메뉴 건너뛰기




Volumn 8, Issue 6, 2007, Pages 1397-1412

Satellite rainfall uncertainty estimation using an artificial neural network

Author keywords

[No Author keywords available]

Indexed keywords

ARTIFICIAL NEURAL NETWORK; MODELING; PRECIPITATION ASSESSMENT; PROBABILITY; RAINFALL; SATELLITE IMAGERY; UNCERTAINTY ANALYSIS;

EID: 38749151321     PISSN: 1525755X     EISSN: None     Source Type: Journal    
DOI: 10.1175/2007JHM846.1     Document Type: Article
Times cited : (19)

References (40)
  • 1
    • 0344467284 scopus 로고    scopus 로고
    • Sensitivity of precipitation forecast skill scores to bilinear interpolation and a simple nearest-neighbor average method on high-resolution verification grids
    • Accadia, C., S. Mariani, M. Casaioli, A. Lavagnini, and A. Speranza, 2003: Sensitivity of precipitation forecast skill scores to bilinear interpolation and a simple nearest-neighbor average method on high-resolution verification grids. Wea. Forecasting, 18, 918-932.
    • (2003) Wea. Forecasting , vol.18 , pp. 918-932
    • Accadia, C.1    Mariani, S.2    Casaioli, M.3    Lavagnini, A.4    Speranza, A.5
  • 2
    • 0034464279 scopus 로고    scopus 로고
    • Tropical rainfall distributions determined using TRMM combined with other satellite and gauge information
    • Adler, R. F., G. J. Huffman, D. T. Bolvin, S. Curtis, and E. J. Nelkin, 2000: Tropical rainfall distributions determined using TRMM combined with other satellite and gauge information. J. Appl. Meteor., 39, 2007-2023.
    • (2000) J. Appl. Meteor , vol.39 , pp. 2007-2023
    • Adler, R.F.1    Huffman, G.J.2    Bolvin, D.T.3    Curtis, S.4    Nelkin, E.J.5
  • 3
    • 0023468448 scopus 로고
    • The relationship between large-scale convective rainfall and cold cloud over the western hemisphere during 1982-82
    • Arkin, P. A., and B. N. Meisner, 1987: The relationship between large-scale convective rainfall and cold cloud over the western hemisphere during 1982-82. Mon. Wea. Rev., 115, 51-74.
    • (1987) Mon. Wea. Rev , vol.115 , pp. 51-74
    • Arkin, P.A.1    Meisner, B.N.2
  • 4
    • 0035416433 scopus 로고    scopus 로고
    • GOES Multispectral Rainfall Algorithm (GMSRA)
    • Ba, M. B., and A. Gruber, 2001: GOES Multispectral Rainfall Algorithm (GMSRA). J. Appl. Meteor., 40, 1500-1514.
    • (2001) J. Appl. Meteor , vol.40 , pp. 1500-1514
    • Ba, M.B.1    Gruber, A.2
  • 5
    • 9444277112 scopus 로고    scopus 로고
    • A feature-based approach to satellite precipitation monitoring using geostationary IR imagery
    • Bellerby, T., 2004: A feature-based approach to satellite precipitation monitoring using geostationary IR imagery. J. Hydrometeor., 5, 910-921.
    • (2004) J. Hydrometeor , vol.5 , pp. 910-921
    • Bellerby, T.1
  • 6
    • 31544434515 scopus 로고    scopus 로고
    • Probabilistic and ensemble representations of the uncertainty in an IR/microwave satellite precipitation product
    • Bellerby, T., and J. Sun, 2005: Probabilistic and ensemble representations of the uncertainty in an IR/microwave satellite precipitation product. J. Hydrometeor., 6, 1032-1044.
    • (2005) J. Hydrometeor , vol.6 , pp. 1032-1044
    • Bellerby, T.1    Sun, J.2
  • 7
    • 0034465949 scopus 로고    scopus 로고
    • Rainfall estimation from a combination of TRMM precipitation radar and GOES multispectral satellite imagery through the use of an artificial neural network
    • Bellerby, T., M. Todd, D. Kniveton, and C. Kidd, 2000: Rainfall estimation from a combination of TRMM precipitation radar and GOES multispectral satellite imagery through the use of an artificial neural network. J. Appl. Meteor., 39, 2115-2128.
    • (2000) J. Appl. Meteor , vol.39 , pp. 2115-2128
    • Bellerby, T.1    Todd, M.2    Kniveton, D.3    Kidd, C.4
  • 9
    • 0041592682 scopus 로고    scopus 로고
    • Model rain and clouds over oceans: Comparison with SSM/I observations
    • Chevallier, F., and P. Bauer, 2003: Model rain and clouds over oceans: Comparison with SSM/I observations. Mon. Wea. Rev., 131, 1240-1255.
    • (2003) Mon. Wea. Rev , vol.131 , pp. 1240-1255
    • Chevallier, F.1    Bauer, P.2
  • 10
    • 33645549317 scopus 로고    scopus 로고
    • Probabilistic quantitative precipitation estimation in complex terrain
    • Clark, M.P., and A.G. Slater, 2006: Probabilistic quantitative precipitation estimation in complex terrain. J. Hydrometeor., 7, 3-22.
    • (2006) J. Hydrometeor , vol.7 , pp. 3-22
    • Clark, M.P.1    Slater, A.G.2
  • 11
    • 0842334546 scopus 로고    scopus 로고
    • A neural network approach to real-time rainfall estimation for Africa using satellite data
    • Grimes, D. I. F., E. Coppola, M. Verdecchia, and G. Visconti, 2003: A neural network approach to real-time rainfall estimation for Africa using satellite data. J. Hydrometeor., 4, 1119-1133.
    • (2003) J. Hydrometeor , vol.4 , pp. 1119-1133
    • Grimes, D.I.F.1    Coppola, E.2    Verdecchia, M.3    Visconti, G.4
  • 12
    • 13244261088 scopus 로고    scopus 로고
    • Precipitation estimation from remotely sensed imagery using an artificial neural network cloud classification system
    • Hong, Y., K. Hsu, S. Sorooshian, and X. Gao, 2004: Precipitation estimation from remotely sensed imagery using an artificial neural network cloud classification system. J. Appl. Meteor., 43, 1834-1852.
    • (2004) J. Appl. Meteor , vol.43 , pp. 1834-1852
    • Hong, Y.1    Hsu, K.2    Sorooshian, S.3    Gao, X.4
  • 13
  • 14
    • 0032917913 scopus 로고    scopus 로고
    • Estimation of physical variables from multichannel remotely sensed imagery using a neural network: Application to rainfall estimation
    • Hsu, K., H. Gupta, X. Gao, and S. Sorooshian, 1999: Estimation of physical variables from multichannel remotely sensed imagery using a neural network: Application to rainfall estimation. Water Resour. Res., 35, 1605-1618.
    • (1999) Water Resour. Res , vol.35 , pp. 1605-1618
    • Hsu, K.1    Gupta, H.2    Gao, X.3    Sorooshian, S.4
  • 15
    • 0001118910 scopus 로고    scopus 로고
    • Estimates of root-mean-square random error for finite samples of estimated precipitation
    • Huffman, G. J., 1997: Estimates of root-mean-square random error for finite samples of estimated precipitation. J. Appl. Meteor., 36, 1191-1201.
    • (1997) J. Appl. Meteor , vol.36 , pp. 1191-1201
    • Huffman, G.J.1
  • 16
    • 2942599267 scopus 로고    scopus 로고
    • Analysis of TRMM 3-hourly multi-satellite precipitation estimates computed in both real and post-real time. Preprints
    • Long Beach, CA, Amer. Meteor. Soc
    • Huffman, G. J., R. F. Adler, E, F. Stocker, D. T. Bolvin, and E. J. Nelkin, 2003: Analysis of TRMM 3-hourly multi-satellite precipitation estimates computed in both real and post-real time. Preprints, 12th Conf. on Satellite Meteorology and Oceanography, Long Beach, CA, Amer. Meteor. Soc., P4.11.
    • (2003) 12th Conf. on Satellite Meteorology and Oceanography
    • Huffman, G.J.1    Adler, R.F.2    Stocker, E.F.3    Bolvin, D.T.4    Nelkin, E.J.5
  • 17
    • 0031128248 scopus 로고    scopus 로고
    • Predicting conditional probability densities of stationary stochastic time series
    • Husmeier, D., and J. G. Taylor, 1997: Predicting conditional probability densities of stationary stochastic time series. Neural Networks, 10, 479-497.
    • (1997) Neural Networks , vol.10 , pp. 479-497
    • Husmeier, D.1    Taylor, J.G.2
  • 18
    • 38749114751 scopus 로고    scopus 로고
    • ISLSCP2, cited 2006: The International Satellite Land-Surface Climatology Project, Initiative II Data Archive. [Available online at http://islscp2.sesda.com/ISLSCP2_1/html_pages/islscp2_home.html.]
    • ISLSCP2, cited 2006: The International Satellite Land-Surface Climatology Project, Initiative II Data Archive. [Available online at http://islscp2.sesda.com/ISLSCP2_1/html_pages/islscp2_home.html.]
  • 19
    • 0002851213 scopus 로고    scopus 로고
    • A real-time global half-hourly pixel-resolution infrared dataset and its applications
    • Janowiak, J. E., R. J. Joyce, and Y. Yarosh, 2001: A real-time global half-hourly pixel-resolution infrared dataset and its applications. Bull. Amer. Meteor. Soc., 82, 205-217.
    • (2001) Bull. Amer. Meteor. Soc , vol.82 , pp. 205-217
    • Janowiak, J.E.1    Joyce, R.J.2    Yarosh, Y.3
  • 20
    • 2442514138 scopus 로고    scopus 로고
    • CMORPH: A method that produces global precipitation estimates from passive microwave and infrared data at high spatial and temporal resolution
    • Joyce, R. J., J. E. Janowiak, P. A. Arkin, and P. Xie, 2004: CMORPH: A method that produces global precipitation estimates from passive microwave and infrared data at high spatial and temporal resolution. J. Hydrometeor., 5, 487-503.
    • (2004) J. Hydrometeor , vol.5 , pp. 487-503
    • Joyce, R.J.1    Janowiak, J.E.2    Arkin, P.A.3    Xie, P.4
  • 21
    • 0842291526 scopus 로고    scopus 로고
    • Satellite rainfall estimation using combined passive microwave and infrared algorithms
    • Kidd, C., D. R. Kniveton, M. C. Todd, and T. J. Bellerby, 2003: Satellite rainfall estimation using combined passive microwave and infrared algorithms. J. Hydrometeor., 4, 1088-1104.
    • (2003) J. Hydrometeor , vol.4 , pp. 1088-1104
    • Kidd, C.1    Kniveton, D.R.2    Todd, M.C.3    Bellerby, T.J.4
  • 22
    • 0030242045 scopus 로고    scopus 로고
    • A simplified scheme for obtaining precipitation and vertical hydrometeor profiles from passive microwave sensors
    • Kummerow, C., W. S. Olson, and L. Giglio, 1996: A simplified scheme for obtaining precipitation and vertical hydrometeor profiles from passive microwave sensors. IEEE Trans. Geosci. Remote Sens., 34, 1213-1232.
    • (1996) IEEE Trans. Geosci. Remote Sens , vol.34 , pp. 1213-1232
    • Kummerow, C.1    Olson, W.S.2    Giglio, L.3
  • 24
    • 2642556252 scopus 로고    scopus 로고
    • Multivariate statistical integration of satellite infrared and microwave radiometric measurements for rainfall retrieval at the geostationary scale
    • Marzano, F. S., M. Palmacci, D. Cimini, G. Giuliani, and F. J. Turk, 2004: Multivariate statistical integration of satellite infrared and microwave radiometric measurements for rainfall retrieval at the geostationary scale. IEEE Trans. Geosci. Remote Sens., 42, 1018-1032.
    • (2004) IEEE Trans. Geosci. Remote Sens , vol.42 , pp. 1018-1032
    • Marzano, F.S.1    Palmacci, M.2    Cimini, D.3    Giuliani, G.4    Turk, F.J.5
  • 25
    • 2442534444 scopus 로고    scopus 로고
    • Binary events
    • I. T. Jolliffe and D. B. Stephenson, Eds, Wiley
    • Mason, I. B., 2003: Binary events. Forecast Verification, I. T. Jolliffe and D. B. Stephenson, Eds., Wiley, 137-164.
    • (2003) Forecast Verification , pp. 137-164
    • Mason, I.B.1
  • 27
    • 0344066290 scopus 로고    scopus 로고
    • Validation of TRMM and other rainfall estimates with a high-density gauge dataset for West Africa. Part I: Validation of GPCC rainfall product and pre-TRMM satellite and blended products
    • Nicholson, S. E., and Coauthors, 2003a: Validation of TRMM and other rainfall estimates with a high-density gauge dataset for West Africa. Part I: Validation of GPCC rainfall product and pre-TRMM satellite and blended products. J. Appl. Meteor., 42, 1337-1354.
    • (2003) J. Appl. Meteor , vol.42 , pp. 1337-1354
    • Nicholson, S.E.1
  • 28
    • 0344066289 scopus 로고    scopus 로고
    • Validation of TRMM and other rainfall estimates with a high-density gauge dataset for West Africa. Part II: Validation of TRMM rainfall products
    • Nicholson, S. E., and Coauthors, 2003b: Validation of TRMM and other rainfall estimates with a high-density gauge dataset for West Africa. Part II: Validation of TRMM rainfall products. J. Appl. Meteor., 42, 1355-1368.
    • (2003) J. Appl. Meteor , vol.42 , pp. 1355-1368
    • Nicholson, S.E.1
  • 29
    • 0032740477 scopus 로고    scopus 로고
    • Atmospheric latent heating distributions in the tropics derived from satellite passive microwave radiometer measurements
    • Olson, W. S., C. D. Kummerow, Y. Hong, and W.-K. Tao, 1999: Atmospheric latent heating distributions in the tropics derived from satellite passive microwave radiometer measurements. J. Appl. Meteor., 38, 633-664.
    • (1999) J. Appl. Meteor , vol.38 , pp. 633-664
    • Olson, W.S.1    Kummerow, C.D.2    Hong, Y.3    Tao, W.-K.4
  • 30
    • 9444242355 scopus 로고    scopus 로고
    • NASA's scientific agenda for GPM mission
    • Noordwijk, the Netherlands, European Space Research and Technology Centre, Available online at
    • Smith, E., 2003: NASA's scientific agenda for GPM mission. Third GPM Workshop: Consolidating the Concept, Noordwijk, the Netherlands, European Space Research and Technology Centre. [Available online at http://conferences.esa.int/03C06/presentations/s101.pdf.]
    • (2003) Third GPM Workshop: Consolidating the Concept
    • Smith, E.1
  • 32
    • 2342583344 scopus 로고    scopus 로고
    • A neural networks-based fusion technique to estimate half-hourly estimates at 0.1° resolution from satellite passive microwave and infrared data
    • Tapiador, F. J., C. Kidd, V. Levizzani, and F. S. Marzano, 2004: A neural networks-based fusion technique to estimate half-hourly estimates at 0.1° resolution from satellite passive microwave and infrared data. J. Appl. Meteor., 43, 576-594.
    • (2004) J. Appl. Meteor , vol.43 , pp. 576-594
    • Tapiador, F.J.1    Kidd, C.2    Levizzani, V.3    Marzano, F.S.4
  • 33
    • 0031913824 scopus 로고    scopus 로고
    • Neural networks for predicting conditional probability densities: Improved training scheme combining EM and RVFL
    • Taylor, J. G., and D. Husmeier, 1998: Neural networks for predicting conditional probability densities: Improved training scheme combining EM and RVFL. Neural Networks, 11, 89-116.
    • (1998) Neural Networks , vol.11 , pp. 89-116
    • Taylor, J.G.1    Husmeier, D.2
  • 36
    • 0035332685 scopus 로고    scopus 로고
    • A combined satellite infrared and passive microwave technique for the estimation of small scale rainfall
    • Todd, M., C. Kidd, D. R. Kniveton, and T. J. Bellerby, 2001: A combined satellite infrared and passive microwave technique for the estimation of small scale rainfall. J. Atmos. Oceanic Technol., 18, 742-755.
    • (2001) J. Atmos. Oceanic Technol , vol.18 , pp. 742-755
    • Todd, M.1    Kidd, C.2    Kniveton, D.R.3    Bellerby, T.J.4
  • 37
    • 3943064358 scopus 로고    scopus 로고
    • Probability and ensemble forecasts
    • I. T. Jolliffe and D. B. Stephenson, Eds, Wiley
    • Toth, Z., O. Talagrand, G. Candille, and Y. Zhu, 2003: Probability and ensemble forecasts. Forecast Verification, I. T. Jolliffe and D. B. Stephenson, Eds., Wiley, 137-164.
    • (2003) Forecast Verification , pp. 137-164
    • Toth, Z.1    Talagrand, O.2    Candille, G.3    Zhu, Y.4
  • 38
    • 0029313018 scopus 로고
    • Predicting conditional probability distributions: A connectionist approach
    • Weigend, A. S., and A. N. Srivastava, 1995: Predicting conditional probability distributions: A connectionist approach. Int. J. Neural Syst., 6, 109-118.
    • (1995) Int. J. Neural Syst , vol.6 , pp. 109-118
    • Weigend, A.S.1    Srivastava, A.N.2
  • 39
    • 0032824040 scopus 로고    scopus 로고
    • A microwave infrared threshold technique to improve the GOES precipitation index
    • Xu, L., X. Gao, S. Sorooshian, and P. A. Arkin, 1999: A microwave infrared threshold technique to improve the GOES precipitation index. J Appl. Meteor., 38, 569-579.
    • (1999) J Appl. Meteor , vol.38 , pp. 569-579
    • Xu, L.1    Gao, X.2    Sorooshian, S.3    Arkin, P.A.4
  • 40
    • 0028604724 scopus 로고
    • Artificial neural network techniques for estimating heavy convective rainfall and recognising cloud mergers from satellite data
    • Zhang, M., and R. A. Scofield, 1994: Artificial neural network techniques for estimating heavy convective rainfall and recognising cloud mergers from satellite data. Int. J. Remote Sens., 15, 3241-3261.
    • (1994) Int. J. Remote Sens , vol.15 , pp. 3241-3261
    • Zhang, M.1    Scofield, R.A.2


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.