메뉴 건너뛰기




Volumn 31, Issue 12, 2008, Pages 1674-1686

Modeling radar-rainfall estimation uncertainties using parametric and non-parametric approaches

Author keywords

Bivariate mixed distribution; Copula; Non parametric regression; Radar rainfall; Uncertainty

Indexed keywords

CATCHMENTS; CHANNEL ESTIMATION; GAGES; METEOROLOGICAL INSTRUMENTS; RADAR; RAIN GAGES; RANDOM ERRORS; RANDOM PROCESSES; SYSTEMATIC ERRORS; UNCERTAINTY ANALYSIS;

EID: 55649123897     PISSN: 03091708     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.advwatres.2008.08.002     Document Type: Article
Times cited : (82)

References (68)
  • 1
    • 0023519728 scopus 로고
    • Relation between measured radar reflectivity and surface rainfall
    • Austin P.M. Relation between measured radar reflectivity and surface rainfall. Mon Weather Rev 115 (1987) 1053-1070
    • (1987) Mon Weather Rev , vol.115 , pp. 1053-1070
    • Austin, P.M.1
  • 2
    • 33846341173 scopus 로고    scopus 로고
    • Copula-based geostatistical models for groundwater quality parameters
    • 10.1029/2005WR004754
    • Bárdossy A. Copula-based geostatistical models for groundwater quality parameters. Water Resour Res 42 (2006) W11416 10.1029/2005WR004754
    • (2006) Water Resour Res , vol.42
    • Bárdossy, A.1
  • 3
    • 53649106056 scopus 로고    scopus 로고
    • Geostatistical interpolation using copulas
    • 10.1029/2007WR006115
    • Bárdossy A., and Li J. Geostatistical interpolation using copulas. Water Resour Res 44 (2008) W07412 10.1029/2007WR006115
    • (2008) Water Resour Res , vol.44
    • Bárdossy, A.1    Li, J.2
  • 4
    • 0009164657 scopus 로고    scopus 로고
    • A nonparametric estimation procedure for bivariate extreme value copulas
    • Capéraà P., Fougères A.L., and Genest C. A nonparametric estimation procedure for bivariate extreme value copulas. Biometrika 84 3 (1997) 567-577
    • (1997) Biometrika , vol.84 , Issue.3 , pp. 567-577
    • Capéraà, P.1    Fougères, A.L.2    Genest, C.3
  • 5
    • 55649112305 scopus 로고    scopus 로고
    • Chen X, Fan Y, Patton A. Simple tests for models of dependence between multiple financial time series, with applications to US equity returns and exchange rates. Financial Markets Group, London School of Economics, Discussion Paper 483, 2004. Available from: http://fmg.lse.ac.uk/~patton/parametriclatest.pdf.
    • Chen X, Fan Y, Patton A. Simple tests for models of dependence between multiple financial time series, with applications to US equity returns and exchange rates. Financial Markets Group, London School of Economics, Discussion Paper 483, 2004. Available from: http://fmg.lse.ac.uk/~patton/parametriclatest.pdf.
  • 6
    • 0038543354 scopus 로고    scopus 로고
    • Local random errors in tipping-bucket rain gauge measurements
    • Ciach G.J. Local random errors in tipping-bucket rain gauge measurements. J Atmosph Ocean Technol 20 (2003) 752-759
    • (2003) J Atmosph Ocean Technol , vol.20 , pp. 752-759
    • Ciach, G.J.1
  • 7
    • 0033599340 scopus 로고    scopus 로고
    • On the estimation of radar rainfall error variance
    • Ciach G.J., and Krajewski W.F. On the estimation of radar rainfall error variance. Adv Water Resour 22 6 (1999) 585-595
    • (1999) Adv Water Resour , vol.22 , Issue.6 , pp. 585-595
    • Ciach, G.J.1    Krajewski, W.F.2
  • 9
    • 38749143995 scopus 로고    scopus 로고
    • Product-error-driven uncertainty model for probabilistic quantitative precipitation estimation with NEXRAD data
    • Ciach G.J., Krajewski W.F., and Villarini G. Product-error-driven uncertainty model for probabilistic quantitative precipitation estimation with NEXRAD data. J Hydrometeorol 8 6 (2007) 1325-1347
    • (2007) J Hydrometeorol , vol.8 , Issue.6 , pp. 1325-1347
    • Ciach, G.J.1    Krajewski, W.F.2    Villarini, G.3
  • 10
    • 0001870612 scopus 로고    scopus 로고
    • Dependence measures for extreme value analyses
    • Coles S., Heffernan J., and Tawn J. Dependence measures for extreme value analyses. Extremes 2 4 (1999) 339-365
    • (1999) Extremes , vol.2 , Issue.4 , pp. 339-365
    • Coles, S.1    Heffernan, J.2    Tawn, J.3
  • 11
    • 0347269107 scopus 로고    scopus 로고
    • A generalized Pareto intensity-duration model of storm rainfall exploiting 2-copulas
    • 10.1029/2002JD002534
    • De Michele C., and Salvadori G. A generalized Pareto intensity-duration model of storm rainfall exploiting 2-copulas. J Geophys Res 108 D2 (2003) 4067 10.1029/2002JD002534
    • (2003) J Geophys Res , vol.108 , Issue.D2 , pp. 4067
    • De Michele, C.1    Salvadori, G.2
  • 12
  • 13
    • 33747703659 scopus 로고    scopus 로고
    • Modelling of extreme wave heights and periods through copulas
    • de Waal D.J., and van Gelder P.H.A.J.M. Modelling of extreme wave heights and periods through copulas. Extremes 8 (2005) 345-356
    • (2005) Extremes , vol.8 , pp. 345-356
    • de Waal, D.J.1    van Gelder, P.H.A.J.M.2
  • 14
    • 34347387958 scopus 로고    scopus 로고
    • Using copulas in hydrology: benefits, cautions, and issues
    • Dupuis D.J. Using copulas in hydrology: benefits, cautions, and issues. J Hydrol Eng 12 4 (2007) 381-393
    • (2007) J Hydrol Eng , vol.12 , Issue.4 , pp. 381-393
    • Dupuis, D.J.1
  • 15
    • 43049093718 scopus 로고    scopus 로고
    • A new rainfall model based on the Neyman-Scott process using cubic copulas
    • 10.1029/2007WR006054
    • Evin G., and Favre A.-C. A new rainfall model based on the Neyman-Scott process using cubic copulas. Water Resour Res 44 (2008) W03433 10.1029/2007WR006054
    • (2008) Water Resour Res , vol.44
    • Evin, G.1    Favre, A.-C.2
  • 17
    • 18744406022 scopus 로고    scopus 로고
    • Goodness-of-fit tests for copulas
    • Fermanian J.D. Goodness-of-fit tests for copulas. J Multivariate Anal 95 1 (2005) 119-152
    • (2005) J Multivariate Anal , vol.95 , Issue.1 , pp. 119-152
    • Fermanian, J.D.1
  • 18
    • 23444460051 scopus 로고    scopus 로고
    • Estimating the tail dependence coefficient: properties and pitfalls
    • Frahm G., Junker M., and Schmidt R. Estimating the tail dependence coefficient: properties and pitfalls. Insurance: Math Econom 37 (2005) 80-100
    • (2005) Insurance: Math Econom , vol.37 , pp. 80-100
    • Frahm, G.1    Junker, M.2    Schmidt, R.3
  • 19
    • 34347380331 scopus 로고    scopus 로고
    • An application of copulas to modeling temporal sampling errors in satellite-derived rainfall estimates
    • Gebremichael M., and Krajewski W.F. An application of copulas to modeling temporal sampling errors in satellite-derived rainfall estimates. J Hydrol Eng 12 4 (2007) 404-408
    • (2007) J Hydrol Eng , vol.12 , Issue.4 , pp. 404-408
    • Gebremichael, M.1    Krajewski, W.F.2
  • 20
    • 62349088727 scopus 로고    scopus 로고
    • Genest C, Rémillard B. Validity of the parametric bootstrap for goodness-of-fit testing in semiparametric models. Annales de l'Institut Henri Poincaré: Probabilités et statistiques; in press, doi:10.1214/07-AIHP148.
    • Genest C, Rémillard B. Validity of the parametric bootstrap for goodness-of-fit testing in semiparametric models. Annales de l'Institut Henri Poincaré: Probabilités et statistiques; in press, doi:10.1214/07-AIHP148.
  • 21
    • 33745318954 scopus 로고    scopus 로고
    • Goodness-of-fit procedures for copula models based on the probability integral transformation
    • Genest C., Quessy J.F., and Rémillard B. Goodness-of-fit procedures for copula models based on the probability integral transformation. Scand J Statist 33 (2006) 337-366
    • (2006) Scand J Statist , vol.33 , pp. 337-366
    • Genest, C.1    Quessy, J.F.2    Rémillard, B.3
  • 22
    • 35848967004 scopus 로고    scopus 로고
    • Metaelliptical copulas and their use in frequency analysis of multivariate hydrological data
    • 10.1029/2006WR005275
    • Genest C., Favre A.C., Béliveau J., and Jacques C. Metaelliptical copulas and their use in frequency analysis of multivariate hydrological data. Water Resour Res 43 (2007) W09401 10.1029/2006WR005275
    • (2007) Water Resour Res , vol.43
    • Genest, C.1    Favre, A.C.2    Béliveau, J.3    Jacques, C.4
  • 23
    • 63449084564 scopus 로고    scopus 로고
    • Goodness-of-fit tests for copulas: a review and a power study
    • 10.1016/j.insmatheco.2007.10.005
    • Genest C., Rémillard B., and Beaudoin D. Goodness-of-fit tests for copulas: a review and a power study. Insurance: Math Econom (2008) 10.1016/j.insmatheco.2007.10.005
    • (2008) Insurance: Math Econom
    • Genest, C.1    Rémillard, B.2    Beaudoin, D.3
  • 24
    • 33645732940 scopus 로고    scopus 로고
    • Design hyetographs analysis with 3-copula function
    • Grimaldi S., and Serinaldi F. Design hyetographs analysis with 3-copula function. Hydrol Sci J 51 2 (2006) 223-228
    • (2006) Hydrol Sci J , vol.51 , Issue.2 , pp. 223-228
    • Grimaldi, S.1    Serinaldi, F.2
  • 25
    • 33746255727 scopus 로고    scopus 로고
    • Asymmetric copula in multivariate flood frequency analysis
    • Grimaldi S., and Serinaldi F. Asymmetric copula in multivariate flood frequency analysis. Adv Water Resour 29 8 (2006) 1155-1167
    • (2006) Adv Water Resour , vol.29 , Issue.8 , pp. 1155-1167
    • Grimaldi, S.1    Serinaldi, F.2
  • 27
    • 18844402133 scopus 로고    scopus 로고
    • Generic probability distribution of rainfall in space: the bivariate model
    • Herr H.D., and Krzysztofowicz R. Generic probability distribution of rainfall in space: the bivariate model. J Hydrol 306 (2005) 234-263
    • (2005) J Hydrol , vol.306 , pp. 234-263
    • Herr, H.D.1    Krzysztofowicz, R.2
  • 28
    • 0000310360 scopus 로고
    • L-moments: analysis and estimation of distributions using linear combinations of order statistics
    • Hosking J.R.M. L-moments: analysis and estimation of distributions using linear combinations of order statistics. J Roy Statist Soc Ser B (Methodology) 52 (1990) 105-124
    • (1990) J Roy Statist Soc Ser B (Methodology) , vol.52 , pp. 105-124
    • Hosking, J.R.M.1
  • 30
    • 33749517168 scopus 로고    scopus 로고
    • Another look at measures of forecast accuracy
    • Hyndman R.J., and Koehler A.B. Another look at measures of forecast accuracy. Int J Forecast 22 (2006) 679-688
    • (2006) Int J Forecast , vol.22 , pp. 679-688
    • Hyndman, R.J.1    Koehler, A.B.2
  • 33
    • 55649123935 scopus 로고    scopus 로고
    • Johnson NL, Kotz S, Balakrishnan N. Continuous univariate distributions, vol. 1. Wiley series in probability and mathematical statistics; 1994.
    • Johnson NL, Kotz S, Balakrishnan N. Continuous univariate distributions, vol. 1. Wiley series in probability and mathematical statistics; 1994.
  • 34
    • 41149133233 scopus 로고    scopus 로고
    • Trivariate statistical analysis of extreme rainfall events via the Plackett family of copulas
    • 10.1029/2007WR006261
    • Kao S.-C., and Govindaraju R.S. Trivariate statistical analysis of extreme rainfall events via the Plackett family of copulas. Water Resour Res 44 (2008) W02415 10.1029/2007WR006261
    • (2008) Water Resour Res , vol.44
    • Kao, S.-C.1    Govindaraju, R.S.2
  • 35
    • 0027010183 scopus 로고
    • Representativeness errors in comparisons between radar and gauge measurements of rainfall
    • Kitchen M., and Blackall R.M. Representativeness errors in comparisons between radar and gauge measurements of rainfall. J Hydrol 132 (1992) 13-33
    • (1992) J Hydrol , vol.132 , pp. 13-33
    • Kitchen, M.1    Blackall, R.M.2
  • 37
    • 0036704699 scopus 로고    scopus 로고
    • Radar hydrology: rainfall estimation
    • Krajewski W.F., and Smith J.A. Radar hydrology: rainfall estimation. Adv Water Resour 25 (2002) 1387-1394
    • (2002) Adv Water Resour , vol.25 , pp. 1387-1394
    • Krajewski, W.F.1    Smith, J.A.2
  • 38
    • 0037391208 scopus 로고    scopus 로고
    • An analysis of small-scale rainfall variability in different climatological regimes
    • Krajewski W.F., Ciach G.J., and Habib E. An analysis of small-scale rainfall variability in different climatological regimes. Hydrol Sci J 48 2 (2003) 151-162
    • (2003) Hydrol Sci J , vol.48 , Issue.2 , pp. 151-162
    • Krajewski, W.F.1    Ciach, G.J.2    Habib, E.3
  • 39
    • 0019688612 scopus 로고
    • A reliability index for models
    • Leggett R.W., and Williams L.R. A reliability index for models. Ecol Modell 13 (1981) 303-312
    • (1981) Ecol Modell , vol.13 , pp. 303-312
    • Leggett, R.W.1    Williams, L.R.2
  • 41
    • 0014776873 scopus 로고
    • River flow forecasting through conceptual models. Part I: A discussion of principles
    • Nash J.E., and Sutcliffe J.V. River flow forecasting through conceptual models. Part I: A discussion of principles. J Hydrol 10 (1970) 282-290
    • (1970) J Hydrol , vol.10 , pp. 282-290
    • Nash, J.E.1    Sutcliffe, J.V.2
  • 42
    • 55649101898 scopus 로고    scopus 로고
    • National Academy Press. Global Energy and Water Cycle Experiment (GEWEX) Continental-Scale International Project (GCIP): a review of progress and opportunities. Washington, DC; 1998.
    • National Academy Press. Global Energy and Water Cycle Experiment (GEWEX) Continental-Scale International Project (GCIP): a review of progress and opportunities. Washington, DC; 1998.
  • 44
    • 42549107445 scopus 로고    scopus 로고
    • Fitting copulas to bivariate earthquake data: the seismic gap hypothesis revisited
    • Nikoloulopoulos A.K., and Karlis D. Fitting copulas to bivariate earthquake data: the seismic gap hypothesis revisited. Environmetrics 19 (2008) 251-269
    • (2008) Environmetrics , vol.19 , pp. 251-269
    • Nikoloulopoulos, A.K.1    Karlis, D.2
  • 45
    • 40249111980 scopus 로고    scopus 로고
    • Copula model evaluation based on parametric bootstrap
    • Nikoloulopoulos A.K., and Karlis D. Copula model evaluation based on parametric bootstrap. Comput Statist Data Anal 52 (2008) 3342-3353
    • (2008) Comput Statist Data Anal , vol.52 , pp. 3342-3353
    • Nikoloulopoulos, A.K.1    Karlis, D.2
  • 46
    • 21444431713 scopus 로고    scopus 로고
    • Goodness-of-fit test for copulas
    • Panchenko V. Goodness-of-fit test for copulas. Physica A 355 (2005) 176-182
    • (2005) Physica A , vol.355 , pp. 176-182
    • Panchenko, V.1
  • 47
    • 34347377155 scopus 로고    scopus 로고
    • Importance of tail dependence in bivariate frequency analysis
    • Poulin A., Huard D., Favre A.C., and Pugin S. Importance of tail dependence in bivariate frequency analysis. J Hydrol Eng 12 4 (2007) 394-403
    • (2007) J Hydrol Eng , vol.12 , Issue.4 , pp. 394-403
    • Poulin, A.1    Huard, D.2    Favre, A.C.3    Pugin, S.4
  • 48
    • 33847237299 scopus 로고    scopus 로고
    • Use of a Gaussian copula for multivariate extreme value analysis: some case studies in hydrology
    • Renard B., and Lang M. Use of a Gaussian copula for multivariate extreme value analysis: some case studies in hydrology. Adv Water Resour 30 4 (2007) 897-912
    • (2007) Adv Water Resour , vol.30 , Issue.4 , pp. 897-912
    • Renard, B.1    Lang, M.2
  • 50
    • 12544258027 scopus 로고    scopus 로고
    • Frequency analysis via copulas: theoretical aspects and applications to hydrological events
    • 10.1029/2004WR003133
    • Salvadori G., and De Michele C. Frequency analysis via copulas: theoretical aspects and applications to hydrological events. Water Resour Res 40 (2004) W12511 10.1029/2004WR003133
    • (2004) Water Resour Res , vol.40
    • Salvadori, G.1    De Michele, C.2
  • 51
    • 2542418932 scopus 로고    scopus 로고
    • Analytical calculation of storm volume statistics involving Pareto-like intensity-duration marginals
    • 10.1029/2003GL018767
    • Salvadori G., and De Michele C. Analytical calculation of storm volume statistics involving Pareto-like intensity-duration marginals. Geophys Res Lett (2004) 3 10.1029/2003GL018767
    • (2004) Geophys Res Lett , pp. 3
    • Salvadori, G.1    De Michele, C.2
  • 53
    • 34547136487 scopus 로고    scopus 로고
    • Do Nash values have value?
    • Schaefli B., and Gupta H.V. Do Nash values have value?. Hydrol Process 21 (2007) 2075-2080
    • (2007) Hydrol Process , vol.21 , pp. 2075-2080
    • Schaefli, B.1    Gupta, H.V.2
  • 54
    • 33745326708 scopus 로고    scopus 로고
    • Tail dependence
    • Cizek P., Härdle W., and Weron R. (Eds), Springer Verlag, New York
    • Schmidt R. Tail dependence. In: Cizek P., Härdle W., and Weron R. (Eds). Statistical tools in finance and insurance (2005), Springer Verlag, New York
    • (2005) Statistical tools in finance and insurance
    • Schmidt, R.1
  • 55
    • 33745318081 scopus 로고    scopus 로고
    • Non-parametric estimation of tail dependence
    • Schmidt R., and Stadtmüller U. Non-parametric estimation of tail dependence. Scand J Statist 33 (2006) 307-335
    • (2006) Scand J Statist , vol.33 , pp. 307-335
    • Schmidt, R.1    Stadtmüller, U.2
  • 56
    • 50149095771 scopus 로고    scopus 로고
    • K, upper tail dependence coefficient, and 2-copulas with application to rainfall fields
    • K, upper tail dependence coefficient, and 2-copulas with application to rainfall fields. Stochast Environ Res Risk Assess 22 (2008) 671-688
    • (2008) Stochast Environ Res Risk Assess , vol.22 , pp. 671-688
    • Serinaldi, F.1
  • 57
    • 67349186206 scopus 로고    scopus 로고
    • Serinaldi F. Copula-based mixed models for bivariate rainfall data: an empirical study in regression perspective. Stochast Environ Res Risk Assess; in press. doi:10.1007/s00477-008-0249-z.
    • Serinaldi F. Copula-based mixed models for bivariate rainfall data: an empirical study in regression perspective. Stochast Environ Res Risk Assess; in press. doi:10.1007/s00477-008-0249-z.
  • 58
    • 33747607479 scopus 로고    scopus 로고
    • Fitting drought duration and severity with two-dimensional copulas
    • Shiau J.T. Fitting drought duration and severity with two-dimensional copulas. Water Resour Manage 20 (2006) 795-815
    • (2006) Water Resour Manage , vol.20 , pp. 795-815
    • Shiau, J.T.1
  • 59
    • 0027470366 scopus 로고
    • A bivariate mixed lognormal distribution with an analysis of rainfall data
    • Shimizu K. A bivariate mixed lognormal distribution with an analysis of rainfall data. J Appl Meteorol 32 (1993) 161-171
    • (1993) J Appl Meteorol , vol.32 , pp. 161-171
    • Shimizu, K.1
  • 60
    • 0000795592 scopus 로고
    • Fonction de répartition à n dimensions et leurs marges
    • Sklar A. Fonction de répartition à n dimensions et leurs marges. Publ. Inst. Statist. Univ. Paris 8 (1959) 229-231
    • (1959) Publ. Inst. Statist. Univ. Paris , vol.8 , pp. 229-231
    • Sklar, A.1
  • 61
    • 25644441652 scopus 로고    scopus 로고
    • Some observations on copula regression functions
    • Sungur E.A. Some observations on copula regression functions. Commun Statist-Theory Methods 34 (2005) 1967-1978
    • (2005) Commun Statist-Theory Methods , vol.34 , pp. 1967-1978
    • Sungur, E.A.1
  • 62
    • 44649087596 scopus 로고    scopus 로고
    • Empirically-based modeling of spatial sampling uncertainties associated with rainfall measurements by rain gauges
    • Villarini G., and Krajewski W.F. Empirically-based modeling of spatial sampling uncertainties associated with rainfall measurements by rain gauges. Adv Water Resour 31 7 (2008) 1015-1023
    • (2008) Adv Water Resour , vol.31 , Issue.7 , pp. 1015-1023
    • Villarini, G.1    Krajewski, W.F.2
  • 63
    • 53149098655 scopus 로고    scopus 로고
    • Rainfall and sampling errors: a rain gauge perspective
    • 10.1029/2007JD009214
    • Villarini G., Mandapaka P.V., Krajewski W.F., and Moore R.J. Rainfall and sampling errors: a rain gauge perspective. J Geophys Res 113 (2008) D11102 10.1029/2007JD009214
    • (2008) J Geophys Res , vol.113
    • Villarini, G.1    Mandapaka, P.V.2    Krajewski, W.F.3    Moore, R.J.4
  • 64
    • 55649123715 scopus 로고    scopus 로고
    • Villarini G, Krajewski WF, Ciach GJ, Zimmerman DL. Product-error-driven generator of probable rainfall conditioned on WSR-88D precipitation estimates. Water Resour Res; submitted for publication.
    • Villarini G, Krajewski WF, Ciach GJ, Zimmerman DL. Product-error-driven generator of probable rainfall conditioned on WSR-88D precipitation estimates. Water Resour Res; submitted for publication.
  • 65
    • 0018700743 scopus 로고
    • Radar measurement of rainfall-a summary
    • Wilson J.W., and Brandes E.A. Radar measurement of rainfall-a summary. Bull Am Meteorol Soc 60 (1979) 1048-1058
    • (1979) Bull Am Meteorol Soc , vol.60 , pp. 1048-1058
    • Wilson, J.W.1    Brandes, E.A.2
  • 66
    • 0031689648 scopus 로고    scopus 로고
    • On the simulation of infiltration- and saturation-excess runoff using radar-based rainfall estimates: effects of algorithm uncertainty and pixel aggregation
    • Winchell M., Gupta H.V., and Sorooshian S. On the simulation of infiltration- and saturation-excess runoff using radar-based rainfall estimates: effects of algorithm uncertainty and pixel aggregation. Water Resour Res 34 10 (1998) 2655-2670
    • (1998) Water Resour Res , vol.34 , Issue.10 , pp. 2655-2670
    • Winchell, M.1    Gupta, H.V.2    Sorooshian, S.3
  • 67
    • 0034444185 scopus 로고    scopus 로고
    • Accuracy of rainfall measurement for scales of hydrological interest
    • Wood S.J., Jones D.A., and Moore R.J. Accuracy of rainfall measurement for scales of hydrological interest. Hydrol Earth Syst Sci 4 4 (2000) 531-543
    • (2000) Hydrol Earth Syst Sci , vol.4 , Issue.4 , pp. 531-543
    • Wood, S.J.1    Jones, D.A.2    Moore, R.J.3
  • 68
    • 55649124577 scopus 로고    scopus 로고
    • Zawadzki I. Factors affecting the precision of radar measurement of rain. In: 22nd Conference on radar meteorology, Zurich, Switzerland; 1984.
    • Zawadzki I. Factors affecting the precision of radar measurement of rain. In: 22nd Conference on radar meteorology, Zurich, Switzerland; 1984.


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.