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Volumn 7, Issue 1, 2013, Pages 588-612

Daily minimum and maximum temperature simulation over complex terrain

Author keywords

Complex terrain; Gaussian process; Maximum temperature; Minimum temperature; Multivariate covariance; Nonstationary; Simulation; Stochastic weather generator

Indexed keywords


EID: 84876059206     PISSN: 19326157     EISSN: 19417330     Source Type: Journal    
DOI: 10.1214/12-AOAS602     Document Type: Article
Times cited : (34)

References (58)
  • 1
    • 66049156984 scopus 로고    scopus 로고
    • Space-time modelling of precipitation by using a hidden Markov model and censored Gaussian distributions
    • Ailliot, P., Thompson, C. and Thomson, P. (2009). Space-time modelling of precipitation by using a hidden Markov model and censored Gaussian distributions. J. R. Stat. Soc. Ser. C. Appl. Stat. 58 405-426.
    • (2009) J. R. Stat. Soc. Ser. C. Appl. Stat , vol.58 , pp. 405-426
    • Ailliot, P.1    Thompson, C.2    Thomson, P.3
  • 2
    • 0142157131 scopus 로고    scopus 로고
    • A latent Gaussian Markov random-field model for spatiotemporal rainfall disaggregation
    • Allcroft, D. J. and Glasbey, C. A. (2003). A latent Gaussian Markov random-field model for spatiotemporal rainfall disaggregation. J. Roy. Statist. Soc. Ser. C 52 487-498.
    • (2003) J. Roy. Statist. Soc. Ser. C , vol.52 , pp. 487-498
    • Allcroft, D.J.1    Glasbey, C.A.2
  • 3
    • 84862880257 scopus 로고    scopus 로고
    • A valid Matérn class of cross-covariance functions for multivariate random fields with any number of components
    • Apanasovich, T. V., Genton, M. G. and Sun, Y. (2012). A valid Matérn class of cross-covariance functions for multivariate random fields with any number of components. J. Amer. Statist. Assoc. 107 180-193.
    • (2012) J. Amer. Statist. Assoc , vol.107 , pp. 180-193
    • Apanasovich, T.V.1    Genton, M.G.2    Sun, Y.3
  • 5
    • 27544440063 scopus 로고    scopus 로고
    • On the use of generalized linear models for interpreting climate variability
    • Chandler, R. E. (2005). On the use of generalized linear models for interpreting climate variability. Environmetrics 16 699-715.
    • (2005) Environmetrics , vol.16 , pp. 699-715
    • Chandler, R.E.1
  • 6
    • 80052811314 scopus 로고    scopus 로고
    • Filtered kriging for spatial data with heterogeneous measurement error volumes
    • Christensen, W. F. (2011). Filtered kriging for spatial data with heterogeneous measurement error volumes. Biometrics 67 947-957.
    • (2011) Biometrics , vol.67 , pp. 947-957
    • Christensen, W.F.1
  • 8
    • 0028552275 scopus 로고
    • A statistical-topographic model for mapping climatological precipitation over mountainous terrain
    • Daly, C., Neilson, R. P. and Phillips, D. L. (1994). A statistical-topographic model for mapping climatological precipitation over mountainous terrain. Journal of Applied Meteorology 33 140-158.
    • (1994) Journal of Applied Meteorology , vol.33 , pp. 140-158
    • Daly, C.1    Neilson, R.P.2    Phillips, D.L.3
  • 9
    • 0035801874 scopus 로고    scopus 로고
    • Weather modelling using a multivariate latent Gaussian model
    • Durban, M. and Glasbey, C. A. (2001). Weather modelling using a multivariate latent Gaussian model. Agricultural and Forest Meteorology 109 187-201.
    • (2001) Agricultural and Forest Meteorology , vol.109 , pp. 187-201
    • Durban, M.1    Glasbey, C.A.2
  • 11
    • 0042401905 scopus 로고    scopus 로고
    • Spectral methods for nonstationary spatial processes
    • Fuentes, M. (2002). Spectral methods for nonstationary spatial processes. Biometrika 89 197-210.
    • (2002) Biometrika , vol.89 , pp. 197-210
    • Fuentes, M.1
  • 12
    • 20744444147 scopus 로고    scopus 로고
    • Spatial process modelling for univariate and multivariate dynamic spatial data
    • Gelfand, A. E., Banerjee, S. and Gamerman, D. (2005). Spatial process modelling for univariate and multivariate dynamic spatial data. Environmetrics 16 465-479.
    • (2005) Environmetrics , vol.16 , pp. 465-479
    • Gelfand, A.E.1    Banerjee, S.2    Gamerman, D.3
  • 14
    • 13444251351 scopus 로고    scopus 로고
    • Nonstationary multivariate process modeling through spatially varying coregionalization
    • Gelfand, A. E., Schmidt, A. M., Banerjee, S. and Sirmans, C. F. (2004). Nonstationary multivariate process modeling through spatially varying coregionalization. TEST 13 263-312.
    • (2004) TEST , vol.13 , pp. 263-312
    • Gelfand, A.E.1    Schmidt, A.M.2    Banerjee, S.3    Sirmans, C.F.4
  • 15
    • 78649437871 scopus 로고    scopus 로고
    • Matérn cross-covariance functions for multivariate random fields
    • Gneiting, T., Kleiber, W. and Schlather, M. (2010). Matérn cross-covariance functions for multivariate random fields. J. Amer. Statist. Assoc. 105 1167-1177.
    • (2010) J. Amer. Statist. Assoc , vol.105 , pp. 1167-1177
    • Gneiting, T.1    Kleiber, W.2    Schlather, M.3
  • 16
    • 84864974658 scopus 로고    scopus 로고
    • A positive definite estimator of the non-stationary covariance of random fields
    • P. Monestiez, D. Allard and R. Froidevaux, eds.) Kluwer Academic, Dordrecht, Netherlands
    • Guillot, G., Senoussi, R. and Monestiez, P. (2001). A positive definite estimator of the non-stationary covariance of random fields. In GeoENV 2000: Third European Conference on Geostatistics for Environmental Applications (P. Monestiez, D. Allard and R. Froidevaux, eds.) Kluwer Academic, Dordrecht, Netherlands.
    • (2001) GeoENV 2000: Third European Conference On Geostatistics For Environmental Applications
    • Guillot, G.1    Senoussi, R.2    Monestiez, P.3
  • 17
    • 33845770233 scopus 로고    scopus 로고
    • Studies in the history of probability and statistics. XLIX. On the Matérn correlation family
    • Guttorp, P. and Gneiting, T. (2006). Studies in the history of probability and statistics. XLIX. On the Matérn correlation family. Biometrika 93 989-995.
    • (2006) Biometrika , vol.93 , pp. 989-995
    • Guttorp, P.1    Gneiting, T.2
  • 18
    • 7344234819 scopus 로고
    • Lognormal and moving window methods of estimating acid deposition
    • Haas, T. C. (1990). Lognormal and moving window methods of estimating acid deposition. J. Amer. Statist. Assoc. 85 950-963.
    • (1990) J. Amer. Statist. Assoc , vol.85 , pp. 950-963
    • Haas, T.C.1
  • 19
    • 0032422974 scopus 로고    scopus 로고
    • A process-convolution approach to modelling temperatures in the North Atlantic Ocean
    • Higdon, D. (1998). A process-convolution approach to modelling temperatures in the North Atlantic Ocean. Environ. Ecol. Stat. 5 173-190.
    • (1998) Environ. Ecol. Stat , vol.5 , pp. 173-190
    • Higdon, D.1
  • 21
    • 0033480863 scopus 로고    scopus 로고
    • A non-homogeneous hidden Markov model for precipitation occurrence
    • Hughes, J. P. and Guttorp, P. (1999). A non-homogeneous hidden Markov model for precipitation occurrence. Applied Statistics 48 15-30.
    • (1999) Applied Statistics , vol.48 , pp. 15-30
    • Hughes, J.P.1    Guttorp, P.2
  • 23
    • 0033851837 scopus 로고    scopus 로고
    • Spatial variability and interpolation of stochastic weather simulation model parameters
    • Johnson, G. L., Daly, C., Taylor, G. H. and Hanson, C. L. (2000). Spatial variability and interpolation of stochastic weather simulation model parameters. Journal of Applied Meteorology 39 778-795.
    • (2000) Journal of Applied Meteorology , vol.39 , pp. 778-795
    • Johnson, G.L.1    Daly, C.2    Taylor, G.H.3    Hanson, C.L.4
  • 24
    • 0030537071 scopus 로고    scopus 로고
    • Bounded bivariate distributions with nearly normal marginals
    • Jolliffe, I. T. and Hope, P. B. (1996). Bounded bivariate distributions with nearly normal marginals. Amer. Statist. 50 17-20.
    • (1996) Amer. Statist , vol.50 , pp. 17-20
    • Jolliffe, I.T.1    Hope, P.B.2
  • 25
    • 11144306061 scopus 로고    scopus 로고
    • Multivariate distributions with support above the diagonal
    • Jones, M. C. and Larsen, P. V. (2004). Multivariate distributions with support above the diagonal. Biometrika 91 975-986.
    • (2004) Biometrika , vol.91 , pp. 975-986
    • Jones, M.C.1    Larsen, P.V.2
  • 26
    • 81855185602 scopus 로고    scopus 로고
    • Non-stationary cross-covariance models for multivariate processes on a globe
    • Jun, M. (2011). Non-stationary cross-covariance models for multivariate processes on a globe. Scand. J. Stat. 38 726-747.
    • (2011) Scand. J. Stat , vol.38 , pp. 726-747
    • Jun, M.1
  • 27
    • 80053216896 scopus 로고    scopus 로고
    • A statistical investigation of the sensitivity of ensemble-based Kalman filters to covariance filtering
    • Jun, M., Szunyogh, I., Genton, M. G., Zhang, F. and Bishop, C. H. (2011). A statistical investigation of the sensitivity of ensemble-based Kalman filters to covariance filtering. Monthly Weather Review 139 3036-3051.
    • (2011) Monthly Weather Review , vol.139 , pp. 3036-3051
    • Jun, M.1    Szunyogh, I.2    Genton, M.G.3    Zhang, F.4    Bishop, C.H.5
  • 28
    • 20444461640 scopus 로고    scopus 로고
    • Analyzing nonstationary spatial data using piecewise Gaussian processes
    • Kim, H.-M., Mallick, B. K. and Holmes, C. C. (2005). Analyzing nonstationary spatial data using piecewise Gaussian processes. J. Amer. Statist. Assoc. 100 653-668.
    • (2005) J. Amer. Statist. Assoc , vol.100 , pp. 653-668
    • Kim, H.-M.1    Mallick, B.K.2    Holmes, C.C.3
  • 29
    • 84874778588 scopus 로고    scopus 로고
    • Spatially varying cross-correlation coefficients in the presence of nugget effects
    • Kleiber, W. and Genton, M. G. (2013). Spatially varying cross-correlation coefficients in the presence of nugget effects. Biometrika 100 213-220.
    • (2013) Biometrika , vol.100 , pp. 213-220
    • Kleiber, W.1    Genton, M.G.2
  • 30
    • 84856298369 scopus 로고    scopus 로고
    • Daily spatiotemporal precipitation simulation using latent and transformed Gaussian processes
    • Kleiber, W., Katz, R. W. and Rajagopalan, B. (2012). Daily spatiotemporal precipitation simulation using latent and transformed Gaussian processes. Water Resources Research 48.
    • (2012) Water Resources Research , vol.48
    • Kleiber, W.1    Katz, R.W.2    Rajagopalan, B.3
  • 31
    • 84863476484 scopus 로고    scopus 로고
    • Nonstationary modeling for multivariate spatial processes
    • Kleiber, W. and Nychka, D. (2012). Nonstationary modeling for multivariate spatial processes. J. Multivariate Anal. 112 76-91.
    • (2012) J. Multivariate Anal , vol.112 , pp. 76-91
    • Kleiber, W.1    Nychka, D.2
  • 32
    • 84855993199 scopus 로고    scopus 로고
    • Geostatistical model averaging for locally calibrated probabilistic quantitative precipitation forecasting
    • Kleiber, W., Raftery, A. E. and Gneiting, T. (2011). Geostatistical model averaging for locally calibrated probabilistic quantitative precipitation forecasting. J. Amer. Statist. Assoc. 106 1291-1303.
    • (2011) J. Amer. Statist. Assoc , vol.106 , pp. 1291-1303
    • Kleiber, W.1    Raftery, A.E.2    Gneiting, T.3
  • 33
    • 80052419057 scopus 로고    scopus 로고
    • Locally calibrated probabilistic temperature forecasting using geostatistical model averaging and local Bayesian model averaging
    • Kleiber, W., Raftery, A. E., Baars, J., Gneiting, T., Mass, C. F. and Grimit, E. (2011). Locally calibrated probabilistic temperature forecasting using geostatistical model averaging and local Bayesian model averaging. Monthly Weather Review 139 2630-2649.
    • (2011) Monthly Weather Review , vol.139 , pp. 2630-2649
    • Kleiber, W.1    Raftery, A.E.2    Baars, J.3    Gneiting, T.4    Mass, C.F.5    Grimit, E.6
  • 34
    • 0028561585 scopus 로고
    • A simple energy budget algorithm for the snowmelt runoff model
    • Kustas, W. P., Rango, A. and Uijlenhoet, R. (1994). A simple energy budget algorithm for the snowmelt runoff model. Water Resources Research 30 1515-1527.
    • (1994) Water Resources Research , vol.30 , pp. 1515-1527
    • Kustas, W.P.1    Rango, A.2    Uijlenhoet, R.3
  • 35
    • 0029663871 scopus 로고    scopus 로고
    • A nearest neighbor bootstrap for resampling hydrological time series
    • Lall, U. and Sharma, A. (1996). A nearest neighbor bootstrap for resampling hydrological time series. Water Resources Research 32 679-693.
    • (1996) Water Resources Research , vol.32 , pp. 679-693
    • Lall, U.1    Sharma, A.2
  • 36
    • 0025587429 scopus 로고
    • Mean seasonal and spatial variability in global surface air temperature
    • Legates, D. R. and Willmott, C. J. (1990). Mean seasonal and spatial variability in global surface air temperature. Theoretical and Applied Climatology 41 11-21.
    • (1990) Theoretical and Applied Climatology , vol.41 , pp. 11-21
    • Legates, D.R.1    Willmott, C.J.2
  • 37
    • 21144459934 scopus 로고
    • Regional trends in sulfate wet deposition
    • Oehlert, G. W. (1993). Regional trends in sulfate wet deposition. J. Amer. Statist. Assoc. 88 390-399.
    • (1993) J. Amer. Statist. Assoc , vol.88 , pp. 390-399
    • Oehlert, G.W.1
  • 38
    • 33745999511 scopus 로고    scopus 로고
    • Spatial modelling using a new class of nonstationary covariance functions
    • Paciorek, C. J. and Schervish, M. J. (2006). Spatial modelling using a new class of nonstationary covariance functions. Environmetrics 17 483-506.
    • (2006) Environmetrics , vol.17 , pp. 483-506
    • Paciorek, C.J.1    Schervish, M.J.2
  • 39
    • 0037088216 scopus 로고    scopus 로고
    • Climate change in the Colorado Rocky Mountains: Free air versus surface temperature trends
    • Pepin, N. and Losleben, M. (2002). Climate change in the Colorado Rocky Mountains: Free air versus surface temperature trends. International Journal of Climatology 22 311-329.
    • (2002) International Journal of Climatology , vol.22 , pp. 311-329
    • Pepin, N.1    Losleben, M.2
  • 40
    • 0031400135 scopus 로고    scopus 로고
    • An overview of the Global Historical Climatology Network temperature database
    • Peterson, T. C. and Vose, R. S. (1997). An overview of the Global Historical Climatology Network temperature database. Bulletin of the American Meteorological Society 78 2837-2849.
    • (1997) Bulletin of the American Meteorological Society , vol.78 , pp. 2837-2849
    • Peterson, T.C.1    Vose, R.S.2
  • 43
    • 0026299469 scopus 로고
    • A serial approach to local stochastic weather models
    • Racsko, P., Szeidl, L. and Semenov, M. (1991). A serial approach to local stochastic weather models. Ecological Modelling 57 27-41.
    • (1991) Ecological Modelling , vol.57 , pp. 27-41
    • Racsko, P.1    Szeidl, L.2    Semenov, M.3
  • 44
    • 0032848078 scopus 로고    scopus 로고
    • A k-nearest neighbor simulator for daily precipitation and other weather variables
    • Rajagopalan, B. and Lall, U. (1999). A k-nearest neighbor simulator for daily precipitation and other weather variables. Water Resources Research 35 3089-3101.
    • (1999) Water Resources Research , vol.35 , pp. 3089-3101
    • Rajagopalan, B.1    Lall, U.2
  • 45
    • 0019353887 scopus 로고
    • Stochastic simulation of daily precipitation, temperature, and solar radiation
    • Richardson, C. W. (1981). Stochastic simulation of daily precipitation, temperature, and solar radiation. Water Resources Research 17 182-190.
    • (1981) Water Resources Research , vol.17 , pp. 182-190
    • Richardson, C.W.1
  • 46
    • 0000581964 scopus 로고
    • Extrapolation of synoptic meteorological data in mountainous terrain and its use for simulating forest evapotranspiration and photosynthesis
    • Running, S. W., Nemani, R. R. and Hungerford, R. D. (1987). Extrapolation of synoptic meteorological data in mountainous terrain and its use for simulating forest evapotranspiration and photosynthesis. Canadian Journal of Forest Research 17 472-483.
    • (1987) Canadian Journal of Forest Research , vol.17 , pp. 472-483
    • Running, S.W.1    Nemani, R.R.2    Hungerford, R.D.3
  • 47
    • 0000832522 scopus 로고
    • Nonparametric estimation of nonstationary spatial covariance structure
    • Sampson, P. D. and Guttorp, P. (1992). Nonparametric estimation of nonstationary spatial covariance structure. J. Amer. Statist. Assoc. 87 108-119.
    • (1992) J. Amer. Statist. Assoc , vol.87 , pp. 108-119
    • Sampson, P.D.1    Guttorp, P.2
  • 48
    • 0442325059 scopus 로고    scopus 로고
    • A nonstationary multisite model for rainfall
    • Sansó, B. and Guenni, L. (2000). A nonstationary multisite model for rainfall. J. Amer. Statist. Assoc. 95 1089-1100.
    • (2000) J. Amer. Statist. Assoc , vol.95 , pp. 1089-1100
    • Sansó, B.1    Guenni, L.2
  • 49
    • 0030619730 scopus 로고    scopus 로고
    • Use of a stochastic weather generator in the development of climate change scenarios
    • Semenov, M. A. and Barrow, E. M. (1997). Use of a stochastic weather generator in the development of climate change scenarios. Climatic Change 35 397-414.
    • (1997) Climatic Change , vol.35 , pp. 397-414
    • Semenov, M.A.1    Barrow, E.M.2
  • 50
    • 0036427582 scopus 로고    scopus 로고
    • Modelling daily multivariate pollutant data at multiple sites
    • Shaddick, G. and Wakefield, J. (2002). Modelling daily multivariate pollutant data at multiple sites. J. Roy. Statist. Soc. Ser. C 51 351-372.
    • (2002) J. Roy. Statist. Soc. Ser. C , vol.51 , pp. 351-372
    • Shaddick, G.1    Wakefield, J.2
  • 54
    • 0030615723 scopus 로고    scopus 로고
    • Generating surfaces of daily meteorological variables over large regions of complex terrain
    • Thornton, P. E., Running, S. W. and White, M. A. (1997). Generating surfaces of daily meteorological variables over large regions of complex terrain. Journal of Hydrology 190 214-251.
    • (1997) Journal of Hydrology , vol.190 , pp. 214-251
    • Thornton, P.E.1    Running, S.W.2    White, M.A.3
  • 56
    • 0033618903 scopus 로고    scopus 로고
    • Simultaneous stochastic simulation of daily precipitation, temperature and solar radiation at multiple sites in complex terrain
    • Wilks, D. S. (1999). Simultaneous stochastic simulation of daily precipitation, temperature and solar radiation at multiple sites in complex terrain. Agricultural and Forest Meteorology 96 85-101.
    • (1999) Agricultural and Forest Meteorology , vol.96 , pp. 85-101
    • Wilks, D.S.1
  • 57
    • 0033429287 scopus 로고    scopus 로고
    • The weather generation game: A review of stochastic weather models
    • Wilks, D. S. and Wilby, R. L. (1999). The weather generation game: A review of stochastic weather models. Progress in Physical Geography 23 329-357.
    • (1999) Progress In Physical Geography , vol.23 , pp. 329-357
    • Wilks, D.S.1    Wilby, R.L.2
  • 58
    • 0029537930 scopus 로고
    • Smart interpolation of annually averaged air temperature in the United States
    • Willmott, C. J. and Matsuura, K. (1995). Smart interpolation of annually averaged air temperature in the United States. Journal of Applied Meteorology 34 2577-2586.
    • (1995) Journal of Applied Meteorology , vol.34 , pp. 2577-2586
    • Willmott, C.J.1    Matsuura, K.2


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