Evaluating L-band InSAR snow water equivalent retrievals with repeat ground-penetrating radar and terrestrial lidar surveys in northern Colorado
Snow provides critical water resources for billions of people, making the remote sensing of snow water equivalent (SWE) a highly prioritized endeavor, particularly given ongoing climate change impacts. Synthetic aperture radar (SAR) is a promising method for remote sensing of SWE because radar penet...
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Copernicus Publications
2024
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ftdoajarticles:oai:doaj.org/article:147b04afcaab4668b469baa3bdabc705 2024-09-15T18:38:59+00:00 Evaluating L-band InSAR snow water equivalent retrievals with repeat ground-penetrating radar and terrestrial lidar surveys in northern Colorado R. Bonnell D. McGrath J. Tarricone H.-P. Marshall E. Bump C. Duncan S. Kampf Y. Lou A. Olsen-Mikitowicz M. Sears K. Williams L. Zeller Y. Zheng 2024-08-01T00:00:00Z https://doi.org/10.5194/tc-18-3765-2024 https://doaj.org/article/147b04afcaab4668b469baa3bdabc705 EN eng Copernicus Publications https://tc.copernicus.org/articles/18/3765/2024/tc-18-3765-2024.pdf https://doaj.org/toc/1994-0416 https://doaj.org/toc/1994-0424 doi:10.5194/tc-18-3765-2024 1994-0416 1994-0424 https://doaj.org/article/147b04afcaab4668b469baa3bdabc705 The Cryosphere, Vol 18, Pp 3765-3785 (2024) Environmental sciences GE1-350 Geology QE1-996.5 article 2024 ftdoajarticles https://doi.org/10.5194/tc-18-3765-2024 2024-08-26T15:21:16Z Snow provides critical water resources for billions of people, making the remote sensing of snow water equivalent (SWE) a highly prioritized endeavor, particularly given ongoing climate change impacts. Synthetic aperture radar (SAR) is a promising method for remote sensing of SWE because radar penetrates snow, and SAR interferometry (InSAR) can be used to estimate changes in SWE ( Δ SWE) between SAR acquisitions. We calculated Δ SWE retrievals from 10 NASA L-band (1–2 GHz, ∼25 cm wavelength) uninhabited aerial vehicle SAR (UAVSAR) acquisitions covering a ∼640 km 2 swath in northern Colorado during the winters of 2020 and 2021. UAVSAR acquisitions coincided with ∼117 mm of accumulation in 2020 and ∼282 mm of accumulation in 2021. Δ SWE retrievals were evaluated against measurements of SWE from repeat ground-penetrating radar (GPR) and terrestrial lidar scans (TLSs) collected during the NASA SnowEx time series campaigns at two field sites (total area = ∼ 0.2 <svg:svg xmlns:svg="http://www.w3.org/2000/svg" width="35pt" height="10pt" class="svg-formula" dspmath="mathimg" md5hash="6f849f4e58925f8bb1bba366b8bd7c0c"><svg:image xmlns:xlink="http://www.w3.org/1999/xlink" xlink:href="tc-18-3765-2024-ie00001.svg" width="35pt" height="10pt" src="tc-18-3765-2024-ie00001.png"/></svg:svg> km 2 ) as well as SWE measurements from seven automated stations distributed throughout the UAVSAR swath. For single InSAR pairs, UAVSAR Δ SWE retrievals yielded an overall r of 0.72–0.79 and an RMSE of 19–22 mm when compared with TLS and GPR Δ SWE retrievals. UAVSAR Δ SWE showed some scatter with Δ SWE measured at automated stations for both study years, but cumulative UAVSAR SWE yielded a r of 0.92 and an RMSE of 42 mm when compared to total SWE measured by the stations. Further, UAVSAR Δ SWE RMSEs differed by <10 mm for coherences (i.e., the complex interferometric coherence) of 0.10 to 0.90, suggesting that coherence has only a small influence on the Δ SWE retrieval accuracy. Given the evaluations presented here and ... Article in Journal/Newspaper The Cryosphere Directory of Open Access Journals: DOAJ Articles The Cryosphere 18 8 3765 3785 |
institution |
Open Polar |
collection |
Directory of Open Access Journals: DOAJ Articles |
op_collection_id |
ftdoajarticles |
language |
English |
topic |
Environmental sciences GE1-350 Geology QE1-996.5 |
spellingShingle |
Environmental sciences GE1-350 Geology QE1-996.5 R. Bonnell D. McGrath J. Tarricone H.-P. Marshall E. Bump C. Duncan S. Kampf Y. Lou A. Olsen-Mikitowicz M. Sears K. Williams L. Zeller Y. Zheng Evaluating L-band InSAR snow water equivalent retrievals with repeat ground-penetrating radar and terrestrial lidar surveys in northern Colorado |
topic_facet |
Environmental sciences GE1-350 Geology QE1-996.5 |
description |
Snow provides critical water resources for billions of people, making the remote sensing of snow water equivalent (SWE) a highly prioritized endeavor, particularly given ongoing climate change impacts. Synthetic aperture radar (SAR) is a promising method for remote sensing of SWE because radar penetrates snow, and SAR interferometry (InSAR) can be used to estimate changes in SWE ( Δ SWE) between SAR acquisitions. We calculated Δ SWE retrievals from 10 NASA L-band (1–2 GHz, ∼25 cm wavelength) uninhabited aerial vehicle SAR (UAVSAR) acquisitions covering a ∼640 km 2 swath in northern Colorado during the winters of 2020 and 2021. UAVSAR acquisitions coincided with ∼117 mm of accumulation in 2020 and ∼282 mm of accumulation in 2021. Δ SWE retrievals were evaluated against measurements of SWE from repeat ground-penetrating radar (GPR) and terrestrial lidar scans (TLSs) collected during the NASA SnowEx time series campaigns at two field sites (total area = ∼ 0.2 <svg:svg xmlns:svg="http://www.w3.org/2000/svg" width="35pt" height="10pt" class="svg-formula" dspmath="mathimg" md5hash="6f849f4e58925f8bb1bba366b8bd7c0c"><svg:image xmlns:xlink="http://www.w3.org/1999/xlink" xlink:href="tc-18-3765-2024-ie00001.svg" width="35pt" height="10pt" src="tc-18-3765-2024-ie00001.png"/></svg:svg> km 2 ) as well as SWE measurements from seven automated stations distributed throughout the UAVSAR swath. For single InSAR pairs, UAVSAR Δ SWE retrievals yielded an overall r of 0.72–0.79 and an RMSE of 19–22 mm when compared with TLS and GPR Δ SWE retrievals. UAVSAR Δ SWE showed some scatter with Δ SWE measured at automated stations for both study years, but cumulative UAVSAR SWE yielded a r of 0.92 and an RMSE of 42 mm when compared to total SWE measured by the stations. Further, UAVSAR Δ SWE RMSEs differed by <10 mm for coherences (i.e., the complex interferometric coherence) of 0.10 to 0.90, suggesting that coherence has only a small influence on the Δ SWE retrieval accuracy. Given the evaluations presented here and ... |
format |
Article in Journal/Newspaper |
author |
R. Bonnell D. McGrath J. Tarricone H.-P. Marshall E. Bump C. Duncan S. Kampf Y. Lou A. Olsen-Mikitowicz M. Sears K. Williams L. Zeller Y. Zheng |
author_facet |
R. Bonnell D. McGrath J. Tarricone H.-P. Marshall E. Bump C. Duncan S. Kampf Y. Lou A. Olsen-Mikitowicz M. Sears K. Williams L. Zeller Y. Zheng |
author_sort |
R. Bonnell |
title |
Evaluating L-band InSAR snow water equivalent retrievals with repeat ground-penetrating radar and terrestrial lidar surveys in northern Colorado |
title_short |
Evaluating L-band InSAR snow water equivalent retrievals with repeat ground-penetrating radar and terrestrial lidar surveys in northern Colorado |
title_full |
Evaluating L-band InSAR snow water equivalent retrievals with repeat ground-penetrating radar and terrestrial lidar surveys in northern Colorado |
title_fullStr |
Evaluating L-band InSAR snow water equivalent retrievals with repeat ground-penetrating radar and terrestrial lidar surveys in northern Colorado |
title_full_unstemmed |
Evaluating L-band InSAR snow water equivalent retrievals with repeat ground-penetrating radar and terrestrial lidar surveys in northern Colorado |
title_sort |
evaluating l-band insar snow water equivalent retrievals with repeat ground-penetrating radar and terrestrial lidar surveys in northern colorado |
publisher |
Copernicus Publications |
publishDate |
2024 |
url |
https://doi.org/10.5194/tc-18-3765-2024 https://doaj.org/article/147b04afcaab4668b469baa3bdabc705 |
genre |
The Cryosphere |
genre_facet |
The Cryosphere |
op_source |
The Cryosphere, Vol 18, Pp 3765-3785 (2024) |
op_relation |
https://tc.copernicus.org/articles/18/3765/2024/tc-18-3765-2024.pdf https://doaj.org/toc/1994-0416 https://doaj.org/toc/1994-0424 doi:10.5194/tc-18-3765-2024 1994-0416 1994-0424 https://doaj.org/article/147b04afcaab4668b469baa3bdabc705 |
op_doi |
https://doi.org/10.5194/tc-18-3765-2024 |
container_title |
The Cryosphere |
container_volume |
18 |
container_issue |
8 |
container_start_page |
3765 |
op_container_end_page |
3785 |
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1810483379669303296 |