메뉴 건너뛰기




Volumn 50, Issue 7 PART1, 2012, Pages 2583-2594

Probabilistic fusion of K u - And C-band scatterometer data for determining the freeze/thaw state

Author keywords

Freeze thaw (f t); radar remote sensing; sensor fusion; time series analysis

Indexed keywords

FREEZE/THAW; IN-SITU TEMPERATURE; PROBABILISTIC MODELS; RADAR BANDS; RADAR REMOTE SENSING; SCATTEROMETER DATA; SENSOR FUSION; SENSOR FUSION ALGORITHMS; SIBERIA; TRAINING DATA;

EID: 84862985900     PISSN: 01962892     EISSN: None     Source Type: Journal    
DOI: 10.1109/TGRS.2011.2169076     Document Type: Article
Times cited : (24)

References (58)
  • 2
    • 0027879546 scopus 로고
    • Methane emission from Arctic tundra
    • T. Christensen, "Methane emission from Arctic tundra," Biogeochemistry, vol. 21, no. 2, pp. 117-139, 1993. (Pubitemid 24395621)
    • (1993) Biogeochemistry , vol.21 , Issue.2 , pp. 117-139
    • Christensen, T.R.1
  • 3
    • 0034702188 scopus 로고    scopus 로고
    • Constraints to growth of boreal forests
    • DOI 10.1038/35016154
    • P. Jarvis and S. Linder, "Constraints to growth of boreal forests," Nature, vol. 405, no. 6789, pp. 904-905, Jun. 2000. (Pubitemid 30435038)
    • (2000) Nature , vol.405 , Issue.6789 , pp. 904-905
    • Jarvis, P.1    Linder, S.2
  • 4
    • 0035481692 scopus 로고    scopus 로고
    • u-band scatterometer
    • DOI 10.1109/36.957275, PII S0196289201088337
    • S. Nghiem and W.-Y. Tsai, "Global snow cover monitoring with spaceborne Ku-band scatterometer," IEEE Trans. Geosci. Remote Sens., vol. 39, no. 10, pp. 2118-2134, Oct. 2001. (Pubitemid 33048382)
    • (2001) IEEE Transactions on Geoscience and Remote Sensing , vol.39 , Issue.10 , pp. 2118-2134
    • Nghiem, S.V.1    Tsai, W.-Y.2
  • 6
    • 34248598527 scopus 로고    scopus 로고
    • Influence of freeze-thaw events on carbon dioxide emission from soils at different moisture and land use
    • I. Kurganova, R. Teepe, and N. Loftfield, "Influence of freeze-thaw events on carbon dioxide emission from soils at different moisture and land use," Carbon Balance Manage., vol. 2, no. 1, p. 2, 2007.
    • (2007) Carbon Balance Manage. , vol.2 , Issue.1 , pp. 2
    • Kurganova, I.1    Teepe, R.2    Loftfield, N.3
  • 7
    • 1542379714 scopus 로고    scopus 로고
    • Satellite radar remote sensing of seasonal growing seasons for boreal and subalpine evergreen forests
    • DOI 10.1016/j.rse.2004.01.002, PII S0034425704000045
    • J. Kimball, K. McDonald, S. Running, and S. Frolking, "Satellite radar remote sensing of seasonal growing seasons for boreal and subalpine evergreen forests," Remote Sens. Environ., vol. 90, no. 2, pp. 243-258, Mar. 2004. (Pubitemid 38300382)
    • (2004) Remote Sensing of Environment , vol.90 , Issue.2 , pp. 243-258
    • Kimball, J.S.1    McDonald, K.C.2    Running, S.W.3    Frolking, S.E.4
  • 9
    • 79952040846 scopus 로고    scopus 로고
    • Estimation of surface freeze-thaw states using microwave sensors
    • M. Anderson, Ed. Hoboken, NJ: Wiley. ch. 53
    • K. McDonald and J. Kimball, "Estimation of surface freeze-thaw states using microwave sensors," in Encyclopedia of Hydrological Sciences, M. Anderson, Ed. Hoboken, NJ: Wiley, 2006, ch. 53.
    • (2006) Encyclopedia of Hydrological Sciences
    • McDonald, K.1    Kimball, J.2
  • 10
    • 84860390406 scopus 로고    scopus 로고
    • 10 years of SeaWinds on QuikSCAT for snow applications
    • Apr.
    • A. Bartsch, "10 years of SeaWinds on QuikSCAT for snow applications," Remote Sens., vol. 2, no. 4, pp. 1142-1156, Apr. 2010.
    • (2010) Remote Sens. , vol.2 , Issue.4 , pp. 1142-1156
    • Bartsch, A.1
  • 11
    • 0028668151 scopus 로고
    • Monitoring freeze-thaw cycles along north-south Alaskan transects using ERS-1 SAR
    • Aug.
    • E. Rignot and J. Way, "Monitoring freeze-thaw cycles along north-south Alaskan transects using ERS-1 SAR," Remote Sens. Environ., vol. 49, no. 2, pp. 131-137, Aug. 1994.
    • (1994) Remote Sens. Environ. , vol.49 , Issue.2 , pp. 131-137
    • Rignot, E.1    Way, J.2
  • 12
    • 0034226466 scopus 로고    scopus 로고
    • Monitoring of seasonal thawing in Siberia with ERS scatterometer data
    • Jul.
    • V. Wismann, "Monitoring of seasonal thawing in Siberia with ERS scatterometer data," IEEE Trans. Geosci. Remote Sens., vol. 38, no. 4, pp. 1804-1809, Jul. 2000.
    • (2000) IEEE Trans. Geosci. Remote Sens. , vol.38 , Issue.4 , pp. 1804-1809
    • Wismann, V.1
  • 13
    • 0035125574 scopus 로고    scopus 로고
    • Application of the NASA scatterometer (NSCAT) for determining the daily frozen and nonfrozen landscape of Alaska
    • DOI 10.1016/S0034-4257(00)00160-7, PII S0034425700001607
    • J. Kimball, K. McDonald, A. Keyser, S. Frolking, and S. Running, "Application of the NASA scatterometer (NSCAT) for determining the daily frozen and nonfrozen landscape of Alaska," Remote Sens. Environ., vol. 75, no. 1, pp. 113-126, Jan. 2001. (Pubitemid 32139671)
    • (2001) Remote Sensing of Environment , vol.75 , Issue.1 , pp. 113-126
    • Kimball, J.S.1    McDonald, K.C.2    Keyser, A.R.3    Frolking, S.4    Running, S.W.5
  • 14
    • 0033610978 scopus 로고    scopus 로고
    • Using the space-borne NASA scatterometer (NSCAT) to determine the frozen and thawed seasons of a boreal landscape
    • S. Frolking, K. McDonald, J. Kimball, J. Way, R. Zimmermann, and S. Running, "Using the space-borne NASA scatterometer (NSCAT) to determine the frozen and thawed seasons of a boreal landscape," J. Geophys. Res., vol. 104, no. D22, pp. 27 895-27 907, 1999.
    • (1999) J. Geophys. Res. , vol.104 , Issue.D22 , pp. 27895-27907
    • Frolking, S.1    McDonald, K.2    Kimball, J.3    Way, J.4    Zimmermann, R.5    Running, S.6
  • 15
    • 0242540408 scopus 로고    scopus 로고
    • Monitoring freeze-thaw events in Siberia using the SeaWinds Ku-band scatterometer: First results
    • R. Kidd, M. Trommler, and W. Wagner, "Monitoring freeze-thaw events in Siberia using the SeaWinds Ku-band scatterometer: First results," in Proc. IGARSS, 2003, pp. 4608-4610.
    • (2003) Proc. IGARSS , pp. 4608-4610
    • Kidd, R.1    Trommler, M.2    Wagner, W.3
  • 16
    • 51149106803 scopus 로고    scopus 로고
    • Detection of pan-Arctic terrestrial snowmelt from QuikSCAT, 2000-2005
    • Oct.
    • L. Wang, C. Derksen, and R. Brown, "Detection of pan-Arctic terrestrial snowmelt from QuikSCAT, 2000-2005," Remote Sens. Environ., vol. 112, no. 10, pp. 3794-3805, Oct. 2008.
    • (2008) Remote Sens. Environ. , vol.112 , Issue.10 , pp. 3794-3805
    • Wang, L.1    Derksen, C.2    Brown, R.3
  • 17
    • 0032626567 scopus 로고    scopus 로고
    • Some terms of reference in data fusion
    • May
    • L. Wald, "Some terms of reference in data fusion," IEEE Trans. Geosci. Remote Sens., vol. 37, no. 3, pp. 1190-1193, May 1999.
    • (1999) IEEE Trans. Geosci. Remote Sens. , vol.37 , Issue.3 , pp. 1190-1193
    • Wald, L.1
  • 18
    • 84878145996 scopus 로고    scopus 로고
    • The Advanced Scatterometer (ASCAT) on the meteorological operational (MetOp) platform: A follow on for European wind scatterometers
    • J. Figa-Saldana, J. Wilson, E. Attema, R. Gelsthorpe, M. Drinkwater, and A. Stoffelen, "The Advanced Scatterometer (ASCAT) on the meteorological operational (MetOp) platform: A follow on for European wind scatterometers, " Can. J. Remote Sens., vol. 28, no. 3, pp. 404-412, 2002.
    • (2002) Can. J. Remote Sens. , vol.28 , Issue.3 , pp. 404-412
    • Figa-Saldana, J.1    Wilson, J.2    Attema, E.3    Gelsthorpe, R.4    Drinkwater, M.5    Stoffelen, A.6
  • 19
    • 67651177443 scopus 로고    scopus 로고
    • An improved soil moisture retrieval algorithm for ERS and METOP scatterometer observations
    • Jul.
    • V. Naeimi, K. Scipal, Z. Bartalis, S. Hasenauer, and W. Wagner, "An improved soil moisture retrieval algorithm for ERS and METOP scatterometer observations," IEEE Trans. Geosci. Remote Sens., vol. 47, no. 7, pp. 1999-2013, Jul. 2009.
    • (2009) IEEE Trans. Geosci. Remote Sens. , vol.47 , Issue.7 , pp. 1999-2013
    • Naeimi, V.1    Scipal, K.2    Bartalis, Z.3    Hasenauer, S.4    Wagner, W.5
  • 21
    • 0242709414 scopus 로고    scopus 로고
    • The development of a processing environment for time-series analyses of SeaWinds scatterometer data
    • R. Kidd, M. Trommler, andW.Wagner, "The development of a processing environment for time-series analyses of SeaWinds scatterometer data," in Proc. IEEE IGARSS, 2003, pp. 4110-4112.
    • (2003) Proc. IEEE IGARSS , pp. 4110-4112
    • Kidd, R.1    Trommler, M.2    Wagner, W.3
  • 22
    • 77953888134 scopus 로고    scopus 로고
    • [Online]. Available:
    • R. Hoare, World Climate, 2010. [Online]. Available: http://www. worldclimate.com/
    • (2010) World Climate
    • Hoare, R.1
  • 23
    • 84862977985 scopus 로고    scopus 로고
    • U.S. Climate Prediction Center ds512.0: CPC Global Summary of Day/Month Observations. [Online]. Available:
    • U.S. Climate Prediction Center, ds512.0: CPC Global Summary of Day/Month Observations. [Online]. Available: http://dss.ucar.edu/datasets/ds512.0/
  • 25
    • 0029434637 scopus 로고
    • An improved land surface parameterization scheme in the ECMWF model and its validation
    • P. Viterbo and A. Beljaars, "An improved land surface parameterization scheme in the ECMWF model and its validation," J. Clim., vol. 8, no. 11, pp. 2716-2748, 1995. (Pubitemid 27002177)
    • (1995) Journal of Climate , vol.8 , Issue.11 , pp. 2716-2748
    • Viterbo, P.1    Beljaars, A.C.M.2
  • 27
    • 77958616282 scopus 로고    scopus 로고
    • An improved snow scheme for the ECMWF land surface model: Description and offline validation
    • Aug.
    • E. Dutra, G. Balsamo, P. Viterbo, P. Miranda, A. Beljaars, C. Schär, and K. Elder, "An improved snow scheme for the ECMWF land surface model: Description and offline validation," J. Hydrometeorol., vol. 11, no. 4, pp. 899-916, Aug. 2010.
    • (2010) J. Hydrometeorol. , vol.11 , Issue.4 , pp. 899-916
    • Dutra, E.1    Balsamo, G.2    Viterbo, P.3    Miranda, P.4    Beljaars, A.5    Schär, C.6    Elder, K.7
  • 28
    • 80052759640 scopus 로고    scopus 로고
    • Climatological characteristics of Arctic and Antarctic surface-based inversions
    • doi: 10.1175/2011JCLI4004.1
    • Y. Zhang, D. J. Seidel, J.-C. Golaz, C. Deser, and R. A. Tomas, "Climatological characteristics of Arctic and Antarctic surface-based inversions," J. Clim., vol. 24, pp. 5167-5186, 2011, doi: 10.1175/2011JCLI4004.1.
    • (2011) J. Clim. , vol.24 , pp. 5167-5186
    • Zhang, Y.1    Seidel, D.J.2    Golaz, J.-C.3    Deser, C.4    Tomas, R.A.5
  • 29
    • 0026838708 scopus 로고
    • An empirical model of an inversion technique for radar scattering from bare soil surfaces
    • Mar.
    • Y. Oh, K. Sarabandi, and F. Ulaby, "An empirical model of an inversion technique for radar scattering from bare soil surfaces," IEEE Trans. Geosci. Remote Sens., vol. 30, no. 2, pp. 370-381, Mar. 1992.
    • (1992) IEEE Trans. Geosci. Remote Sens. , vol.30 , Issue.2 , pp. 370-381
    • Oh, Y.1    Sarabandi, K.2    Ulaby, F.3
  • 31
    • 0032712789 scopus 로고    scopus 로고
    • Monitoring soil moisture over the Canadian prairies with the ERS scatterometer
    • Jan.
    • W. Wagner, J. Noll, M. Borgeaud, and H. Rott, "Monitoring soil moisture over the Canadian prairies with the ERS scatterometer," IEEE Trans. Geosci. Remote Sens., vol. 37, no. 1, pp. 206-216, Jan. 1999.
    • (1999) IEEE Trans. Geosci. Remote Sens. , vol.37 , Issue.1 , pp. 206-216
    • Wagner, W.1    Noll, J.2    Borgeaud, M.3    Rott, H.4
  • 32
    • 0024088137 scopus 로고
    • The dielectric relaxation spectra of water, ice, and aqueous solutions, and their interpretation. III. Proton organization and proton transfer in ice
    • Oct.
    • A. von Hippel, "The dielectric relaxation spectra of water, ice, and aqueous solutions, and their interpretation. III. Proton organization and proton transfer in ice," IEEE Trans. Elect. Insul., vol. 23, no. 5, pp. 825-840, Oct. 1988.
    • (1988) IEEE Trans. Elect. Insul. , vol.23 , Issue.5 , pp. 825-840
    • Von Hippel, A.1
  • 34
    • 33747099893 scopus 로고    scopus 로고
    • Comparison of methods for melt detection over greenland using active and passive Microwave measurements
    • DOI 10.1080/01431160500534465, PII K75407T086662N8J
    • I. Ashcraft and D. Long, "Comparison of methods for melt detection over Greenland using active and passive microwave measurements," Int. J. Remote Sens., vol. 27, no. 12-14, pp. 2469-2488, Jul. 2006. (Pubitemid 44219199)
    • (2006) International Journal of Remote Sensing , vol.27 , Issue.12 , pp. 2469-2488
    • Ashcraft, I.1    Long, D.2
  • 35
    • 0034316202 scopus 로고    scopus 로고
    • Estimation of snow water equivalence using SIRC/X-SAR, Part I: Inferring snow density and subsurface properties
    • Nov.
    • J. Shi and J. Dozier, "Estimation of snow water equivalence using SIRC/X-SAR, Part I: Inferring snow density and subsurface properties," IEEE Trans. Geosci. Remote Sens., vol. 38, no. 6, pp. 2465-2474, Nov. 2000.
    • (2000) IEEE Trans. Geosci. Remote Sens. , vol.38 , Issue.6 , pp. 2465-2474
    • Shi, J.1    Dozier, J.2
  • 36
    • 0042819877 scopus 로고
    • Approximation formulae for the light scattering coefficient of dielectric spheres
    • Dec.
    • P. Walstra, "Approximation formulae for the light scattering coefficient of dielectric spheres," Br. J. Appl. Phys., vol. 15, no. 12, pp. 1545-1552, Dec. 1964.
    • (1964) Br. J. Appl. Phys. , vol.15 , Issue.12 , pp. 1545-1552
    • Walstra, P.1
  • 37
    • 0005113278 scopus 로고
    • Microwave response of snow
    • F. Ulaby and W. Stiles, "Microwave response of snow," Adv. Space Res., vol. 1, no. 10, pp. 131-149, 1981.
    • (1981) Adv. Space Res. , vol.1 , Issue.10 , pp. 131-149
    • Ulaby, F.1    Stiles, W.2
  • 38
    • 0001478799 scopus 로고
    • Applications of the interaction ofmicrowaves with the natural snow cover
    • C. Mätzler, "Applications of the interaction ofmicrowaves with the natural snow cover," Remote Sens. Rev., vol. 2, no. 2, pp. 259-387, 1987.
    • (1987) Remote Sens. Rev. , vol.2 , Issue.2 , pp. 259-387
    • Mätzler, C.1
  • 39
    • 0002565269 scopus 로고    scopus 로고
    • Equitemperature metamorphism of snow
    • Rotterdam, The Netherlands: Balkema, ch. 1.1
    • R. Brown, M. Edens, M. Barber, and A. Sato, Equitemperature Metamorphism of Snow, Snow Engineering: Recent Advances. Rotterdam, The Netherlands: Balkema, 1997, ch. 1.1, pp. 41-49.
    • (1997) Snow Engineering: Recent Advances , pp. 41-49
    • Brown, R.1    Edens, M.2    Barber, M.3    Sato, A.4
  • 40
    • 0019180889 scopus 로고
    • Thermodynamics of snow metamorphism due to variations in curvature
    • J. Colbeck, "Thermodynamics of snow metamorphism due to variations in curvature," J. Glaciol., vol. 26, no. 94, pp. 291-301, 1980.
    • (1980) J. Glaciol. , vol.26 , Issue.94 , pp. 291-301
    • Colbeck, J.1
  • 42
    • 78649965962 scopus 로고    scopus 로고
    • Detection of snow surface thawing and refreezing in the Eurasian Arctic using QuikSCAT: Implications for reindeer herding
    • Dec.
    • A. Bartsch, T. Kumpula, B. Forbes, and S. Stammler, "Detection of snow surface thawing and refreezing in the Eurasian Arctic using QuikSCAT: Implications for reindeer herding," Ecol. Appl., vol. 20, no. 8, pp. 2346-2358, Dec. 2010.
    • (2010) Ecol. Appl. , vol.20 , Issue.8 , pp. 2346-2358
    • Bartsch, A.1    Forbes, T.2    Stammler, S.3
  • 43
    • 0012560199 scopus 로고    scopus 로고
    • Backscattering measurements of alpine snowcovers at 5.3 and 35 GHz
    • PII S0196289298028563
    • T. Strozzi and C. Mätzler, "Backscattering measurements of alpine snowcovers at 5.3 and 35 GHz," IEEE Trans. Geosci. Remote Sens., vol. 36, no. 3, pp. 838-848, May 1998. (Pubitemid 128748495)
    • (1998) IEEE Transactions on Geoscience and Remote Sensing , vol.36 , Issue.3 , pp. 838-848
    • Strozzi, T.1    Matzler, C.2
  • 46
    • 33846459003 scopus 로고    scopus 로고
    • Temporal and spatial variability of the beginning and end of daily spring freeze/thaw cycles derived from scatterometer data
    • DOI 10.1016/j.rse.2006.09.004, PII S0034425706003208
    • A. Bartsch, R. Kidd, W. Wagner, and Z. Bartalis, "Temporal and spatial variability of the beginning and end of daily spring freeze/thaw cycles derived from scatterometer data," Remote Sens. Environ., vol. 106, no. 3, pp. 360-374, Feb. 2007. (Pubitemid 46137983)
    • (2007) Remote Sensing of Environment , vol.106 , Issue.3 , pp. 360-374
    • Bartsch, A.1    Kidd, R.A.2    Wagner, W.3    Bartalis, Z.4
  • 47
    • 85032752145 scopus 로고    scopus 로고
    • Graphical models for time series
    • Nov.
    • D. Barber and T. Cemgil, "Graphical models for time series," IEEE Signal Process. Mag., vol. 27, no. 6, pp. 18-28, Nov. 2010.
    • (2010) IEEE Signal Process. Mag. , vol.27 , Issue.6 , pp. 18-28
    • Barber, D.1    Cemgil, T.2
  • 49
    • 0002788893 scopus 로고    scopus 로고
    • A view of the EM algorithm that justifies incremental, sparse, and other variants
    • M. I. Jordan, Ed. Norwell, MA: Kluwer
    • R. M. Neal and G. E. Hinton, "A view of the EM algorithm that justifies incremental, sparse, and other variants," in Learning in GraphicalModels, M. I. Jordan, Ed. Norwell, MA: Kluwer, 1998, pp. 355-368.
    • (1998) Learning in GraphicalModels , pp. 355-368
    • Neal, R.M.1    Hinton, G.E.2
  • 52
    • 84863001330 scopus 로고    scopus 로고
    • Earth Resources Observation Science Center. [Online]. Available:
    • Earth Resources Observation and Science Center, SRTM data. [Online]. Available: http://eros.usgs.gov/
    • SRTM Data
  • 53
    • 70349970692 scopus 로고    scopus 로고
    • A decision tree algorithm for surface soil freeze/thaw classification over China using SSM/I brightness temperature
    • Dec.
    • R. Jin, X. Li, and T. Che, "A decision tree algorithm for surface soil freeze/thaw classification over China using SSM/I brightness temperature," Remote Sens. Environ., vol. 113, no. 12, pp. 2651-2660, Dec. 2009.
    • (2009) Remote Sens. Environ. , vol.113 , Issue.12 , pp. 2651-2660
    • Jin, R.1    Li, X.2    Che, T.3
  • 54
    • 0031103331 scopus 로고    scopus 로고
    • Soil freezing-The concept of soil water potential. State of the art
    • Mar.
    • M. Hohmann, "Soil freezing-The concept of soil water potential. State of the art," Cold Regions Sci. Technol., vol. 25, no. 2, pp. 101-110, Mar. 1997.
    • (1997) Cold Regions Sci. Technol. , vol.25 , Issue.2 , pp. 101-110
    • Hohmann, M.1
  • 55
    • 84863003571 scopus 로고    scopus 로고
    • Indian Space Research Organisation. [Online]. Available:
    • Indian Space Research Organisation, Oceansat-2. [Online]. Available: http://www.isro.org/satellites/oceansat-2.aspx
    • Oceansat-2
  • 56
    • 79953774514 scopus 로고    scopus 로고
    • Predesign of the wind field measuring radar for FengYun-3E meteorological satellite
    • H. Yin and X. Dong, "Predesign of the wind field measuring radar for FengYun-3E meteorological satellite," in Proc. ICMMT, 2010, pp. 1228-1230.
    • (2010) Proc. ICMMT , pp. 1228-1230
    • Yin, H.1    Dong, X.2
  • 57
    • 78650881171 scopus 로고    scopus 로고
    • Impact of the dual-frequency scatterometer on NOAA operations
    • Z. Jelenak and P. Chang, "Impact of the dual-frequency scatterometer on NOAA operations," in Proc. IEEE IGARSS, 2010, pp. 1808-1811.
    • (2010) Proc. IEEE IGARSS , pp. 1808-1811
    • Jelenak, Z.1    Chang, P.2


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.