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Volumn 40, Issue 9, 2002, Pages 1956-1972

Arctic sea ice, cloud, water, and lead classification using neural networks and 1.6-μm data

Author keywords

Arctic; Climate; Neural networks; Remote sensing; Sea ice

Indexed keywords

ATMOSPHERIC TEMPERATURE; CLIMATOLOGY; CLOUDS; COMPUTER SIMULATION; FEEDFORWARD NEURAL NETWORKS; IMAGE SENSORS; MATHEMATICAL MODELS; METEOROLOGICAL PROBLEMS; RADIOMETERS; SEA ICE; WEATHER FORECASTING; WEATHER SATELLITES;

EID: 0036763017     PISSN: 01962892     EISSN: None     Source Type: Journal    
DOI: 10.1109/TGRS.2002.803728     Document Type: Article
Times cited : (33)

References (47)
  • 1
    • 0001429112 scopus 로고
    • The affects of sea ice on the solar energy budget in the atmosphere-sea ice-ocean system: A model study
    • Z. Jin, K. Stamnes, W. F. Weeks, and S. C. Stay, "The affects of sea ice on the solar energy budget in the atmosphere-sea ice-ocean system: A model study," J. Geophys. Res., vol. 99, no C12, pp. 25281-25294, 1994.
    • (1994) J. Geophys. Res. , vol.99 C12 , pp. 25281-25294
    • Jin, Z.1    Stamnes, K.2    Weeks, W.F.3    Stay, S.C.4
  • 2
    • 0033571823 scopus 로고    scopus 로고
    • Convective heat transfer over winter-time leads and polynyas
    • E. L. Andreas and B. A. Cash, "Convective heat transfer over winter-time leads and polynyas," J. Geophys. Res., vol. 104, pp. 25,721-25734, 1999.
    • (1999) J. Geophys. Res. , vol.104
    • Andreas, E.L.1    Cash, B.A.2
  • 3
    • 0031011281 scopus 로고    scopus 로고
    • Determination of surface turbulent fluxes over leads in arctic sea ice
    • A. Alam and J. A. Curry, "Determination of surface turbulent fluxes over leads in arctic sea ice," J. Geophys. Res., vol. 102, pp. 3331-3334, 1997a.
    • (1997) J. Geophys. Res. , vol.102 , pp. 3331-3344
    • Alam, A.1    Curry, J.A.2
  • 4
    • 0035076756 scopus 로고    scopus 로고
    • Large eddy simulation of turbulence under sea ice and leads
    • E. D. Skyllingstad and D. W. Denbo, "Large eddy simulation of turbulence under sea ice and leads," J. Geophys. Res., vol. 106, pp. 2477-2498, 2001.
    • (2001) J. Geophys. Res. , vol.106 , pp. 2477-2498
    • Skyllingstad, E.D.1    Denbo, D.W.2
  • 5
    • 0012051723 scopus 로고    scopus 로고
    • Some thoughts on the freezing and melting of sea ice an their effects on the ocean
    • K. Aagaardand and R. A. Woodgate, "Some thoughts on the freezing and melting of sea ice an their effects on the ocean," Ocean Modeling, vol. 3, pp. 127-135, 2001.
    • (2001) Ocean Modeling , vol.3 , pp. 127-135
    • Aagaardand, K.1    Woodgate, R.A.2
  • 7
    • 0001739405 scopus 로고
    • The role of shortwave radiation in the summer decay of a sea ice cover
    • G. A. Maykut and D. K. Perovich, "The role of shortwave radiation in the summer decay of a sea ice cover," J. Geophys. Res., vol. 85, pp. 7032-7044, 1987.
    • (1987) J. Geophys. Res. , vol.85 , pp. 7032-7044
    • Maykut, G.A.1    Perovich, D.K.2
  • 8
    • 0021539695 scopus 로고
    • The influence of clouds in climate with a focus on high latitude interactions
    • R. G. Crane and R. G. Barry, "The influence of clouds in climate with a focus on high latitude interactions," J. Climatol., vol. 4, pp. 71-93, 1984.
    • (1984) J. Climatol. , vol.4 , pp. 71-93
    • Crane, R.G.1    Barry, R.G.2
  • 9
    • 0021558994 scopus 로고
    • Parameterization of the shortwave flux over high albedo surfaces as a function of cloud thickness and surface albedo
    • K. P. Shine, "Parameterization of the shortwave flux over high albedo surfaces as a function of cloud thickness and surface albedo," Quart. J. R. Meteorol. Soc., vol. 110, pp. 747-764, 1984.
    • (1984) Quart. J. R. Meteorol. Soc. , vol.110 , pp. 747-764
    • Shine, K.P.1
  • 10
    • 0012086807 scopus 로고
    • Modeling climate change: An assessment of sea ice and surface albedo feedbacks
    • W. J. Ingram, C. A. Wilson, and J. F. B. Mitchell, "Modeling climate change: An assessment of sea ice and surface albedo feedbacks," J. Geophys. Res., vol. 95, pp. 7661-7675, 1989.
    • (1989) J. Geophys. Res. , vol.95 , pp. 7661-7675
    • Ingram, W.J.1    Wilson, C.A.2    Mitchell, J.F.B.3
  • 11
    • 0003324352 scopus 로고
    • Climate change: The IPCC scientific assessment
    • J. T. Houghton, G. J. Jenkins, and J. J. Ephraumus, Eds.; Cambridge: U.K.: Cambridge Univ. Press
    • J. T. Houghton, G. J. Jenkins, and J. J. Ephraumus, Eds., "Climate change: The IPCC scientific assessment," in Intergovernmental Panel on Climate Change. Cambridge: U.K.: Cambridge Univ. Press, 1990, p. 365.
    • (1990) Intergovernmental Panel on Climate Change , pp. 365
  • 12
  • 14
    • 0027796884 scopus 로고
    • Hemisphere snow cover from satellites
    • D. A. Robinson, "Hemisphere snow cover from satellites," Ann. Glaciol., vol. 17, pp. 367-371, 1993.
    • (1993) Ann. Glaciol. , vol.17 , pp. 367-371
    • Robinson, D.A.1
  • 16
    • 0027808131 scopus 로고
    • Snow and ice applications of AVHRR in polar regions: Report of a workshop held in Boulder, Colorado, 20 May 1992
    • K. Steffen et al., "Snow and ice applications of AVHRR in polar regions: Report of a workshop held in Boulder, Colorado, 20 May 1992," Ann. Glaciol., vol. 17, pp. 1-16, 1993.
    • (1993) Ann. Glaciol. , vol.17 , pp. 1-16
    • Steffen, K.1
  • 17
    • 0021620764 scopus 로고
    • Dramatic contrast between low clouds and snow over in daytime 3.7 mm imagery
    • S. Q. Kidder and H. T. Wu, "Dramatic contrast between low clouds and snow over in daytime 3.7 mm imagery," Mon. Weather Rev., vol. 112, pp. 2345-2346, 1984.
    • (1984) Mon. Weather Rev. , vol.112 , pp. 2345-2346
    • Kidder, S.Q.1    Wu, H.T.2
  • 19
    • 0024476027 scopus 로고
    • Noise characteristics of the AVHRR infrared channels
    • A. Dudhia, "Noise characteristics of the AVHRR infrared channels," Int. J. Remote Sens., vol. 10, pp. 645-651, 1989.
    • (1989) Int. J. Remote Sens. , vol.10 , pp. 645-651
    • Dudhia, A.1
  • 20
    • 0028403684 scopus 로고
    • Reduction of noise in AVHRR channel 3 data with minimum distortion
    • Mar.
    • J. J. Simpson and S. R. Yhann, "Reduction of noise in AVHRR channel 3 data with minimum distortion," IEEE Trans. Geosci. Remote Sensing, vol. 32, pp. 315-328, Mar. 1994.
    • (1994) IEEE Trans. Geosci. Remote Sensing , vol.32 , pp. 315-328
    • Simpson, J.J.1    Yhann, S.R.2
  • 21
    • 0029511595 scopus 로고
    • An improved fuzzy logic segmentation of sea ice, clouds and ocean in remotely sensed arctic imagery
    • J. J. Simpson and R H. Keller, "An improved fuzzy logic segmentation of sea ice, clouds and ocean in remotely sensed arctic imagery," Remote Sens. Environ., vol. 54, pp. 290-312, 1995.
    • (1995) Remote Sens. Environ. , vol.54 , pp. 290-312
    • Simpson, J.J.1    Keller, R.H.2
  • 22
    • 0003235480 scopus 로고
    • Global sea ice coverage
    • R. J. Gurmey, J. L. Foster, and C. L. Parkinson, Eds. Cambridge, U. K.: Cambridge Univ. Press
    • C. L. Parkinson and P. Gloerson, "Global sea ice coverage," in Atlas of Satellite Observations Related to Global Change, R. J. Gurmey, J. L. Foster, and C. L. Parkinson, Eds. Cambridge, U. K.: Cambridge Univ. Press, 1993, pp. 371-383.
    • (1993) Atlas of Satellite Observations Related to Global Change , pp. 371-383
    • Parkinson, C.L.1    Gloerson, P.2
  • 23
    • 0021644005 scopus 로고
    • Determination of sea ice parameters with NIMBUS-7 SMMR
    • D. J. Cavalieri, P. Gloerson and W. J. Campbell, "Determination of sea ice parameters with NIMBUS-7 SMMR," J. Geophys. Res., vol. 89, pp. 5335-5369, 1984.
    • (1984) J. Geophys. Res. , vol.89 , pp. 5335-5369
    • Cavalieri, D.J.1    Gloerson, P.2    Campbell, W.J.3
  • 24
    • 0026271155 scopus 로고
    • Aircraft active and passive microwave validation of sea ice concentration from the defense meteorological satellite program special sensor microwave imager
    • D. J. Cavalieri, J. P. Crawford, M. R. Drinkwater, D. T. Eppler, L. D. Farmer, R. R. Jentz, and C. C. Wackerman, "Aircraft active and passive microwave validation of sea ice concentration from the defense meteorological satellite program special sensor microwave imager," J. Geophys. Res., vol. 96, no. 1, pp. 989-2-008, 1991.
    • (1991) J. Geophys. Res. , vol.96 , Issue.1 , pp. 989-2
    • Cavalieri, D.J.1    Crawford, J.P.2    Drinkwater, M.R.3    Eppler, D.T.4    Farmer, L.D.5    Jentz, R.R.6    Wackerman, C.C.7
  • 25
    • 0024855681 scopus 로고
    • Classification of merged AVHRR and SMMR arctic data with neural networks
    • J. Key, J. A. Maslanik, and A. J. Schweiger, "Classification of merged AVHRR and SMMR Arctic data with neural networks," Photogram. Eng. Remote Sens., vol. 55, pp. 1331-1338, 1989.
    • (1989) Photogram. Eng. Remote Sens. , vol.55 , pp. 1331-1338
    • Key, J.1    Maslanik, J.A.2    Schweiger, A.J.3
  • 26
    • 0031070601 scopus 로고    scopus 로고
    • Analysis of merged SMMR-SSMI time series of arctic and antarctic sea ice parameters 1978-1995
    • E. Bjorgo, O. H. Johannessen, and M. W. Milles, "Analysis of merged SMMR-SSMI time series of arctic and antarctic sea ice parameters 1978-1995," Geophys. Res. Lett., vol. 24, pp. 413-416, 1997.
    • (1997) Geophys. Res. Lett. , vol.24 , pp. 413-416
    • Bjorgo, E.1    Johannessen, O.H.2    Milles, M.W.3
  • 27
    • 0012085307 scopus 로고    scopus 로고
    • Web site for the National Satellite Meterological Center, China Meterological Administration.. [Online]
    • Web site for the National Satellite Meterological Center, China Meterological Administration.. [Online]. Available: http://nsmc.cma.gov.cn/
  • 28
    • 0029527742 scopus 로고
    • Improved cloud detection in GOES scenes over land
    • Apr.
    • J. J. Simpson and J. I. Gobat, "Improved cloud detection in GOES scenes over land," Remote Sens. Environ., vol. 52, no. 1, pp. 36-54, Apr. 1995.
    • (1995) Remote Sens. Environ. , vol.52 , Issue.1 , pp. 36-54
    • Simpson, J.J.1    Gobat, J.I.2
  • 29
    • 0027008787 scopus 로고
    • Image masking using polygon fills and morphological transformations
    • J. J Simpson, "Image masking using polygon fills and morphological transformations," Remote Sens. Environ., vol. 40, pp. 161-183, 1992.
    • (1992) Remote Sens. Environ. , vol.40 , pp. 161-183
    • Simpson, J.J.1
  • 30
    • 0012021750 scopus 로고
    • Detection of sea ice in antarctic AVHRR imagery with an artificial neural network
    • Graduate thesis, Univ. Tasmania, Hobart, Australia
    • D. Turner, "Detection of sea ice in antarctic AVHRR imagery with an artificial neural network," Graduate thesis, Univ. Tasmania, Hobart, Australia, 1994.
    • (1994)
    • Turner, D.1
  • 31
    • 0023331258 scopus 로고
    • An introduction to computing with neural nets
    • R. P. Lipmann, "An introduction to computing with neural nets," IEEE Acoust. Signal Processing Mag., vol. 4, no. 2, pp. 4-22, 1987.
    • (1987) IEEE Acoust. Signal Processing Mag. , vol.4 , Issue.2 , pp. 4-22
    • Lipmann, R.P.1
  • 33
    • 0029305271 scopus 로고
    • Application of neural networks to cloud segmentation
    • S. R. Yhann and J. J. Simpson, "Application of neural networks to cloud segmentation," IEEE Trans. Geosci. Remote Sensing, vol. 33, pp. 590-604, 1995.
    • (1995) IEEE Trans. Geosci. Remote Sensing , vol.33 , pp. 590-604
    • Yhann, S.R.1    Simpson, J.J.2
  • 34
    • 0035481897 scopus 로고    scopus 로고
    • Accurate detection of areal extent of snow in satellite data using neural networks
    • Oct.
    • J. J. Simpson and T. J. McIntire, "Accurate detection of areal extent of snow in satellite data using neural networks," IEEE Trans. Geosci. Remote Sensing, vol. 39, pp. 2135-2147, Oct. 2001.
    • (2001) IEEE Trans. Geosci. Remote Sensing , vol.39 , pp. 2135-2147
    • Simpson, J.J.1    McIntire, T.J.2
  • 35
    • 0032754590 scopus 로고    scopus 로고
    • Bidirectional anistropic reflectance of snow and sea ice in AVHRR channel 1 and 2 spectral regions-Part I: Theoretical analysis
    • Jan.
    • Z. Jin and J. J. Simpson, "Bidirectional anistropic reflectance of snow and sea ice in AVHRR channel 1 and 2 spectral regions-Part I: Theoretical analysis," IEEE Trans. Geosci. Remote Sensing, vol. 37, pp. 543-554, Jan. 1999.
    • (1999) IEEE Trans. Geosci. Remote Sensing , vol.37 , pp. 543-554
    • Jin, Z.1    Simpson, J.J.2
  • 36
    • 0033889728 scopus 로고    scopus 로고
    • Bidirectional anistropic reflectance of snow and sea ice in AVHRR channel 1 and 2 spectral regions-Part II: Correction applied to imagery of snow on sea ice
    • ____, "Bidirectional anistropic reflectance of snow and sea ice in AVHRR channel 1 and 2 spectral regions-Part II: Correction applied to imagery of snow on sea ice," IEEE Trans. Geosci. Remote Sensing, vol. 38, pp. 999-1015, 2000.
    • (2000) IEEE Trans. Geosci. Remote Sensing , vol.38 , pp. 999-1015
    • Jin, Z.1    Simpson, J.J.2
  • 37
    • 0004186339 scopus 로고
    • Moscow: Izd. Glavsevmorputi; Translated by the U.S. Navy Oceanographic Office, Springfield, VA. 1963
    • N. N. Zubov, Arctic Ice. Moscow: Izd. Glavsevmorputi, 1945, p. 64. Translated by the U.S. Navy Oceanographic Office, Springfield, VA. 1963.
    • (1945) Arctic Ice , pp. 64
    • Zubov, N.N.1
  • 38
    • 0012022265 scopus 로고
    • Formation, growth and decay of sea ice in the Canadian arctic archipelago
    • U.S. Army Snow Ice, Wilmette, IL, CRREL Res. Rep. 065
    • M. A. Bilello, "Formation, growth and decay of sea ice in the Canadian arctic archipelago," U.S. Army Snow Ice, Wilmette, IL, CRREL Res. Rep. 065, 1960.
    • (1960)
    • Bilello, M.A.1
  • 39
    • 0029779467 scopus 로고    scopus 로고
    • The tile and general research imaging system (TIGRIS)
    • Jan.
    • J. J. Simpson and L. Al-Rawi, "The tile and general research imaging system (TIGRIS)," IEEE Trans. Geosci. Remote Sensing, vol. 34, pp. 149-162, Jan. 1996.
    • (1996) IEEE Trans. Geosci. Remote Sensing , vol.34 , pp. 149-162
    • Simpson, J.J.1    Al-Rawi, L.2
  • 41
    • 0033871381 scopus 로고    scopus 로고
    • An improved hybrid clustering algorithm for natural scenes
    • Mar.
    • J. J. Simpson, T. J. McIntire, and M. Sienko, "An improved hybrid clustering algorithm for natural scenes," IEEE Trans. Geosci. Remote Sensing, vol. 38, pp. 1016-1032, Mar. 2000.
    • (2000) IEEE Trans. Geosci. Remote Sensing , vol.38 , pp. 1016-1032
    • Simpson, J.J.1    McIntire, T.J.2    Sienko, M.3
  • 42
    • 0035840381 scopus 로고    scopus 로고
    • Improved cloud detection in AVHRR daytime and night-time scenes over the ocean
    • J. J. Simpson, T. J. McIntire, J. R. Stitt, and G. L. Hufford, "Improved cloud detection in AVHRR daytime and night-time scenes over the ocean," Int. J. Remote Sens., vol. 22, no. 13, pp. 2585-2615, 2001.
    • (2001) Int. J. Remote Sens. , vol.22 , Issue.13 , pp. 2585-2615
    • Simpson, J.J.1    McIntire, T.J.2    Stitt, J.R.3    Hufford, G.L.4
  • 43
    • 0028250167 scopus 로고    scopus 로고
    • The classification of arctic sea ice types and the determination of surface temperature using advanced very high resolution radiometer data
    • R. A. Masson and J. C. Cosimo, "The classification of arctic sea ice types and the determination of surface temperature using advanced very high resolution radiometer data," J. Geophys. Res., vol. 99, pp. 5201-5218.
    • J. Geophys. Res. , vol.99 , pp. 5201-5218
    • Masson, R.A.1    Cosimo, J.C.2
  • 44
    • 0033907728 scopus 로고    scopus 로고
    • Cloud shadow detection under arbitrary viewing and illumination conditions
    • Mar.
    • J. J. Simpson, Z. Jin, and J. R. Stitt, "Cloud shadow detection under arbitrary viewing and illumination conditions," IEEE Trans. Geosci. Remote Sensing, vol. 38, pp. 972-976, Mar. 2000.
    • (2000) IEEE Trans. Geosci. Remote Sensing , vol.38 , pp. 972-976
    • Simpson, J.J.1    Jin, Z.2    Stitt, J.R.3
  • 45
    • 0000154969 scopus 로고
    • Stochastic dynamic analysis of polar sea ice variability
    • P. Lemke, E. W. Trinkl, and K. Hasselmann, "Stochastic dynamic analysis of polar sea ice variability," J. Phys. Oceanogr., vol. 10, pp. 2100-2120, 1980.
    • (1980) J. Phys. Oceanogr. , vol.10 , pp. 2100-2120
    • Lemke, P.1    Trinkl, E.W.2    Hasselmann, K.3
  • 46
    • 0020412048 scopus 로고
    • On the differences in ablation seasons of arctic and antarctic sea ice
    • E. L. Andreas and S. F. Ackley, "On the differences in ablation seasons of arctic and antarctic sea ice," J. Atmos. Sci., vol. 39, no. 2, pp. 440-447, 1982.
    • (1982) J. Atmos. Sci. , vol.39 , Issue.2 , pp. 440-447
    • Andreas, E.L.1    Ackley, S.F.2
  • 47
    • 0012083575 scopus 로고    scopus 로고
    • private communication
    • R. Page, private communication.
    • Page, R.1


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