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Canadian Journal of Remote Sensing
Journal canadien de télédétection
Volume 44, 2018 - Issue 5
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Original Articles

Mapping Surficial Materials in Nunavut using RADARSAT-2 C-HH and C-HV, Landsat-8 OLI, DEM and Slope Data

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Pages 491-512 | Received 04 Jul 2018, Accepted 05 Nov 2018, Published online: 12 Jan 2019

References

  • Blackadar, R.G., H. Dumych, and P.J. Griffin. 1979. Guide to authors: a guide for the preparation of geological maps and reports, Geological Survey of Canada, Ottawa, Miscellaneous Report 29, 66 p.
  • Breiman, L. 2001. “Random forests.” Machine Learning, Vol. 45 (No1): pp. 5–32.
  • Breiman, L. 2003. Manual of setting up, using and understanding Random Forests, V4.0, University of California Berkeley, Berkeley, California, 33 p. Accessed November 2015 http://www.stat.berkeley.edu/∼breiman/Using_random_forests_v4.0.pdf
  • Brown, O., J.R. Harris, and D. Utting. 2008. “Case study 6: Surficial mapping of northern Baffin Island using Landsat and topographic data.” In J.R. Harris (Ed.), Remote Predictive Mapping: An Aid for Northern Mapping, Geological Survey of Canada, Ottawa, Open File 5643: pp. 225–232.
  • Byatt, J. 2014. “Influence of environmental conditions on surficial deposit mapping using LANDSAT-5 TM and RADARSAT-2 polarimetric SAR images”. B.Sc. (honour) thesis, University of New Brunswick, Faculty of Forestry and Environmental Management, Fredericton, New Brunswick, 24 p.
  • Byatt, J., A. LaRocque, B. Leblon, I. McMartin, and J. Harris. 2015. Mapping surficial materials south of Wager Bay, southern Nunavut, using RADARSAT-2 C-band dual-polarized and Landsat 8 images, a digital elevation model and slope data: preliminary map and summary of fieldwork. Summary of Activities 2015, Canada-Nunavut Geoscience Office: pp. 135–144.
  • Campbell, J.E., J. R. Harris, D.H. Huntley, I. McMartin, U. Wityk, L.A. Dredge, and S. Eagles. 2013. “Remote predictive mapping of surficial earth materials: Wager Bay north area, Nunavut - NTS 46-E (N), 46-K (SW), 46-L, 46-M (SW), 56-H (N), 56-I and 56-J (S).” Geological Survey of Canada, Ottawa, Open File 7118, 42 p.
  • Campbell, J.E., and I. McMartin. 2014. “Surficial geology, Lefroy Bay (southwest), Nunavut”. Canadian Geoscience Map 152, scale 1:100 000. Geological Survey of Canada, Ottawa.
  • Congalton, R. 1991. “A review of assessing the accuracy of classifications of remotely sensed data.” Remote Sensing of Environment, Vol. 37(No 1): pp. 35–46.
  • Dredge, L.A., J.E. Campbell, and I. McMartin. 2015. “Surficial geology, Walker Lake South, Nunavut. GM-P151”, scale 1:100 000. Geological Survey of Canada, Ottawa.
  • Frazier, P.S., and K. J. Page. 2000. “Water body detection and delineation with Landsat TM data.” Photogrammetric Engineering & Remote Sensing, Vol. 66 (No 12): pp. 1461–1467.
  • Gislason, P., J. Benediktsson, and J. Sveinsson. 2006. “Random forest for land cover classification.” Pattern Recognition Letters, Vol. 27: pp. 294–300.
  • Goodman, J.W. 1976. “Some fundamental properties of speckles.” Journal of Optical Society of America, Vol. 66(No 11): pp. 1145–1150.
  • Google. 2015. “Google Maps™ satellite image of Wager Bay, Nunavut”. Google image [©2015 Google - Imagery, ©2015 Data SIO, NOAA, US Navy, NGA, GEBCO, Landsat, IBCAO Map data]. Accessed November 2015 http://maps.google.ca/maps
  • Grunsky, E., J. R. Harris, and I. McMartin. 2009. “Predictive mapping of surficial materials, Schultz Lake area (NTS 66 A), Nunavut, Canada.” Reviews in Economic Geology, Vol. 16: pp. 177–198.
  • Harris, J.R. 2008. “What is RPM?” In: J.R. Harris (Ed.), Remote Predictive Mapping: An Aid for Northern Mapping. Geological Survey of Canada, Ottawa, Open File 5643, pp. 1–4.
  • Harris, J.R., E. Grunsky, and I. McMartin. 2008a. “Case study 7: Classification of remotely sensed imagery for surficial geological mapping in Canada’s north.” In: J.R. Harris (Ed.), Remote Predictive Mapping: An Aid for Northern Mapping. Geological Survey of Canada, Ottawa, Open File 5643, pp. 233–244.
  • Harris, J.R., E. Grunsky, and V. Singhroy. 2008b. “Radar remote sensing.” In: J.R. Harris (Ed.), Remote Predictive Mapping: An Aid for Northern Mapping. Geological Survey of Canada, Ottawa, Open File 5643, pp. 135–160.
  • Harris, J.R., L. Wickert, T. Lynds, P. Behnia, R. Rainbird, E. Grunsky, R. McGregor, and E. Schetselaar. 2011. “Remote predictive mapping 3. Optical remote sensing – a review for remote predictive mapping in northern Canada.” Geoscience Canada, Vol. 38: pp. 49–83.
  • Jahncke, R., B. Leblon, P. Bush, and A. LaRocque 2018. “Mapping wetlands in Nova Scotia with multi-beam RADARSAT-2 Polarimetric SAR, optical satellite imagery, and Lidar data”. International Journal of Applied Earth Observation and Geoinformation, Vol. 68(June), pp. 139–156.
  • LaRocque, A., B. Leblon, J.R. Harris, C.W. Jefferson, V. Tschirhart, and Y. Shelat. 2012. “Surficial materials mapping in Nunavut, Canada, with multi-beam RADARSAT-2 dual-polarization C-HH and C-HV, Landsat-7 ETM+, and DEM data.” Canadian Journal of Remote Sensing, Vol. 38(No 3): pp. 281–305.
  • LaRocque, A., B. Leblon, L. Bougeau-Chavez, J. McCarthy, M. Mordini, N. French, A. Landon, R. Woodward, T. Huntingdon, and P. Camill. 2014a. “Use of RADARSAT-2 and ALOS-PALSAR SAR images for wetland mapping in New Brunswick”. 2014 IEEE Geoscience and Remote Sensing Symposium: 1226–1229.
  • LaRocque, A., B. Leblon, L. Bougeau-Chavez, J. McCarthy, M. Mordini, N. French, A. Landon, R. Woodward, T. Huntingdon, and P. Camill. 2014b. “Evaluating wetland mapping techniques for New Brunswick using Landsat-5 TM, ALOS-PalSAR and RADARSAT-2 dual-polarized Images. American Geophysical Union Fall Meeting. San Francisco, December 2014, abstract B53E-0227.
  • LaRocque, A., B. Yue, B. Leblon, A. Haddadi, J.R. Harris, C. W. Jefferson, and Y. Shelat. 2013. “A comparison of supervised classifiers applied to RADARSAT-2 polarimetric SAR and Landsat-7 ETM + images for mapping surficial materials in Nunavut.” Poster presented at the 34th Canadian Remote Sensing Symposium, August 27–29, 2013. Victoria, British Columbia.
  • Louppe, G., L. Wehenkel, A. Sutera, and P. Geurts. 2013. “Understanding variable importances in forests of randomized trees”. Advances in Neural Information Processing Systems, Vol. 26: pp. 431–439.
  • McMartin, I., and L.A. Dredge. 2005. “History of ice flow in the Shultz Lake and Wager Bay areas, Kivalliq Region, Nunavut”. Geological Survey of Canada, Ottawa, Current Research 2005-B2, 10 pp.
  • McMartin, I., J. Byatt, I., Randour, and S. J. A. Day. 2015b. “Report of 2015 activities for regional surficial mapping, till and stream sediment sampling in the Tehery-Wager GEM 2 Rae Project area”. Geological Survey of Canada: Ottawa, Open File 7966, 14 pp.
  • McMartin, I., J.E. Campbell, and L. A. Dredge. 2017. “Surficial geology, Curtis Lake south, Nunavut, NTS 56-I south”. Canadian Geoscience Map 294, Scale 1:100 000. Geological Survey of Canada: Ottawa
  • McMartin, I., J.E. Campbell, and L.A. Dredge. 2015a. “Surficial geology, Curtis Lake (north), Nunavut”. Canadian Geoscience Map 204, scale 1:100 000. Geological Survey of Canada, Ottawa.
  • McMartin, I., J.E. Campbell, L.A. Dredge, A.N. LeCheminant, M.W. McCurdy, and N. Scromeda. 2015c. “Quaternary geology and till composition north of Wager Bay, Nunavut: results from the GEM Wager Bay Surficial Geology Project”, Geological Survey of Canada, Ottawa, Open File 7748, 58 pp.
  • McMartin, I., S.J.A. Day, I. Randour, M. Roy, J. Byatt, A. LaRocque, B. Leblon. 2016. “Report of 2016 activities for the surficial mapping and sampling surveys in the Tehery-Wager GEM-2 Rae Project area.” Geological Survey of Canada, Ottawa, Open File 8134, 16 pp.
  • Mei, S., and R.C. Paulen. 2009. “Using multi-beam RADARSAT-1 imagery to augment mapping surficial geology in northwest Alberta, Canada.” Canadian Journal of Remote Sensing, Vol. 35: pp. 1–22.
  • Natural Resources Canada 2015. “Canadian digital elevation data, Level 1”, Government of Canada, Natural Resources Canada, Ottawa. Accessed on April 2015 http://geogratis.gc.ca/api/en/nrcan-rncan/ess-sst/C40ACFBA-C722-4BE1-862E-146B80BE738E.html
  • Natural Resources Canada 2016. “Canadian digital elevation model, product specification. Edition 1.1”. Map Information, Government of Canada, Natural Resources Canada, Ottawa, 11 pp.
  • Ou, C., A. LaRocque, B. Leblon, Z. Yu, K. Webster, and J. McLaughlin. 2016. "Mapping permafrost using RADARSAT-2 and LANDSAT images, Part 2 – Regional mapping.” International Journal of Remote Sensing, Vol. 37(No 12): pp. 2751–2779.
  • Ozdarici-Ok, A., O. Akar, and O. Gungor. 2012. “Evaluation of random forest method for agricultural crop classification”. European Journal of Remote Sensing, Vol. 45: pp. 421–432.
  • R Development Core Team 2012. “R: a language and environment for statistical computing; software development tools”, R Foundation for Statistical Computing, Vienna, (Austria). Accessed on November 2015, http://www.R-project.org/
  • Richards, J.A. 2013. Remote sensing digital image analysis; an introduction. 5th ed., Springer-Verlag: Berlin.
  • Schaber, G.G., and C.S. Breed. 1999. “The importance of SAR wavelength in penetrating blow sand in northern Arizona”. Remote Sensing of Environment, Vol. 69(No. 2), pp. 87–104.
  • Schetselaar, E.M., J.R. Harris, T. Lynds, and E. A. de Kemp. 2007. “Remote predictive mapping 1. Remote predictive mapping (RPM): a strategy for geological mapping of Canada’s north.” Geoscience Canada, Vol. 34: pp. 93–111.
  • Shelat, Y., B. Leblon, A. LaRocque, J.R. Harris, C.W. Jefferson, D. Lentz, and V. Tschirhart. 2012a. “Effects of incidence angles and image combinations on mapping accuracy of surficial materials in the Umiujalik Lake area, Nunavut using RADARSAT-2, polarimetric and LANDSAT 7 images, and DEM data. Part 1. Non-Polarimetric Analysis.” Canadian Journal of Remote Sensing, Vol. 38(No 3): pp. 383–403.
  • Shelat, Y., B. Leblon, A. LaRocque, J.R. Harris, C.W. Jefferson, D. Lentz, and V. Tschirhart. 2012b. “Effects of incidence angles and image combinations on mapping accuracy of surficial materials in the Umiujalik Lake area, Nunavut using RADARSAT-2, polarimetric and LANDSAT 7 images, and DEM data. Part 2. Polarimetric Analysis.” Canadian Journal of Remote Sensing, Vol. 38 (No 3): pp. 404–423.
  • Smith, C.A.S., J.C. Meikle, and C.F. Roots (Eds.) 2004. “Ecoregions of the Yukon Territory - Biophysical Properties of Yukon Landscapes”. Agriculture and Agri-Food Canada: Summerland, British Columbia, PARC Technical Bulletin 04-01, 313 p.
  • Steenkamp, H.M., N. Wodicka, C.J.M. Lawley, T.D. Peterson, and C. Guilmette. 2015. Overview of bedrock mapping and results from portable X-ray fluorescence spectrometry in the eastern part of the Tehery Lake-Wager Bay area, western Hudson Bay, Nunavut. Summary of Activities 2015, Iqaluit (Nunavit, Canada), Canada-Nunavut Geoscience Office: pp. 121–134.
  • Strobl, C., A.L. Boulesteix, T. Kneib, T. Augustin, and A. Zeileis. 2008. “Conditional variable importance for random forests.” BMC Bioinformatics, Vol. 9(No 307): pp. 307–11.
  • Swain, P.H., and R.C. King. 1973. “Two effective feature selection criteria for multispectral remote sensing”. Laboratory for Applications of Remote Sensing. Perdue University: West Lafayette, Technical Note n° 042673, 6 p.
  • United States Geological Survey. 2015. “Landsat 8 (L8) data user’s handbook.” Earth Resources Observation and Science (EROS) Data Center, Sioux Falls, South Dakota, June 2015, Accessed on November 2015 https://landsat.usgs.gov/documents/Landsat8DataUsersHandbook.pdf
  • Waske, B., and B. Braun. 2009. “Classifier ensembles for land cover mapping using multi-temporal SAR imagery.” ISPRS Journal of Photogrammetry and Remote Sensing, Vol. 64: pp. 450–457.
  • Wityk, U., J.R. Harris, I. McMartin, J.E. Campbell, M. Ross, and E. Grunsky. 2013. “Remote predictive mapping of surficial materials, West of Repulse Bay, Nunavut (NTS 46M-SW, 46L-W and -S, 46K-SW)”. Geological Survey of Canada, Ottawa, Open File 7357, 20 p.

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