On The Estimation of Temporal Changes of Snow Water Equivalent by Spaceborne Sar Interferometry: A New Application for the Sentinel-1 Mission

Conde, Vasco; Nico, Giovanni; Mateus, Pedro; Catalão, João; Kontu, Anna; Gritsevich, Maria

doi:10.2478/johh-2018-0003

Abstract

In this work we present a methodology for the mapping of Snow Water Equivalent (SWE) temporal variations based on the Synthetic Aperture Radar (SAR) Interferometry technique and Sentinel-1 data. The shift in the interferometric phase caused by the refraction of the microwave signal penetrating the snow layer is isolated and exploited to generate maps of temporal variation of SWE from coherent SAR interferograms. The main advantage of the proposed methodology with respect to those based on the inversion of microwave SAR backscattering models is its simplicity and the reduced number of required in-situ SWE measurements. The maps, updated up to every 6 days, can attain a spatial resolution up to 20 m with sub-centimetre ΔSWE measurement accuracy in any weather and sun illumination condition. We present results obtained using the proposed methodology over a study area in Finland. These results are compared with in-situ measurements of ΔSWE, showing a reasonable match with a mean accuracy of about 6 mm.

References

Bavera, D., De Michele, C., 2009. Snow water equivalent estimation in the Mallero basin using snow gauge data and MODIS images and fieldwork validation. Hydrological Processes, 23, 14, 1961-1972.10.1002/hyp.7328
Open DOI Search in Google Scholar Back to article
Guan, B., Molotch, N.P., Waliser, D.E., Jepsen, S.M., Painter, T.H., Dozier, J., 2013. Snow water equivalent in the Sierra Nevada: Blending snow sensor observations with snowmelt model simulations, Water Resour. Res., 49, 5029-5046.10.1002/wrcr.20387
Search in Google Scholar Back to article
Guneriussen, T., Hogda, K., Johnsen, H., Lauknes, I., 2001. InSAR for estimation of changes in snow water equivalent of dry snow. IEEE Transactions on Geoscience and Remote Sensing, 39, 10, 2101-2108.10.1109/36.957273
Search in Google Scholar Back to article
Krajči, P., Danko, M., Kostka, Z., Holko, L., 2016. Experimental measurements for improved understanding and simulation of snowmelt events in the Western Tatra Mountains, J. Hydrol. Hydromech., 64, 4, 316-328.10.1515/johh-2016-0038
Open DOI Search in Google Scholar Back to article
Leinss, S., Wiesmann, A., Lemmetyinen, J., Hajnsek, I., 2015. Snow Water Equivalent of Dry Snow Measured by Differential Interferometry. IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, 8, 8, 3773-3790.10.1109/JSTARS.2015.2432031
Search in Google Scholar Back to article
Leppänen, L., Kontu, A., Hannula, H.-R., Sjöblom, H., Pulliainen, J., 2016. Sodankylä manual snow survey program. Geoscientific Instrumentation, Methods and Data Systems, 5, 163-179.10.5194/gi-5-163-2016
Search in Google Scholar Back to article
Longepe, N., Allain, S., Ferro-Famil, L., Pottier, E., Durand, Y., 2009. Snowpack characterization in mountainous regions using C-band SAR data and a meteorological model. IEEE Transactions on Geoscience and Remote Sensing, 47, 2, 406-418.10.1109/TGRS.2008.2006048
Open DOI Search in Google Scholar Back to article
Malnes, E., Guneriussen, T., 2002. Mapping of snow covered area with Radarsat in Norway. In: Proc. Geoscience and Remote Sensing Symposium IGARSS '02, Vol.1. IEEE, Toronto, Ontario, Canada, pp. 683-685.10.1109/IGARSS.2002.1025145
Search in Google Scholar Back to article
Mateus, P., Nico, G., Catalão, J., 2010. Interpolating MERIS and GPS measurements of precipitable water vapor (PWV) to estimate atmospheric phase delay maps. In: Proc. SPIE, Remote Sensing of Clouds and the Atmosphere XV, 7827.10.1117/12.864731
Search in Google Scholar Back to article
Mateus, P., Nico, G., Catalão, J., 2015. Uncertainty assessment of the estimated atmospheric delay obtained by a Numerical Weather Model (NMW). IEEE Transactions on Geoscience and Remote Sensing, 53, 6710-6717.10.1109/TGRS.2015.2446758
Search in Google Scholar Back to article
Nagler, T., Rott, H., 2000. Retrieval of wet snow by means of multitemporal SAR data. IEEE Transactions on Geoscience and Remote Sensing, 38, 2, 754-765.10.1109/36.842004
Open DOI Search in Google Scholar Back to article
Nico, G, 2002. Exact closed-form geolocation for SAR interferometry. IEEE Transactions on Geoscience and Remote Sensing, 40, 1, 220-222.10.1109/36.981366
Open DOI Search in Google Scholar Back to article
Nico, G., Tome, R., Catalão, J., Miranda, P.M., 2011. On the Use of the WRF model to mitigate tropospheric phase delay effects in SAR interferograms. IEEE Transactions on Geoscience and Remote Sensing, 49, 4970-4976.10.1109/TGRS.2011.2157511
Search in Google Scholar Back to article
Pulliainen, J., 2006. Mapping of snow water equivalent and snow depth in boreal and sub-arctic zones by assimilating space-borne microwave radiometer data and ground-based observations. Remote Sensing of Environment, 101, 257-269.10.1016/j.rse.2006.01.002
Search in Google Scholar Back to article
Pulliainen, J., Hallikainen, M., 2001. Retrieval of regional snow water equivalent from spaceborne passive microwave observations. Remote Sensing of Environment, 75, 1, 76-85.10.1016/S0034-4257(00)00157-7
Search in Google Scholar Back to article
Pivot, F.C., 2012. C-band SAR imagery for snow-cover monitoring at treeline, Churchill, Manitoba, Canada. Remote Sensing, 4, 7, 2133.10.3390/rs4072133
Search in Google Scholar Back to article
Rott, H., Duguay, C., Etchevers, P., Essery, R., Hajnsek, I., Macelloni, G., Malnes, E., Pulliainen, J., 2012a. Report for Mission Selection: CoReH20. Technical Report. European Space Agency, Nordwijk, The Netherlands.
Search in Google Scholar Back to article
Rott, H., Cline, D.W., Duguay, C., Essery, R., Etchevers, P., Hajnsek, I., Kern, M., Macelloni, G., Malnes, E., Pulliainen, J., Yueh, S.H., 2012b. CoReH2O, a dual frequency radar mission for snow and ice observations. In: Proc. Geoscience and Remote Sensing Symposium (IGARSS 2012). IEEE, Toronto, Ontario, Canada, pp. 5550-5553.10.1109/IGARSS.2012.6352348
Search in Google Scholar Back to article
Shi, J., Dozier, J., 2000a. Estimation of snow water equivalence using SIR-C/X-SAR. I. Inferring snow density and subsurface properties. IEEE Transactions on Geoscience and Remote Sensing, 38, 6, 2465-2474.10.1109/36.885195
Open DOI Search in Google Scholar Back to article
Shi, J., Dozier, J., 2000b. Estimation of snow water equivalence using SIR-C/X-SAR. II. Inferring snow depth and particle size. IEEE Transactions on Geoscience and Remote Sensing, 38, 6, 2475-2488.10.1109/36.885196
Open DOI Search in Google Scholar Back to article
Sun, S., Che, T., Wang, J., Li, H., Hao, X., Wang, Z., Wang, J., 2015. Estimation and analysis of snow water equivalents based on C-band SAR data and field measurements. Arctic, Antarctic, and Alpine Research, 47, 2, 313-326.10.1657/AAAR00C-13-135
Search in Google Scholar Back to article
Takala, M., Luojus, K., Pulliainen, J., Derksen, C., Lemmetyinen, J., Kärnä, J.-P., Koskinen, J., Bojkov, B., 2011. Estimating northern hemisphere snow water equivalent for climate research through assimilation of space-borne radiometer data and ground-based measurements. Remote Sensing of Environment, 115, 3517-3529.10.1016/j.rse.2011.08.014
Search in Google Scholar Back to article

On The Estimation of Temporal Changes of Snow Water Equivalent by Spaceborne Sar Interferometry: A New Application for the Sentinel-1 Mission

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