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BLUE WATERS SYMPOSIUM 2018 ARCTICDEM 2m Topography and Surface Change Detection over the Arctic CLAIRE PORTER POLAR GEOSPATIAL CENTER Source: Polar Geospatial Center

ARCTICDEM - Blue Waters · POLAR GEOSPATIAL CENTER. Source: Polar Geospatial Center. PROJECT GOAL. Produce a 2m posting . publicly available . elevation model of the Arctic during

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Page 1: ARCTICDEM - Blue Waters · POLAR GEOSPATIAL CENTER. Source: Polar Geospatial Center. PROJECT GOAL. Produce a 2m posting . publicly available . elevation model of the Arctic during

BLUE WATERS SYMPOSIUM 2018

ARCTICDEM2m Topography and Surface

Change Detection over the ArcticCLAIRE PORTER

POLAR GEOSPATIAL CENTER

Source: Polar Geospatial Center

Page 2: ARCTICDEM - Blue Waters · POLAR GEOSPATIAL CENTER. Source: Polar Geospatial Center. PROJECT GOAL. Produce a 2m posting . publicly available . elevation model of the Arctic during

PROJECT GOAL

Produce a 2m posting publicly available elevation model of the Arctic

during the US Chairmanship of the Arctic Council using DigitalGlobe stereo

imagery licensed by the National Geospatial-Intelligence Agency

BLUE WATERS SYMPOSIUM 2018

CO

MPO

NEN

TS

Page 3: ARCTICDEM - Blue Waters · POLAR GEOSPATIAL CENTER. Source: Polar Geospatial Center. PROJECT GOAL. Produce a 2m posting . publicly available . elevation model of the Arctic during

ArcticDEMCOMPONENTS

1. Stereoscopic high-resolution imagery coverage

2. Scalable terrain extraction algorithm

3. Ridiculous compute resources

4. (Post-processing tools)

BLUE WATERS SYMPOSIUM 2018

CO

MPO

NEN

TS

Page 4: ARCTICDEM - Blue Waters · POLAR GEOSPATIAL CENTER. Source: Polar Geospatial Center. PROJECT GOAL. Produce a 2m posting . publicly available . elevation model of the Arctic during

STEREOSCOPIC IMAGERY

BLUE WATERS SYMPOSIUM 2018

1. Iterative image matching, pyramid-based approach

2. Mass point calculation3. Filtering and interpolation

IMAGE MATCHING

CO

MPO

NEN

TS

Page 5: ARCTICDEM - Blue Waters · POLAR GEOSPATIAL CENTER. Source: Polar Geospatial Center. PROJECT GOAL. Produce a 2m posting . publicly available . elevation model of the Arctic during

STEREOSCOPIC IMAGERY

BLUE WATERS SYMPOSIUM 2018

IMAGE MATCHING

CO

MPO

NEN

TS

Page 6: ARCTICDEM - Blue Waters · POLAR GEOSPATIAL CENTER. Source: Polar Geospatial Center. PROJECT GOAL. Produce a 2m posting . publicly available . elevation model of the Arctic during

STEREOSCOPIC IMAGERY

BLUE WATERS SYMPOSIUM 2018

?

IMAGE MATCHING

CO

MPO

NEN

TS

Page 7: ARCTICDEM - Blue Waters · POLAR GEOSPATIAL CENTER. Source: Polar Geospatial Center. PROJECT GOAL. Produce a 2m posting . publicly available . elevation model of the Arctic during

DIGITALGLOBE CONSTELLATION

WorldView-2GeoEye QuickBird

IKONOS

WorldView-3 WorldView-1

Page 8: ARCTICDEM - Blue Waters · POLAR GEOSPATIAL CENTER. Source: Polar Geospatial Center. PROJECT GOAL. Produce a 2m posting . publicly available . elevation model of the Arctic during

ARCTIC STEREO IMAGERY COLLECTIONS

2014 2018

BLUE WATERS SYMPOSIUM 2018

CO

MPO

NEN

TS

Page 9: ARCTICDEM - Blue Waters · POLAR GEOSPATIAL CENTER. Source: Polar Geospatial Center. PROJECT GOAL. Produce a 2m posting . publicly available . elevation model of the Arctic during

WHY BLUE WATERS?

COMPUTE/STORAGEREQUIREMENTS

Total Source Strips 152,719

Total Image Overlaps 1,450,830

Node Hours 18,860,796

Source Imagery 659 terrabytes

BLUE WATERS SYMPOSIUM 2018

CO

MPO

NEN

TS

Page 10: ARCTICDEM - Blue Waters · POLAR GEOSPATIAL CENTER. Source: Polar Geospatial Center. PROJECT GOAL. Produce a 2m posting . publicly available . elevation model of the Arctic during

WHY BLUE WATERS?

=

NEW UNIT: U.S. LOWER 48 PER WEEKEND

BLUE WATERS SYMPOSIUM 2018

CO

MPO

NEN

TS

Page 11: ARCTICDEM - Blue Waters · POLAR GEOSPATIAL CENTER. Source: Polar Geospatial Center. PROJECT GOAL. Produce a 2m posting . publicly available . elevation model of the Arctic during

ArcticDEM

BLUE WATERS SYMPOSIUM 2018

RES

ULT

S

RESULTS

ArcticDEM Archive

Total Strip DEMs 136,978

Total Mosaic Tiles 2,482

Data Volume 420 terrabytes

Geographic Coverage 165 million km2

Page 12: ARCTICDEM - Blue Waters · POLAR GEOSPATIAL CENTER. Source: Polar Geospatial Center. PROJECT GOAL. Produce a 2m posting . publicly available . elevation model of the Arctic during

RES

ULT

S

ARCTICDEM COVERAGE

BLUE WATERS SYMPOSIUM 2018

STRIPSMAY 2017 JUNE 2018

Page 13: ARCTICDEM - Blue Waters · POLAR GEOSPATIAL CENTER. Source: Polar Geospatial Center. PROJECT GOAL. Produce a 2m posting . publicly available . elevation model of the Arctic during

RES

ULT

S

ARCTICDEM COVERAGE

BLUE WATERS SYMPOSIUM 2018

MOSAICSMAY 2017 JUNE 2018

Page 14: ARCTICDEM - Blue Waters · POLAR GEOSPATIAL CENTER. Source: Polar Geospatial Center. PROJECT GOAL. Produce a 2m posting . publicly available . elevation model of the Arctic during

WESTFJORDS, ICELAND

RES

ULT

S

BLUE WATERS SYMPOSIUM 2018

Page 15: ARCTICDEM - Blue Waters · POLAR GEOSPATIAL CENTER. Source: Polar Geospatial Center. PROJECT GOAL. Produce a 2m posting . publicly available . elevation model of the Arctic during

WESTFJORDS, ICELAND (ARCTICDEM)

RES

ULT

S

BLUE WATERS SYMPOSIUM 2018

Page 16: ARCTICDEM - Blue Waters · POLAR GEOSPATIAL CENTER. Source: Polar Geospatial Center. PROJECT GOAL. Produce a 2m posting . publicly available . elevation model of the Arctic during

SKJALDBREIÐUR VOLCANO, ICELAND

RES

ULT

S

BLUE WATERS SYMPOSIUM 2018

Page 17: ARCTICDEM - Blue Waters · POLAR GEOSPATIAL CENTER. Source: Polar Geospatial Center. PROJECT GOAL. Produce a 2m posting . publicly available . elevation model of the Arctic during

SKJALDBREIÐUR VOLCANO, ICELAND (ARCTICDEM)

RES

ULT

S

BLUE WATERS SYMPOSIUM 2018

Page 18: ARCTICDEM - Blue Waters · POLAR GEOSPATIAL CENTER. Source: Polar Geospatial Center. PROJECT GOAL. Produce a 2m posting . publicly available . elevation model of the Arctic during

REYKJAVIK, ICELAND

RES

ULT

S

BLUE WATERS SYMPOSIUM 2018

Page 19: ARCTICDEM - Blue Waters · POLAR GEOSPATIAL CENTER. Source: Polar Geospatial Center. PROJECT GOAL. Produce a 2m posting . publicly available . elevation model of the Arctic during

REYKJAVIK, ICELAND (ARCTICDEM)

RES

ULT

S

BLUE WATERS SYMPOSIUM 2018

Page 20: ARCTICDEM - Blue Waters · POLAR GEOSPATIAL CENTER. Source: Polar Geospatial Center. PROJECT GOAL. Produce a 2m posting . publicly available . elevation model of the Arctic during

MOUNT OKMOK, ALEUTIAN ISLANDS, ALASKA

RES

ULT

S

BLUE WATERS SYMPOSIUM 2018

Page 21: ARCTICDEM - Blue Waters · POLAR GEOSPATIAL CENTER. Source: Polar Geospatial Center. PROJECT GOAL. Produce a 2m posting . publicly available . elevation model of the Arctic during

MOUNT OKMOK, ALEUTIAN ISLANDS, ALASKA (ARCTICDEM)

RES

ULT

S

BLUE WATERS SYMPOSIUM 2018

Page 22: ARCTICDEM - Blue Waters · POLAR GEOSPATIAL CENTER. Source: Polar Geospatial Center. PROJECT GOAL. Produce a 2m posting . publicly available . elevation model of the Arctic during

SAINT LAWRENCE ISLAND, ALASKA

RES

ULT

S

BLUE WATERS SYMPOSIUM 2018

Page 23: ARCTICDEM - Blue Waters · POLAR GEOSPATIAL CENTER. Source: Polar Geospatial Center. PROJECT GOAL. Produce a 2m posting . publicly available . elevation model of the Arctic during

SAINT LAWRENCE ISLAND, ALASKA (ARCTICDEM)

RES

ULT

S

BLUE WATERS SYMPOSIUM 2018

Page 24: ARCTICDEM - Blue Waters · POLAR GEOSPATIAL CENTER. Source: Polar Geospatial Center. PROJECT GOAL. Produce a 2m posting . publicly available . elevation model of the Arctic during

ArcticDEM

BLUE WATERS SYMPOSIUM 2018

APPL

ICAT

ION

S

APPLICATIONS

Page 25: ARCTICDEM - Blue Waters · POLAR GEOSPATIAL CENTER. Source: Polar Geospatial Center. PROJECT GOAL. Produce a 2m posting . publicly available . elevation model of the Arctic during

METHANE CRATERS

BLUE WATERS SYMPOSIUM 2018

APPL

ICAT

ION

S

Page 26: ARCTICDEM - Blue Waters · POLAR GEOSPATIAL CENTER. Source: Polar Geospatial Center. PROJECT GOAL. Produce a 2m posting . publicly available . elevation model of the Arctic during

METHANE CRATERS

BLUE WATERS SYMPOSIUM 2018

APPL

ICAT

ION

S

Page 27: ARCTICDEM - Blue Waters · POLAR GEOSPATIAL CENTER. Source: Polar Geospatial Center. PROJECT GOAL. Produce a 2m posting . publicly available . elevation model of the Arctic during

GLACIER COLLAPSE

BLUE WATERS SYMPOSIUM 2018

APPL

ICAT

ION

S

MARCH 2013

Page 28: ARCTICDEM - Blue Waters · POLAR GEOSPATIAL CENTER. Source: Polar Geospatial Center. PROJECT GOAL. Produce a 2m posting . publicly available . elevation model of the Arctic during

GLACIER COLLAPSE

BLUE WATERS SYMPOSIUM 2018

APPL

ICAT

ION

S

MARCH 2014

Page 29: ARCTICDEM - Blue Waters · POLAR GEOSPATIAL CENTER. Source: Polar Geospatial Center. PROJECT GOAL. Produce a 2m posting . publicly available . elevation model of the Arctic during

GLACIER COLLAPSE

BLUE WATERS SYMPOSIUM 2018

APPL

ICAT

ION

S

MARCH 2015

Page 30: ARCTICDEM - Blue Waters · POLAR GEOSPATIAL CENTER. Source: Polar Geospatial Center. PROJECT GOAL. Produce a 2m posting . publicly available . elevation model of the Arctic during

GLACIER COLLAPSE

BLUE WATERS SYMPOSIUM 2018

APPL

ICAT

ION

S

MARCH 2016

Mass Loss

Pre-2012 -0.04 km3/yr

2015-2016 -4.48 km3/yr

Page 31: ARCTICDEM - Blue Waters · POLAR GEOSPATIAL CENTER. Source: Polar Geospatial Center. PROJECT GOAL. Produce a 2m posting . publicly available . elevation model of the Arctic during

GLACIER COLLAPSE

BLUE WATERS SYMPOSIUM 2018

APPL

ICAT

ION

S

Page 32: ARCTICDEM - Blue Waters · POLAR GEOSPATIAL CENTER. Source: Polar Geospatial Center. PROJECT GOAL. Produce a 2m posting . publicly available . elevation model of the Arctic during

BLUE WATERS SYMPOSIUM 2018

APPL

ICAT

ION

S TSUNAMI IMPACT

Nuugaatsiaq “Little Peak”, Greenland71° 32′ N, 53° 12′ W

Page 33: ARCTICDEM - Blue Waters · POLAR GEOSPATIAL CENTER. Source: Polar Geospatial Center. PROJECT GOAL. Produce a 2m posting . publicly available . elevation model of the Arctic during

BLUE WATERS SYMPOSIUM 2018

APPL

ICAT

ION

S TSUNAMI IMPACT

Nuugaatsiaq

Page 34: ARCTICDEM - Blue Waters · POLAR GEOSPATIAL CENTER. Source: Polar Geospatial Center. PROJECT GOAL. Produce a 2m posting . publicly available . elevation model of the Arctic during

TSUNAMI IMPACT

BLUE WATERS SYMPOSIUM 2018

APPL

ICAT

ION

S

15 June 2017

Page 35: ARCTICDEM - Blue Waters · POLAR GEOSPATIAL CENTER. Source: Polar Geospatial Center. PROJECT GOAL. Produce a 2m posting . publicly available . elevation model of the Arctic during

TSUNAMI IMPACT

BLUE WATERS SYMPOSIUM 2018

APPL

ICAT

ION

S

26 June 2017

Page 36: ARCTICDEM - Blue Waters · POLAR GEOSPATIAL CENTER. Source: Polar Geospatial Center. PROJECT GOAL. Produce a 2m posting . publicly available . elevation model of the Arctic during

TSUNAMI IMPACT

BLUE WATERS SYMPOSIUM 2018

APPL

ICAT

ION

S

Page 37: ARCTICDEM - Blue Waters · POLAR GEOSPATIAL CENTER. Source: Polar Geospatial Center. PROJECT GOAL. Produce a 2m posting . publicly available . elevation model of the Arctic during

TSUNAMI IMPACT

BLUE WATERS SYMPOSIUM 2018

APPL

ICAT

ION

S

Page 38: ARCTICDEM - Blue Waters · POLAR GEOSPATIAL CENTER. Source: Polar Geospatial Center. PROJECT GOAL. Produce a 2m posting . publicly available . elevation model of the Arctic during

ArcticDEM

BLUE WATERS SYMPOSIUM 2018

APPL

ICAT

ION

S

PUBLICATIONS

ArcticDEM Team Publications (3)

Dai, C., & Howat, I. M. (2018). Detection of Saturation in High-Resolution PushbroomSatellite Imagery. IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, 11(5), 1684–1693.

Noh, M.-J., & Howat, I. M. (2017). The Surface Extraction from TIN based Search-space Minimization (SETSM) algorithm. ISPRS Journal of Photogrammetry and Remote Sensing, 129, 55–76. doi:10.1016/j.isprsjprs.2017.04.019

Noh, M.-J., & Howat, I. M. (2018). Automatic relative RPC image model bias compensation through hierarchical image matching for improving DEM quality. ISPRS Journal of Photogrammetry and Remote Sensing, 136, 120–133. doi:10.1016/j.isprsjprs.2017.12.008

Publications using ArcticDEM (17)

Antonova, S., Sudhaus, H., Strozzi, T., Zwieback, S., Kääb, A., Heim, B., Langer, M., Bornemann, N., & Boike, J. (2018). Thaw Subsidence of a Yedoma Landscape in Northern Siberia, Measured In Situ and Estimated from TerraSAR-X Interferometry. Remote Sensing, 10(4), 494. doi:10.3390/rs10040494

Armstrong, W. H., Anderson, R. S., & Fahnestock, M. A. (2017). Spatial Patterns of Summer Speedup on South Central Alaska Glaciers. Geophysical Research Letters, 44(18), 9379–9388. doi:10.1002/2017GL074370

Banks, S., Millard, K., Behnamian, A., White, L., Ullmann, T., Charbonneau, F., Chen, Z., Wang, H., Pasher, J., & Duffe, J. (2017). Contributions of Actual and Simulated Satellite SAR Data for Substrate Type Differentiation and Shoreline Mapping in the Canadian Arctic. Remote Sensing, 9(12), 1206. doi:10.3390/rs9121206

Dai, C., Durand, M., Howat, I. M., Altenau, E. H., & Pavelsky, T. M. (2018). Estimating River Surface Elevation From ArcticDEM. Geophysical Research Letters, 45(7), 3107–3114. doi:10.1002/2018GL077379

Dai, C., & Howat, I. M. (2017). Measuring Lava Flows With ArcticDEM: Application to the 2012-2013 Eruption of Tolbachik, Kamchatka. Geophysical Research Letters, 44, 12,133-12,140. doi:10.1002/2017GL075920

Felikson, D., Bartholomaus, T. C., Catania, G. A., Korsgaard, N. J., Kjær, K. H., Morlighem, M., Noël, B., van den Broeke, M., Stearns, L. A., Shroyer, E. L., Sutherland, D. A., & Nash, J. D. (2017). Inland thinning on the Greenland ice sheet controlled by outlet glacier geometry. Nature Geoscience, 10(5), 366–369. doi:10.1038/ngeo2934

Gauthier, D., Anderson, S. A., Fritz, H. M., & Giachetti, T. (2018). Karrat Fjord (Greenland) tsunamigenic landslide of 17 June 2017: initial 3D observations. Landslides, 15(2), 327–332. doi:10.1007/s10346-017-0926-4

Haubner, K., Box, J. E., Schlegel, N. J., Larour, E. Y., Morlighem, M., Solgaard, A. M., Kjeldsen, K. K., Larsen, S. H., Rignot, E., Dupont, T. K., & Kjær, K. H. (2018). Simulating ice thickness and velocity evolution of Upernavik Isstrøm 1849–2012 by forcing prescribed terminus positions in ISSM. The Cryosphere, 12(4), 1511–1522. doi:10.5194/tc-12-1511-2018

Latifovic, R., Pouliot, D., & Campbell, J. (2018). Assessment of Convolution Neural Networks for Surficial Geology Mapping in the South Rae Geological Region, Northwest Territories, Canada. Remote Sensing, 10(2), 307. doi:10.3390/rs10020307

Lesnek, A. J., & Briner, J. P. (2018). Response of a land-terminating sector of the western Greenland Ice Sheet to early Holocene climate change: Evidence from 10 Be dating in the Søndre Isortoq region. Quaternary Science Reviews, 180, 145–156. doi:10.1016/j.quascirev.2017.11.028

Marcucci, E. C., Hamilton, C. W., & Herrick, R. R. (2017). Remote sensing evidence of lava–ground ice interactions associated with the Lost Jim Lava Flow, Seward Peninsula, Alaska. Bulletin of Volcanology, 79(12), 89. doi:10.1007/s00445-017-1176-y

Payne, C., Panda, S., & Prakash, A. (2018). Remote Sensing of River Erosion on the Colville River, North Slope Alaska. Remote Sensing, 10(3), 397. doi:10.3390/rs10030397

Rastner, P., Strozzi, T., & Paul, F. (2017). Fusion of Multi-Source Satellite Data and DEMs to Create a New Glacier Inventory for Novaya Zemlya. Remote Sensing, 9(11), 1122. doi:10.3390/rs9111122

Rutishauser, A., Blankenship, D. D., Sharp, M., Skidmore, M. L., Greenbaum, J. S., Grima, C., Schroeder, D. M., Dowdeswell, J. A., & Young, D. A. (2018). Discovery of a hypersaline subglacial lake complex beneath Devon Ice Cap, Canadian Arctic. Science Advances, 4(4). doi:10.1126/sciadv.aar4353

Sevestre, H., Benn, D. I., Luckman, A., Nuth, C., Kohler, J., Lindbäck, K., & Pettersson, R. (2018). Tidewater glacier surges initiated at the terminus. Journal of Geophysical Research: Earth Surface. doi:10.1029/2017JF004358

Whitley, M., Frost, G., Jorgenson, M., Macander, M., Maio, C., & Winder, S. (2018). Assessment of LiDAR and Spectral Techniques for High-Resolution Mapping of Sporadic Permafrost on the Yukon-Kuskokwim Delta, Alaska. Remote Sensing, 10(2), 258. doi:10.3390/rs10020258

Zheng, W., Pritchard, M. E., Willis, M. J., Tepes, P., Gourmelen, N., Benham, T. J., & Dowdeswell, J. A. (2018). Accelerating glacier mass loss on Franz Josef Land, Russian Arctic. Remote Sensing of Environment, 211, 357–375. doi:10.1016/j.rse.2018.04.004

Page 39: ARCTICDEM - Blue Waters · POLAR GEOSPATIAL CENTER. Source: Polar Geospatial Center. PROJECT GOAL. Produce a 2m posting . publicly available . elevation model of the Arctic during

ArcticDEM

BLUE WATERS SYMPOSIUM 2018

TEAM

POLAR GEOSPATIAL CENTER

Paul MorinPrincipal Investigator

Claire PorterProject Manager

OHIO STATE UNIVERSITY

Ian HowatWorkflow Developer

Myong-Jong NohAlgorithm Development

COLLABORATORS

Michael WillisUniversity of Colorado - Boulder

Andy JohnsonNational Geospatial-Intelligence Agency

Erik HusbyQC and Production

Steve FogaProduction

Karen TomkoSoftware Engineer

Judith GardnerSoftware Engineer

Page 40: ARCTICDEM - Blue Waters · POLAR GEOSPATIAL CENTER. Source: Polar Geospatial Center. PROJECT GOAL. Produce a 2m posting . publicly available . elevation model of the Arctic during

claire [email protected]

www.arcticdem.org