BayGEN: A Bayesian Space‐Time Stochastic Weather Generator

[1]  Howard S. Wheater,et al.  Multisite multivariate modeling of daily precipitation and temperature in the Canadian Prairie Provinces using generalized linear models , 2016, Climate Dynamics.

[2]  Richard W. Katz,et al.  Improving the simulation of extreme precipitation events by stochastic weather generators , 2008 .

[3]  R. Katz,et al.  Daily spatiotemporal precipitation simulation using latent and transformed Gaussian processes , 2012 .

[4]  D. Wilks Multisite generalization of a daily stochastic precipitation generation model , 1998 .

[5]  Richard Coe,et al.  A Model Fitting Analysis of Daily Rainfall Data , 1984 .

[6]  B. Rajagopalan,et al.  A conditional stochastic weather generator for seasonal to multi-decadal simulations , 2018 .

[7]  J. Gutiérrez,et al.  Applications of Bayesian Networks in Meteorology , 2004 .

[8]  Thomas Berger,et al.  Multi-agent simulation for the targeting of development policies in less-favored areas , 2006 .

[9]  Charles M. Macal,et al.  Lessons from a comprehensive validation of an agent based-model: The experience of the Pampas Model of Argentinean agricultural systems , 2014 .

[10]  Validation of Bayesian kriging of arsenic, chromium, lead, and mercury surface soil concentrations based on internode sampling. , 2009, Environmental science & technology.

[11]  Budong Qian,et al.  Multisite stochastic weather models for impact studies , 2002 .

[12]  S. Sorooshian,et al.  Multi-model ensemble hydrologic prediction using Bayesian model averaging , 2007 .

[13]  J. Dardanelli,et al.  Predicting on-farm soybean yields in the pampas using CROPGRO-soybean , 2007 .

[14]  Andrew Gelman,et al.  The No-U-turn sampler: adaptively setting path lengths in Hamiltonian Monte Carlo , 2011, J. Mach. Learn. Res..

[15]  Richard E. Chandler,et al.  On the use of generalized linear models for interpreting climate variability , 2005 .

[16]  Dustin Tran,et al.  Automatic Differentiation Variational Inference , 2016, J. Mach. Learn. Res..

[17]  D. Nychka,et al.  Bayesian Spatial Modeling of Extreme Precipitation Return Levels , 2007 .

[18]  Theo Brandsma,et al.  Multisite simulation of daily precipitation and temperature in the Rhine Basin by nearest‐neighbor resampling , 2001 .

[19]  E. Weber,et al.  Decadal Climate Variability in the Argentine Pampas: Regional Impacts of Plausible Climate Scenarios on Agricultural Systems , 2009 .

[20]  R. Katz,et al.  Coupled stochastic weather generation using spatial and generalized linear models , 2015, Stochastic Environmental Research and Risk Assessment.

[21]  James Nolan,et al.  An Agent‐Based Simulation Model of Structural Change in Canadian Prairie Agriculture, 1960–2000 , 2009 .

[22]  Kenneth Strzepek,et al.  A technique for generating regional climate scenarios using a nearest‐neighbor algorithm , 2003 .

[23]  Guillermo P Podesta,et al.  Climatic information and decision-making in maize crop production systems of the Argentinean Pampas , 2006 .

[24]  R. Srikanthan,et al.  A comparison of three stochastic multi-site precipitation occurrence generators , 2006 .

[25]  Jacob M. Montgomery,et al.  Bayesian Model Averaging: Theoretical Developments and Practical Applications , 2010, Political Analysis.

[26]  Daniel S. Wilks,et al.  High-resolution spatial interpolation of weather generator parameters using local weighted regressions , 2008 .

[27]  Alfons Balmann,et al.  Does structure matter? The impact of switching the agricultural policy regime on farm structures , 2008 .

[28]  J. M. Sloughter,et al.  Probabilistic Quantitative Precipitation Forecasting Using Bayesian Model Averaging , 2007 .

[29]  D. Burn,et al.  Improved K-Nearest Neighbor Weather Generating Model , 2007 .

[30]  M. Stein,et al.  A Bayesian analysis of kriging , 1993 .

[31]  S. Richardson,et al.  Variable selection and Bayesian model averaging in case‐control studies , 2001, Statistics in medicine.

[32]  Upmanu Lall,et al.  A k‐nearest‐neighbor simulator for daily precipitation and other weather variables , 1999 .

[33]  Brian J Reich,et al.  A HIERARCHICAL MAX-STABLE SPATIAL MODEL FOR EXTREME PRECIPITATION. , 2013, The annals of applied statistics.

[34]  David B. Stephenson,et al.  The seasonal forecast of electricity demand: a hierarchical Bayesian model with climatological weather generator , 2006 .

[35]  C. W. Richardson Stochastic simulation of daily precipitation, temperature, and solar radiation , 1981 .

[36]  Yurii Nesterov,et al.  Primal-dual subgradient methods for convex problems , 2005, Math. Program..

[37]  Richard W. Katz,et al.  Precipitation as a Chain-Dependent Process , 1977 .

[38]  Guillermo P Podesta,et al.  Sensitivity of CERES-Maize simulated yields to uncertainty in soil properties and daily solar radiation , 2007 .

[39]  Extension of spatial information, Bayesian kriging and updating of prior variogram parameters , 1995 .

[40]  R. L. Smith,et al.  A Bayesian Approach to the Modeling of Spatial-Temporal Precipitation Data , 1997 .

[41]  Bruce A. Robinson,et al.  Treatment of uncertainty using ensemble methods: Comparison of sequential data assimilation and Bayesian model averaging , 2007 .

[42]  Balaji Rajagopalan,et al.  Daily minimum and maximum temperature simulation over complex terrain , 2012, 1210.1814.

[43]  R. Leconte,et al.  Stochastic multi-site generation of daily weather data , 2009 .

[44]  K. Mardia,et al.  A Bayesian kriged Kalman model for short‐term forecasting of air pollution levels , 2005 .

[45]  G. Campbell,et al.  On the relationship between incoming solar radiation and daily maximum and minimum temperature , 1984 .

[46]  Nelson J. Trujillo-Barreto,et al.  Bayesian model averaging in EEG/MEG imaging , 2004, NeuroImage.

[47]  Stephan R. Sain,et al.  Spatial Hierarchical Modeling of Precipitation Extremes From a Regional Climate Model , 2008 .

[48]  Daniel S. Wilks,et al.  A gridded multisite weather generator and synchronization to observed weather data , 2009 .

[49]  Thomas Berger,et al.  Agent-based spatial models applied to agriculture: A simulation tool , 2001 .

[50]  Upmanu Lall,et al.  Hierarchical Bayesian modeling of multisite daily rainfall occurrence: Rainy season onset, peak, and end , 2009 .

[51]  Thomas Berger,et al.  An agent-based simulation model of human-environment interactions in agricultural systems , 2011, Environ. Model. Softw..

[52]  Ian T. Foster,et al.  The parallel system for integrating impact models and sectors (pSIMS) , 2014, Environ. Model. Softw..

[53]  Bruno Sansó,et al.  Joint projections of temperature and precipitation change from multiple climate models: a hierarchical Bayesian approach , 2009 .

[54]  R. Chandler,et al.  Spatial‐temporal rainfall simulation using generalized linear models , 2005 .

[55]  James W. Jones,et al.  The DSSAT cropping system model , 2003 .

[56]  B. Miao,et al.  Bayesian spatiotemporal modeling for blending in situ observations with satellite precipitation estimates , 2014 .

[57]  D. Wilks,et al.  The weather generation game: a review of stochastic weather models , 1999 .

[58]  Brendan A. Wintle,et al.  The Use of Bayesian Model Averaging to Better Represent Uncertainty in Ecological Models , 2003 .

[59]  Balaji Rajagopalan,et al.  Linking weather generators and crop models for assessment of climate forecast outcomes. , 2010 .

[60]  James W. Jones,et al.  GiST: A Stochastic Model for Generating Spatially and Temporally Correlated Daily Rainfall Data , 2010 .

[61]  T. Hauser,et al.  Development of a stochastic weather generator for the sub-polar North Atlantic , 2013, Stochastic Environmental Research and Risk Assessment.

[62]  D. Madigan,et al.  Bayesian Model Averaging in Proportional Hazard Models: Assessing the Risk of a Stroke , 1997 .

[63]  J. Dardanelli,et al.  A linked-modeling framework to estimate maize production risk associated with ENSO-related climate variability in Argentina , 2001 .

[64]  H. Omre Bayesian kriging—Merging observations and qualified guesses in kriging , 1987 .

[65]  A. Shamseldin,et al.  Statistical downscaling of precipitation: state-of-the-art and application of bayesian multi-model approach for uncertainty assessment , 2009 .

[66]  Richard L. Smith,et al.  Regional probabilities of precipitation change: A Bayesian analysis of multimodel simulations , 2004 .

[67]  Ashutosh Limaye,et al.  A Real-Time Gridded Crop Model for Assessing Spatial Drought Stress on Crops in the Southeastern United States , 2011 .

[68]  J. Beersma,et al.  Multi-site simulation of daily precipitation and temperature conditional on the atmospheric circulation , 2003 .