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Published byLanny Budiono Modified over 6 years ago
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Towards achieving continental scale field validation and multi-sensor interoperability of satellite derived surface reflectance in Australia Medhavy Thankappan1, Guy Byrne1, Fuqin Li1, Simon Oliver1, Tim Malthus2 , Cindy Ong2 , Ian Lau2 1Geoscience Australia 2Commonwealth Scientific and Industrial Research Organisation
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Outline Digital Earth Australia National validation campaign
Protocols /planning / logistics Validation sites Field instrument calibration Data collection - Lake George National spectral data repository Multi-sensor interoperability Summary
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Digital Earth Australia
Australian digital infrastructure for analysis of Earth observations Aim - to streamline government business and support economic growth Provide Australian industry with standardised, analysis ready data for innovative products / services Australian Government funding of $15.3M over two years
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National validation campaign
Continental scale validation of surface reflectance Project Agreement with GA (16 Feb 2018), for CSIRO to coordinate field data collection Two phases of field data acquisition, near-coincident with satellite overpass Field data to be managed as a national collection
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Protocols/ planning / logistics
Best practice protocols for validation Field data collection schedule linked to satellite overpass calendars Common protocols for coordinated data acquisition by multiple teams Multi-temporal field data
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Validation sites
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Field instrument calibration
QA/QC of field spectroradiometers Dark noise, noise equivalent delta radiance (NE L), wavelength check, signal-to-noise ratio Cross calibration of instruments / reference panels NE L Dark noise
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Recent field tests at Lake George, NSW
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Early results from field testing
Tested measurement protocols and instruments in the field Spectral data collection Reflectance Reflectance Central Wavelength (nm) Wavelength (nm)
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Validation system elements
1 Protocols and sampling strategy 3 4 QA4EO protocols, best practice guidelines for EO validation Validation campaigns Validation system Sampling strategy for field measurements Scheme for airborne measurements Database sub-system Coordinated ground airborne and satellite based data collection in line with sampling strategy and protocols 2 Field sites for observing multiple variables (Supersites) and instruments Scale transform sub-system Field / airborne measurements at different scales Upscaling Accuracy evaluation sub-system Field instrument calibration / cross calibration
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National spectral data repository
Proposal to establish a national spectral library for validation Host field and reference spectral data obtained by spectroradiometers using SPECCHIO Community based governance model with open access
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Multi-sensor interoperability of Analysis Ready Data
Sensitivity Analysis for: Solar angle: BRDF normalized to 25, 45 (control) and 70 degrees. Aerosol change: aerosol optical depth 0.05, 0.15, (control: best observed) Water vapour: 0.5, 2, 3.5 (control: NCEP) BRDF: temporal average (control: MODIS MCD43)
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Temporal stability of Analysis Ready Data
GA NBAR/T/Lambertian and LEDAPS/LaSRC Statistical summaries: Invariant targets within scene Points coincident with field spectra Polygonal statistics over homogenous targets Tools for future inter-comparison e.g. GA NBAR vs sen2cor
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Summary The Digital Earth Australia initiative is supporting continental scale validation of surface reflectance using best practice protocols A nationally coordinated effort will enable field data collection synchronous with satellite overpass, across multiple sites Field data will be managed as a national collection with open access, and contribute to development of an end-to-end validation system Work on interoperability of multi-source Analysis Ready Data is progressing and will benefit from field validation
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