimit>All available Landsat 5 and 7 imagery acquired over Queensland in 2010 has been used. Due to limitations of satellite revist time, cloud cover and other data loss, this data set should not be considered a complete record of fire history for the period. Please review the quality reports below.</useLimit>
</Consts>
</resConst>
<resConst>
<LegConsts>
<useLimit>© State of Queensland (Department of Science, Information Technology and Innovation), 2015</useLimit>
<useConsts>
<RestrictCd value="001"/>
</useConsts>
</LegConsts>
</resConst>
<resConst>
<LegConsts>
<useLimit>This material is licensed under a Creative Commons - Attribution 4.0 International licence. The Department of Science, Information Technology and Innovation requests attribution in the following manner: © State of Queensland (Department of Science, Information Technology and Innovation) 2017. Updated data available at http://qldspatial.information.qld.gov.au/catalogue/ .</useLimit>
<useConsts>
<RestrictCd value="005"/>
</useConsts>
</LegConsts>
</resConst>
<resConst>
<SecConsts>
<class>
<ClasscationCd value="001"/>
</class>
<userNote>Unrestricted to all levels of government and community. Data is available to all government agencies, community groups and individuals. Dataset is available through physical supply and may be made available via web delivery tools, for example, through DNRM's internet sites.</userNote>
<classSys>ISO 19115 (mapped from Qld Govt Information Security Standard IS18)</classSys>
</SecConsts>
</resConst>
<aggrInfo>
<aggrDSIdent>
<identAuth>
<resTitle>Spatial Information Resource (SIR) Feature Class </resTitle>
<date>
<pubDate>2013-11-14</pubDate>
</date>
</identAuth>
<identCode>RSC.QLD_LANDSAT_FIRE_SCARS_2010_X</identCode>
</aggrDSIdent>
<assocType>
<AscTypeCd value="004"/>
</assocType>
</aggrInfo>
<spatRpType>
<SpatRepTypCd value="001"/>
</spatRpType>
<dataLang>
<languageCode value="eng"/>
</dataLang>
<dataChar>
<CharSetCd value="004"/>
</dataChar>
<tpCat>
<TopicCatCd value="007"/>
</tpCat>
<envirDesc>Esri ArcGIS 13.0.6.36057</envirDesc>
<dataExt>
<exDesc>Bounding Box</exDesc>
<geoEle>
<GeoBndBox>
<exTypeCode>true</exTypeCode>
<westBL>137.5</westBL>
<eastBL>154.1</eastBL>
<southBL>-30</southBL>
<northBL>-8.7</northBL>
</GeoBndBox>
</geoEle>
<geoEle>
<GeoDesc>
<exTypeCode>true</exTypeCode>
<geoId>
<identAuth>
<resTitle>ANZLIC Geographic Extent Name Register</resTitle>
<date>
<pubDate>2003-09-19</pubDate>
</date>
<resEd>2</resEd>
</identAuth>
<identCode>Queensland</identCode>
</geoId>
</GeoDesc>
</geoEle>
<tempEle>
<TempExtent>
<exTemp>
<TM_Period gmlID="timePeriod1">
<tmBegin>2010-01-01T00:00:00</tmBegin>
<tmEnd>2010-12-31T00:00:00</tmEnd>
</TM_Period>
</exTemp>
</TempExtent>
</tempEle>
</dataExt>
<dataExt>
<geoEle>
<GeoBndBox>
<exTypeCode>true</exTypeCode>
<westBL>137.994863</westBL>
<eastBL>153.545706</eastBL>
<southBL>-29.177647</southBL>
<northBL>-10.059912</northBL>
</GeoBndBox>
</geoEle>
</dataExt>
<suppInfo>Fire scars were automatically detected in Landsat imagery using time series change detection. A Landsat pixel is mapped as burnt if there has been a significant change in reflectance relative to the time series due to the effects of fire e.g. presence of charcoal or ash, removal of foliage, scorch. 1-12: month (of Landsat acquisition) when fire scar was first detected; 254: crop/water masked (using Current Queensland Land Use Mapping) - no fire scar detection conducted. Note: fire scars may persist and continue to be detected for several months in the image time sequence. Where there has been fire scar persistence or multiple fire scars recorded for a given pixel within the compositing year, the earliest month of detection is recorded.</suppInfo>
</dataIdInfo>
<mdMaint>
<maintFreq>
<MaintFreqCd value="009"/>
</maintFreq>
</mdMaint>
<mdConst>
<SecConsts>
<useLimit>Public</useLimit>
<class>
<ClasscationCd value="001"/>
</class>
<classSys>Metadata Access Level</classSys>
</SecConsts>
</mdConst>
<dqInfo>
<dqScope>
<scpLvl>
<ScopeCd value="005"/>
</scpLvl>
</dqScope>
<report type="DQCompOm">
<measDesc>Landsat does not provide a complete record of fire history for this period. This is mostly due to the sensor revisit time of 8-16 days which may be further limited by cloud and cloud shadow obstruction and striping in the imagery. A fire scar signal may not be evident in the image sequence for long time periods, particularly in savanna regions in North Queensland. Ash/char can be blown or washed away over short periods of time (~weeks) and the fire scar is often rapidly masked by green-flush and vegetation resprouting in subsequent images. Data loss from SLC-Off image striping in Landsat-7 imagery (2003 onwards), cloud cover, haze and smoke, as well as errors in removing cloud and shadow (fire scars which are mapped as cloud shadow) can result in missed fires. Additionally, fires may be captured in the Landsat imagery but missed or under-mapped by the classifier for the following reasons: the fire may be too small or patchy to detect; cool grass/understorey fires may be obscured by the unburnt tree canopy; or the fire may be misclassified as non-fire related change or cloud shadow. An assumption that burnt areas decline in reflectance over time may not always be true and missed fire scars have been noted (e.g. spinifex grasses). Fire scars smaller than 1 ha (approximately 3 pixels) may not be resolved.
Validation of Queensland automated Landsat fire scar maps (1987-2012) found the method mapped over 80% of all fire scars captured in Landsat imagery. The omission error does not include fire scars missed because of Landsat data loss e.g. SLC-Off striping, or gaps in the Landsat record e.g. due to cloud or revisit time. This has not been quantified due to the lack of a validation data set which is independent from the sensor being used (Landsat).
</measDesc>
<evalMethType>
<EvalMethTypeCd value="001"/>
</evalMethType>
<evalMethDesc>The automated Queensland fire scar maps (1987-2012) were validated using a Landsat-derived data set of 500,000 points, sampling the spatial and temporal variabillity across Queensland.
See Goodwin and Collett, 2016. Development of an automated method for mapping fire history captured in Landsat TM and ETM+ time series across Queensland, Australia. Remote Sensing of Environment 148 pp 206-221.
</evalMethDesc>
<measResult>
<ConResult>
<conSpec>
<resTitle>Department of Science, Information Technology and Innovation capture process</resTitle>
<date>
<pubDate>2013-11-14</pubDate>
</date>
</conSpec>
<conExpl>The data set is to a standard determined as fit for the purpose for which it was produced.</conExpl>
<conPass>true</conPass>
</ConResult>
</measResult>
</report>
<report type="DQConcConsis">
<measDesc>False fires or over-mapping of fire scars may result from the presence of cloud shadows, areas of high land-use change (e.g. cropping), black soils, and inundation e.g. tidal flats, wetlands, ephemeral lakes and channels. These features often spectrally and temporally resemble fire scars. Validation of Queensland automated Landsat fire scar maps (1987-2012) measured the average rate of false fires (commission error) at 30%. False fires are far more common in image dates affected by striping in the Landsat-7 source imagery (particularly 2010-2013) as the data is fragmented and less reliable.
</measDesc>
<evalMethType>
<EvalMethTypeCd value="001"/>
</evalMethType>
<evalMethDesc>The automated Queensland fire scar maps (1987-2012) were validated using a Landsat-derived data set of 500,000 points, sampling the spatial and temporal variabillity across Queensland.
See Goodwin and Collett, 2016. Development of an automated method for mapping fire history captured in Landsat TM and ETM+ time series across Queensland, Australia. Remote Sensing of Environment 148 pp 206-221.
</evalMethDesc>
<measResult>
<ConResult>
<conSpec>
<resTitle>Department of Science, Information Technology and Innovation capture process</resTitle>
<date>
<pubDate>2013-11-14</pubDate>
</date>
</conSpec>
<conExpl>The data set is to a standard determined as fit for the purpose for which it was produced..</conExpl>
<conPass>true</conPass>
</ConResult>
</measResult>
</report>
<report type="DQAbsExtPosAcc">
<measDesc>All the data described here has been generated from the analysis of Landsat TM and ETM+ data acquired as ortho-rectified L1T images from USGS.
Landsat imagery has a spatial resolution of 30m. Analyses by the USGS suggest that the geometric error is well below a single pixel (Storey et al, 2014).
Reference: Storey J, Choate M, and Lee K, (2014) Landsat 8 Operational Land Imagery On-Orbit Geometric Calibration and Performance Remote Sensing, 6(11), pp. 11127-11152.
</measDesc>
<evalMethType>
<EvalMethTypeCd value="002"/>
</evalMethType>
<measResult>
<ConResult>
<conSpec>
<resTitle>Department of Science, Information Technology and Innovation capture process </resTitle>
<date>
<pubDate>2013-11-14</pubDate>
</date>
</conSpec>
<conExpl>The data is to a standard determined as fit for the purpose for which it was collected.</conExpl>
<conPass>true</conPass>
</ConResult>
</measResult>
</report>
<report type="DQQuanAttAcc">
<measDesc>Validation of individual Landsat fire scar classifications for Queensland (1987-2012) measured the average fire scar omission error (missed fires) at 15% in the automated outputs. The average fire scar commission rate (false fires) was measured at 30%. The average fire scar classification accuracy was measured at greater than 99%. This is more a reflection of the small fraction of landscape burnt than the ability to detect fire scars.
Annual composites from 2003 onwards are affected by data loss due to systematic striping in the Landsat 7 ETM+ imagery. This is due to the failure of the instrument's Scan Line Corrector (SLC-Off). This results in striping and fragmentation in the fire scar maps derived from SLC-Off imagery, decreased rates of detection, and increased number of false fires. Striping is particularly apparent in the fire scar products for the period 2011-2013, as Landsat 7 SLC-Off, was the predominant source of imagery available for fire scar mapping. Error rates are likely to be higher for this period. Rates of omissions are likely to be higher during wet season periods (Nov-February) in tropical and coastal regions where cloud cover may obscure the view of the surface for months at a time.
</measDesc>
<evalMethType>
<EvalMethTypeCd value="001"/>
</evalMethType>
<evalMethDesc>The automated Queensland fire scar maps (1987-2012) were validated using a Landsat-derived data set of 500,000 points, sampling the spatial and temporal variabillity across Queensland.
See Goodwin and Collett, 2016. Development of an automated method for mapping fire history captured in Landsat TM and ETM+ time series across Queensland, Australia. Remote Sensing of Environment 148 pp 206-221.
</evalMethDesc>
<measResult>
<ConResult>
<conSpec>
<resTitle>Department of Science, Information Technology and Innovation capture process</resTitle>
<date>
<pubDate>2013-11-14</pubDate>
</date>
</conSpec>
<conExpl>The data is to a standard determined as fit for the purpose for which it was produced.</conExpl>
<conPass>true</conPass>
</ConResult>
</measResult>
</report>
<dataLineage>
<statement>Single date fire scar maps have been produced for all Queensland Landsat images (with up to 60% cloud cover), held by the Remote Sensing Centre, covering the period from 1987 (earliest Landsat 5 imagery) to present. The automated method for detecting fire scars was applied to the time series stack of Landsat imagery, for each of the 100 Landsat WRS Path/Rows covering Queensland. The 2010 fire scar product was produced using a dense time series of imagery covering the period from 1987 - 2013. Imagery in each time series stack was pre-processed to convert to surface reflectance, and screen out cloud and cloud shadow, topographic shadow, crop and water (described in Source). The automated time series method identifies large negative outliers in reflectance indices (based on NIR and SWIR1 bands) relative to the time series. Median filters were applied to smooth the time series and provide a reference for no change. A threshold of change was used to determine outliers. A watershed filter from the VIGRA Computer Vision Library (http://hci.iwr.uni-heidelberg.de/vigra) was then used to map a larger spatial extent of the hange using the detected outliers as seeds. The segmented change objects were then attributed as either burnt or unburnt using their thermal, reflective and contextual characteristics in a classification tree. All required thresholds and rules for classification were derived from a statewide calibration based on random points sampled from ten Path/Rows located strategically across Queensland. The method was validated using 500,000 independent random points from a further 10 Path/Rows across Queensland. Calibrated thresholds may not apply outside of the calibration region (i.e. Qld). Annual composites of fire scar maps for a given Path/Row were compiled from all available fire scar maps for the given year. Where a pixel was classified as burnt more than twice in a year, the earliest date of detection was recorded. Annual composites were mosaicked to produce state-wide annual fire scar maps. Finally, the statewide fire scar mosaic was converted from raster to polygon feature class (with no simplifying of polygons). References: Goodwin, N., and Collett, L. 2013. Development of an automated method for mapping fire history captured in Landsat TM and ETM time series across Queensland, Australia. Remote Sensing of Environment 148, 206-221.
</statement>
<dataSource>
<srcDesc>The set of all available Landsat-5 TM, Landsat-7 ETM+ and Landsat-8 OLI (with less than 60% cloud cover) acquired over Queensland for the period 1987 to 2013. Landsat imagery (including SLC-Off and cloud affected) was downloaded from the USGS (http://glovis.usgs.gov/) as ortho-corrected L1T images containing scaled radiance values. Images were converted from radiance to a standardised surface reflectance, to minimise atmospheric, topographic, and bi-directional effects following Flood et al, 2013. The thermal infrared band 6 was converted to top-of-atmosphere brightness temperature (Chander, Markham, and Helder, 2009) and resampled to 30m x 30m pixels to match reflectance data. No atmospheric correction for the thermal band was applied. All data were scaled to 16 bit range. Images containing moderate to high levels of cloud cover (up to 60%) were included in the time series stacks. Cloud and cloud shadow affected pixels were screened using time series based cloud and shadow masking described in Goodwin et al. 2013. Topographic shadow affected pixels were masked out using a ray casting technique described in Robertson (1989). The satellite and sun azimuth and zenith angles were calculated per pixel directly from the orbital geometry. Crops and permanent water bodies were masked out of all imagery using the most current Queensland Land Use Mapping (http://www.qld.gov.au/environment/land/vegetation/mapping/qlump/). References: Chander, G., Markham, B. L., and Helder, D. L. (2009). Summary of current radiometric calibration coefficients for Landsat MSS, TM, ETM+, and EO-1 ALI sensors. Remote Sensing of Environment, 113(5), 893-903. Flood, N., Danaher, T., Gill, T., and Gillingham, S. (2013). An Operational Scheme for Deriving Standardised Surface Reflectance from Landsat TM/ETM+ and SPOT HRG Imagery for Eastern Australia. Remote Sensing, 5(1), 83-109. Goodwin, N. R., Collett, L. J., Denham, R. J., Flood, N., and Tindall, D. (2013). Cloud and cloud shadow screening across Queensland, Australia: An automated method for Landsat TM/ETM+ time series. Remote Sensing of Environment, 134, 50-65. Robertson, K. Spatial transformation for rapid scan-line surface shadowing, IEEE Computer Graphics and Applications, 1989.
</srcDesc>
</dataSource>
</dataLineage>
</dqInfo>
<spatRepInfo>
<VectSpatRep>
<topLvl>
<TopoLevCd value="001"/>
</topLvl>
<geometObjs>
<geoObjTyp>
<GeoObjTypCd value="002"/>
</geoObjTyp>
<geoObjCnt>452438</geoObjCnt>
</geometObjs>
</VectSpatRep>
</spatRepInfo>
<refSysInfo>
<RefSystem>
<refSysID>
<identCode code="EPSG: 3577 (Aust. Albers Equal Area Projection)"/>
<idCodeSpace>EPSG</idCodeSpace>
<identVrsn>8.9.4(10.5.0)</identVrsn>
</refSysID>
</RefSystem>
</refSysInfo>
</metadata>
