Publication Cover
Canadian Journal of Remote Sensing
Journal canadien de télédétection
Volume 44, 2018 - Issue 4
209
Views
6
CrossRef citations to date
0
Altmetric
Original Articles

Optimal Compact Polarimetric Parameters and Texture Features for Discriminating Sea Ice Types during Winter and Advanced Melt

, , , &
Pages 390-411 | Received 03 May 2018, Accepted 19 Sep 2018, Published online: 16 Jan 2019

References

  • Arctic Council. 2009. “Arctic Marine Shipping Assessment 2009 Report.” Arctic, Vol. 1: pp. 39–55.
  • Arkett, M., Braithwaite, L., Pestieau, P., Carrieres, T., Pogson, L., Fabi, C., and Geldsetzer, T. 2015. “Preparation by the Canadian ice service for the operational use of the RADARSAT constellation mission in their ice and oil spill monitoring programs.” Canadian Journal of Remote Sensing, Vol. 41(No. 5): pp. 380–389. doi:10.1080/07038992.2015.1104631.
  • Barber, D., and Yackel, J.J. 1999. “The physical, radiative and microwave scattering characteristics of melt ponds on Arctic Landfast Sea Ice.” International Journal of Remote Sensing, Vol. 20(No. 10): 2069–2090. doi:10.1080/014311699212353.
  • Barber, D.G., Yackel, J.J, and Hanesiak, J.M. 2001. Sea Ice, RADARSAT-1 and Arctic Climate Processes: A Review and Update. Canadian Journal of Remote Sensing, Vol. 27(No. 1): pp. 51–61. doi:10.1080/07038992.2001.10854919.
  • Brisco, B., Li, K., Tedford, B., Charbonneau, F., Yun, S., and Murnaghan, K. 2013. “Compact polarimetry assessment for rice and wetland mapping.” International Journal of Remote Sensing, Vol. 34(No. 6): pp. 1949–1964. doi:10.1080/01431161.2012.730156.
  • Canadian Ice Service. 2011.“Sea Ice Climatic Atlas: Northern Canadian Water 1981-2010.” Ottawa. https://www.ec.gc.ca/glaces-ice/default.asp?lang=En&n=4B35305B-1.
  • Casey, J.A., Howell, S.E.L., Tivy, A., and Haas, C. 2016. “Separability of sea ice types from wide swath C- and L-band synthetic aperture radar imagery acquired during the melt season.” Remote Sensing Environment, Vol. 174: pp. 314–328. doi:10.1016/j.rse.2015.12.021.
  • Charbonneau, F., Brisco, B., Raney, R.K., McNairn, H., Liu, C., Vachon, P.W., Shang, J., et al. 2010. “Compact polarimetry overview and applications assessment.” Canadian Journal of Remote Sensing, Vol. 36(No. 2): pp. S298–S315. doi:10.5589/m10-062.
  • Clausi, D. 2002. “An analysis of co-occurrence texture statistics as a function of grey level quantization.” Canadian Journal of Remote Sensing, Vol. 28(No. 1): pp. 45–62. doi:10.5589/m02-004.
  • Cloude, S.R., Goodenough, D.G., and Chen, H. 2012. Compact decomposition theory. IEEE Geoscience and Remote Sensing Letters, Vol. 9(No. 1): pp. 28–32. doi:10.1109/LGRS.2011.2158983.
  • Dabboor, M., and Geldsetzer, T. 2014. “Towards sea ice classification using simulated RADARSAT constellation mission compact polarimetric SAR imagery.” Remote Sensing of Environment, Vol. 140: pp. 189–195. doi:10.1016/j.rse.2013.08.035.
  • Dabboor, M., Montpetit, B., and Howell, S. 2018. “Assessment of the high resolution SAR mode of the RADARSAT constellation mission for first year ice and multiyear ice characterization.” Remote Sensing, Vol. 10(No. 4). doi:10.3390/rs10040594.
  • Eicken, H., Krouse, H., Kadko, D., and Perovich, D. 2002. “Tracer studies of pathways and rates of meltwater transport through Arctic Summer Sea Ice.” Journal of Geophysical Research, Vol. 107(No. C10): pp. 1–20. doi:10.1029/2000JC000583.
  • Fetterer, F.M., and Untersteiner, N. 1998. “Observations of melt ponds on Arctic Sea Ice.” Journal of Geophysical Research, Vol. 103(No. C11): pp. 24821–24835.
  • Freeman, A., and Durden, S.L. 1998. “A three-component scattering model for polarimetric SAR data.” IEEE Transactions on Geoscience and Remote Sensing, Vol. 36(No. 3): pp. 963–973. doi:10.1109/36.673687.
  • Geldsetzer, T., Arkett, M., Zagon, T., Charbonneau, F., Yackel, J.J., and Scharien, R.K. 2015. “All-season compact-polarimetry C-band SAR observations of sea ice.” Canadian Journal of Remote Sensing, Vol. 41(No. 5): pp. 485–504. doi:10.1080/07038992.2015.1120661.
  • Haas, C., and Howell, S.E.L. 2015. “Ice thickness in the northwest passage.” Geophysical Research Letters, Vol. 42: 1–8. doi:10.1002/2015GL065704.
  • Hanesiak, J.M., Barber, D.G., De Abreu, R.A., and Yackel, J.J. 2001. “Local and regional Albedo observations of Arctic first-year sea ice during melt ponding.” Journal of Geophysical Research, Vol. 106(No. C1): pp. 1005–1016. doi:10.1029/1999JC000068.
  • Lardeux, C., Frison, P.L., Tison, C., Souyris, J.C., Stoll, B., Fruneau, B., and Rudant, J.P. 2009. “Support vector machine for multifrequency SAR polarimetric data classification.” IEEE Transactions on Geoscience and Remote Sensing, Vol. 47(No. 12): pp. 4143–4152. doi:10.1109/TGRS.2009.2023908.
  • Liu, H., Guo, H., and Zhang, L. 2015. “SVM-based sea ice classification using textural features and concentration from RADARSAT-2 dual-pol ScanSAR data.” IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, Vol. 8(No. 4): pp. 1601–1613. doi:10.1109/JSTARS.2014.2365215.
  • Liu, J., Song, M., Horton, R.M., and Hu, Y. 2015. “Revisiting the potential of melt pond fraction as a predictor for the seasonal arctic sea ice extent minimum.” Environmental Research Letters, Vol. 10(No. 5): pp. 1–6. doi:10.1088/1748-9326/10/5/054017.
  • Livingstone, C.E., Gray, A.L., Singh, K.P., Onstott, R.G., and Arsenault, L.D. 1987. “Microwave sea-ice signatures near the onset of melt.” IEEE Transactions on Geoscience and Remote Sensing, Vol. GE-25(No. 2): pp. 174–187. doi:10.1109/TGRS.1987.289816.
  • Moen, M.A.N., Doulgeris, A.P., Anfinsen, S.N., Renner, A.H.H., Hughes, N., Gerland, S., and Eltoft, T. 2013. “Comparison of feature based segmentation of full polarimetric SAR satellite sea ice images with manually drawn ice charts.” Cryosphere, Vol. 7(No. 6): pp. 1693–1705. doi:10.5194/tc-7-1693-2013.
  • Nandan, V., Geldsetzer, T., Islam, T., Yackel, J.J., Gill, J. P.S., Fuller, M.C., Gunn, G., and Duguay, C. 2016. “Ku-, X- and C-band measured and modeled microwave backscatter from a highly saline snow cover on first-year sea ice.” Remote Sensing of Environment, Vol. 187: pp. 62–75. doi:10.1016/j.rse.2016.10.004.
  • Onstott, R.G. 1992. "SAR and scatterometer signatures of sea lee, chapter 5." In Microwave Remote Sensing of Sea lce, edited by F. Carsey. Washington, DC: American Geophysical Union. Geophysical Monograph, Vol. 68.
  • Perovich, D.K., and Polashenski, C. 2012. “Albedo evolution of seasonal arctic sea ice.” Geophysical Research Letters, Vol. 39(No. 8): pp. 1–6. doi:10.1029/2012GL051432.
  • Perovich, D.K., Grenfell, T.C., Light, B., and Hobbs, P.V. 2002. “Seasonal evolution of the albedo of multiyear arctic sea ice.” Journal of Geophysical Research, Vol. 107(No. C10): pp. 8044. doi:10.1029/2000JC000438.
  • Pućko, M., Stern, G.A., Macdonald, R.W., Jantunen, L.M., Bidleman, T.F., Wong, F., Barber, D.G., and Rysgaard, S. 2015. “The delivery of organic contaminants to the arctic food web: why sea ice matters.” Science of the Total Environment, Vol. 506–507: pp. 444–452. doi:10.1016/j.scitotenv.2014.11.040.
  • Raney, R.K. 2006. “Dual-polarized SAR and stokes parameters.” IEEE Geoscience and Remote Sensing Letters, Vol. 3(No. 3): pp. 317–319. doi:10.1109/LGRS.2006.871746.
  • Raney, R.K. 2007. “Hybrid-polarity SAR architecture.” IEEE Transactions on Geoscience and Remote Sensing, Vol. 45(No. 11): pp. 3397–3404.
  • Raney, R.K., Cahill, J.T.S., Patterson, G.W., and Bussey, D.B.J. 2012. The m-chi decomposition of hybrid dual-polarimetric radar data with application to lunar craters Journal of Geophysical Research, Vol. 117: E00H21. doi:10.1029/2011JE003986.
  • Richards, J. 2009. Remote Sensing Digital Image Analysis: An Introduction. ISBN 3642020194.
  • Scharien, R.K., Hochheim, K., Landy, J., and Barber, D.G. 2014. “First-year sea ice melt pond fraction estimation from dual-polarisation C-band SAR - part 1: in situ observations.” Cryosphere, Vol. 8(No. 6): pp. 2163–2176. doi:10.5194/tc-8-2163-2014.
  • Scharien, R.K., Yackel, J.J., Barber, D.G., Asplin, M., Gupta, M., and Isleifson, D. 2012. “Geophysical controls on C band polarimetric backscatter from melt pond covered arctic first-year sea ice: assessment using high-resolution scatterometry.” Journal of Geophysical Research, Vol. 117(No. C00G18). doi:10.1029/2011JC007353.
  • Schröder, D., Feltham, D.L., Flocco, D., and Tsamados, M. 2014. “September arctic sea-ice minimum predicted by spring melt-pond fraction.” Nature Climate Change, Vol. 4(No. 5): pp. 353–357. doi:10.1038/nclimate2203.
  • Souyris, J.C., and Mingot, S. 2002. “Polarimetry based on one transmitting and two receiving polarizations: the pi/4 mode.” IEEE International Geoscience and Remote Sensing Symposium and 24th Canadian Symposium on Remote Sensing, Vol. 1: pp. 629–631.
  • Souyris, J.C., Imbo, P., Fjørtoft, R., Mingot, S., and Lee, J.S. 2005. “Compact polarimetry based on symmetry properties of geophysical media: the π/4 mode.” IEEE Transactions on Geoscience and Remote Sensing, Vol. 43(No. 3): pp. 634–645. doi:10.1109/TGRS.2004.842486.
  • Thompson, A.A. 2015. “Overview of the RADARSAT constellation mission.” Canadian Journal of Remote Sensing, Vol. 41(No. 5): pp. 401–407.
  • Timco, G.W., and Weeks, W.F. 2010. “A review of the engineering properties of sea ice.” Cold Regions Science and Technology, Vol. 60(No. 2): pp. 107–129. doi:10.1016/j.coldregions.2009.10.003.
  • Truong-Loi, M.-L., Freeman, A., Dubois-Fernandez, P.C., and Pottier, E. 2009. “Estimation of soil moisture and faraday rotation from bare surfaces using compact polarimetry.” IEEE Transactions on Geoscience, Vol. 47: pp. 3608–3615. doi:10.1109/TGRS.2009.2031428.
  • Webster, M.A., Rigor, I.G., Perovich, D.K., Richeter-Menge, J.A., Polashenski, C., and Light, B. 2015. “Seasonal evolution of melt ponds on arctic sea ice.” Journal of Geophysical Research, Vol. 120: pp. 1–15. doi:10.1002/2015JC011030.
  • Yackel, J.J., Barber, D.G., and Hanesiak, J.M. 2000. “Melt ponds on sea ice in the Canadian archipelago: 2. On the use of RADARSAT-1 synthetic aperture radar for geophysical inversion.” Journal of Geophysical Research, Vol. 105(No. C9): pp. 22061–22070. doi:10.1029/2000JC900075.

Reprints and Corporate Permissions

Please note: Selecting permissions does not provide access to the full text of the article, please see our help page How do I view content?

To request a reprint or corporate permissions for this article, please click on the relevant link below:

Academic Permissions

Please note: Selecting permissions does not provide access to the full text of the article, please see our help page How do I view content?

Obtain permissions instantly via Rightslink by clicking on the button below:

If you are unable to obtain permissions via Rightslink, please complete and submit this Permissions form. For more information, please visit our Permissions help page.