Mapping snow depth in alpine terrain with unmanned aerial systems (UASs): Potential and limitations

Cryosphere

Volumn 10, Issue 3, 2016, Pages 1075-1088

  Buhler, Yves ^a   Adams, Marc S ^b   Bosch, Ruedi ^c   Stoffel, Andreas ^a  

^a WSL INSTITUTE FOR SNOW AND AVALANCHE RESEARCH SLF   (Switzerland)

^b FEDERAL RESEARCH AND TRAINING CENTRE FOR FORESTS   (Austria)

^c SWISS FEDERAL RESEARCH INSTITUTE WSL   (Switzerland)

Author keywords

[No Author keywords available]

Indexed keywords

AVALANCHE; COMPLEX TERRAIN; DATA ACQUISITION; DIGITAL PHOTOGRAMMETRY; LASER METHOD; MAPPING METHOD; REMOTE SENSING; SPATIAL VARIATION; SPATIOTEMPORAL ANALYSIS; UNMANNED VEHICLE; VALLEY; VERTICAL DISTRIBUTION;

DAVOS; GRAUBUNDEN; SWITZERLAND;

EID: 84971298057     PISSN: 19940416     EISSN: 19940424     Source Type: Journal    
DOI: 10.5194/tc-10-1075-2016     Document Type: Article

References (48)

1. Basnet, K., Muste, M., Constantinescu, G., Ho, H., Xu, H.: Close range photogrammetry for dynamically tracking drifted snow deposition, Cold Reg. Sci. Technol., 121, 141-153, doi:10.1016/j.coldregions.2015.08.013, 2015.
2. Bavay, M., Lehning, M., Jonas, T., Löwe, H.: Simulations of future snow cover and discharge in Alpine headwater catchments, Hydrol. Process., 23, 95-108, 2009.
3. Bilodeau, F., Gauthier, G., Berteaux, D.: The effect of snow cover on lemming population cycles in the Canadian High Arctic, Oecologia, 172, 1007-1016, 2013.
4. Bühler, Y., Marty, M., Egli, L., Veitinger, J., Jonas, T., Thee, P., Ginzler, C.: Snow depth mapping in high-alpine catchments using digital photogrammetry, The Cryosphere, 9, 229-243, doi:10.5194/tc-9-229-2015, 2015a.
5. Bühler, Y., Meier, L., Ginzler, C.: Potential of operational, high spatial resolution near infrared remote sensing instruments for snow surface type mapping, IEEE Geosci. Remote S., 12, 821-825, 2015b.
6. Bühler, Y., Adams, M., Bösch, R., Stoffel, A.: Animation of 3-D snow depth at Brämabühl, doi:10.13140/RG.2.1.2770.5204, 2016.
7. Cline, D. W.: Measuring alpine snow depths by digital photogrammetry: Part 1. conjugate point identification, Proceedings of the Eastern Snow Conference, 8-10 June 1993, Quebec City, Canada, 1993.
8. Cline, D. W.: Digital Photogrammetric Determination Of Alpine Snowpack Distribution For Hydrologic Modeling, Colorado State University, CO, USA, 1994.
9. Colomina, I., Molina, P.: Unmanned aerial systems for photogrammetry and remote sensing: A review, ISPRS J. Photogramm., 92, 79-97, 2014.
10. Dall'Asta, E., Delaloye, R., Diotri, F., Forlani, G., Fornari, M., Morra di Cella, U., Pogliotti, P., Roncella, R., Santise, M.: Use of Uas in a High Mountain Landscape: The Case of Gran Sommetta Rock Glacier (Ao), ISPRS Archives, XL-3/W3, 391-397, 2015.
11. Danzi, M., Di Crescenzo, G., Ramondini, M., Santo, A.: Use of unmanned aerial vehicles (UAVs) for photogrammetric surveys in rockfall instability studies, Rend. Online Soc. Geol. It., 24, 82-85, 2013.
12. Deems, J. S., Painter, T. H., Finnegan, D. C.: Lidar measurement of snow depth: A review, J. Glaciol., 59, 467-479, 2013.
13. Deems, J. S., Gadomski, P. J., Vellone, D., Evanczyk, R., LeWinter, A. L., Birkeland, K. W., Finnegan, D. C.: Mapping starting zone snow depth with a ground-based lidar to assist avalanche control and forecasting, Cold Reg. Sci. Technol., 120, 197-204, doi:10.1016/j.coldregions.2015.09.002, 2015.
14. de Michele, C., Avanzi, F., Passoni, D., Barzaghi, R., Pinto, L., Dosso, P., Ghezzi, A., Gianatti, R., Della Vedova, G.: Using a fixed-wing UAS to map snow depth distribution: an evaluation at peak accumulation, The Cryosphere, 10, 511-522, doi:10.5194/tc-10-511-2016, 2016.
15. Eckerstorfer, M., Bühler, Y., Frauenfelder, R., Malnes, E.: Remote sensing of snow avalanches: Recent advances, potential, and limitations, Cold Reg. Sci. Technol., 121, 126-140, 2016.
16. Egli, L., Jonas, T., Grünewald, T., Schirmer, M., Burlando, P.: Dynamics of snow ablation in a small Alpine catchment observed by repeated terrestrial laser scans, Hydrol. Process., 26, 1574-1585, 2011.
17. Elder, K., Rosenthal, W., Davis, R. E.: Estimating the spatial distribution of snow water equivalence in a montane watershed, Hydrol. Process., 12, 1793-1808, 1998.
18. Enßle, F., Fritz, A., Koch, B.: Comparing Icesat/Glas Based Elevation Heights with Photogrammetric Terrain Heights from Uav-Imagery on the East Tibetan Plateau, ISPRS Archives, XL-3/W3, 385-390, 2015.
19. Feistl, T., Bebi, P., Dreier, L., Hanewinkel, M., Bartelt, P.: Quantification of basal friction for technical and silvicultural glide-snow avalanche mitigation measures, Nat. Hazards Earth Syst. Sci., 14, 2921-2931, doi:10.5194/nhess-14-2921-2014, 2014.
20. Fernández, T., Pérez, J. L., Cardenal, F. J., López, A., Gómez, J. M., Colomo, C., Delgado, J., Sánchez, M.: Use of a light UAV and photogrammetric techniques to study the evolution of a landslide in Jaén (southern spain), ISPRS Archives, XL-3/W3, 241-248, 2015.
21. Fierz, C., Armstrong, R. L., Durand, Y., Etchevers, P., Greene, E., McClung, D. M., Nishimura, K., Satyawali, P. K., Sokratov, S. A.: The International classification for seasonal snow on the ground, IACS, UNESCO, Paris, France, 2009.
22. Gruen, A., Akca, D.: Least squares 3D surface and curve matching, ISPRS J. Photogramm., 59, 151-174, 2005.
23. Grünewald, T., Schirmer, M., Mott, R., Lehning, M.: Spatial and temporal variability of snow depth and ablation rates in a small mountain catchment, The Cryosphere, 4, 215-225, doi:10.5194/tc-4-215-2010, 2010.
24. Harder, P., Schirmer, M., Pomeroy, J., Helgason, W.: ACCURACY OF SNOW DEPTH ESTIMATION IN MOUNTAIN AND PRAIRIE ENVIRONMENTS BY AN UNMANNED AERIAL VEHICLE, The Cryosphere Discuss., doi:10.5194/tc-2016-9, in review, 2016.
25. Jonas, T., Marty, C., Magnusson, J.: Estimating the snow water equivalent from snow depth measurements in the Swiss Alps, J. Hydrol., 378, 161-167, 2009.
26. Koenderink, J. J., van Doorn, A. J.: Affine structure from motion, J. Opt. Soc. Am. A 8, 377-385, 1991.
27. Lee, C. Y., Jones, S. D., Bellman, C. J., Buxton, L.: DEM creation of a snow covered surface using digital aerial photography, The International Archives of the Photogrammetry, Remote Sensing and Spatial Information Sciences, Part B8, Beijing, China, 831-835, 2008.
28. McClung, D. M., Schaerer, P.: The Avalanche Handbook, The Mountaineers Books, Seattle, USA, 2006.
29. Melvold, K., Skaugen, T.: Multiscale spatial variability of lidarderived and modeled snow depth on Hardangervidda, Norway, Ann. Glaciol., 54, 273-281, 2013.
30. Moeser, D., Morsdorf, F., Jonas, T.: Novel forest structure metrics from airborne LiDAR data for improved snow interception estimation, Agr. Forest Meteorol., 208, 40-49, 2015.
31. Mott, R., Schirmer, M., Bavay, M., Grünewald, T., Lehning, M.: Understanding snow-transport processes shaping the mountain snow-cover, The Cryosphere, 4, 545-559, doi:10.5194/tc-4-545-2010, 2010.
32. Mysterud, A., Stenseth, N. C., Yoccoz, N. G., Langvatn, R., Steinheim, G.: Nonlinear effects of large-scale climatic variability on wild and domestic herbivores, Nature, 410, 1096-1099, 2001.
33. Nolan, M., Larsen, C., Sturm, M.: Mapping snow depth from manned aircraft on landscape scales at centimeter resolution using structure-from-motion photogrammetry, The Cryosphere, 9, 1445-1463, doi:10.5194/tc-9-1445-2015, 2015.
34. Prokop, A.: Assessing the applicability of terrestrial laser scanning for spatial snow depth measurements, Cold Reg. Sci. Technol., 54, 155-163, 2008.
35. Prokop, A., Schirmer, M., Rub, M., Lehning, M., Stocker,M.: A comparison of measurement methods: Terrestrial laser scanning, tachymetry and snow probing for the determination of the spatial snow-depth distribution on slopes, Ann. Glaciol., 49, 210-216, 2008.
36. Prokop, A., Schön, P., Singer, F., Pulfer, G., Naaim, M., Thibert, E., Soruco, A.: Merging terrestrial laser scanning technology with photogrammetric and total station data for the determination of avalanche modeling parameters, Cold Reg. Sci. Technol., 110, 223-230, 2015.
37. Ryan, J. C., Hubbard, A. L., Box, J. E., Todd, J., Christoffersen, P., Carr, J. R., Holt, T. O., Snooke, N.: UAV photogrammetry and structure from motion to assess calving dynamics at Store Glacier, a large outlet draining the Greenland ice sheet, The Cryosphere, 9, 1-11, doi:10.5194/tc-9-1-2015, 2015.
38. Schaffhauser, A., Adams, M., Fromm, R., Jörg, P., Luzi, G., Noferini, L., Sailer, R.: Remote sensing based retrieval of snow cover properties, Cold Reg. Sci. Technol., 54, 164-175, 2008.
39. Schweizer, J., Kronholm, K., Jamieson, J. B., Birkeland, K.W.: Review of spatial variability of snowpack properties and its importance for avalanche formation, Cold Reg. Sci. Technol., 51, 253-272, 2008.
40. Smith, F., Cooper, C., Chapman, E.: Measuring Snow Depths by Aerial Photography, Proceedings of the Western Snow Conference, April 1967, Boise, Idaho, USA, 1967.
41. Tampubolon,W., Reinhardt,W.: Uav Data Processing for Rapid Mapping Activities, ISPRS Archives, XL-3/W3, 371-377, 2015.
42. Thibert, E., Bellot, H., Ravanat, X., Ousset, F., Pulfer, G., Naaim, M., Hagenmuller, P., Naaim-Bouvet, F., Faug, T., Nishimura, K., Ito, Y., Baroudi, D., Prokop, A., Schön, P., Soruco, A., Vincent, C., Limam, A., Héno, R.: The full-scale avalanche test-site at Lautaret Pass (French Alps), Cold Reg. Sci. Technol., 115, 30-41, 2015.
43. Tucker, C. J.: Red and photographic infrared linear combinations for monitoring vegetation, Remote Sens. Environ., 8, 127-150, 1979.
44. Vander Jagt, B., Lucieer, A., Wallace, L., Turner, D., Durand, M.: Snow Depth Retrieval with UAS Using Photogrammetric Techniques, Geosciences, 5, 264-285, 2015.
45. Verhoeven, G.: Taking computer vision aloft-archaeological threedimensional reconstructions from aerial photographs with photoscan, Archaeol. Prospect., 18, 67-73, 2011.
46. Warren, S.: Optical Properties of Snow, Rev. Geophys. Space GE, 20, 67-89, 1982.
47. Whitehead, K., Moorman, B. J., Hugenholtz, C. H.: Brief Communication: Low-cost, on-demand aerial photogrammetry for glaciological measurement, The Cryosphere, 7, 1879-1884, doi:10.5194/tc-7-1879-2013, 2013.
48. Wipf, S., Stoeckli, V., Bebi, P.: Winter climate change in alpine tundra: Plant responses to changes in snow depth and snowmelt timing, Climatic Change, 94, 105-121, 2009.