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Title: A hierarchical analysis of the impact of methodological decisions on statistical downscaling of daily precipitation and air temperatures

Authors:
ORCiD logo [1]; ORCiD logo [2]
  1. Department of Earth and Atmospheric SciencesCornell University Ithaca New York
  2. Department of Geography and Environmental ResourceSouthern Illinois University Carbondale Illinois
Publication Date:
Sponsoring Org.:
USDOE
OSTI Identifier:
1492103
Grant/Contract Number:  
DE‐SC0016438
Resource Type:
Publisher's Accepted Manuscript
Journal Name:
International Journal of Climatology
Additional Journal Information:
Journal Name: International Journal of Climatology Journal Volume: 39 Journal Issue: 6; Journal ID: ISSN 0899-8418
Publisher:
Wiley Blackwell (John Wiley & Sons)
Country of Publication:
United Kingdom
Language:
English

Citation Formats

Pryor, Sara C., and Schoof, Justin T. A hierarchical analysis of the impact of methodological decisions on statistical downscaling of daily precipitation and air temperatures. United Kingdom: N. p., 2019. Web. doi:10.1002/joc.5990.
Pryor, Sara C., & Schoof, Justin T. A hierarchical analysis of the impact of methodological decisions on statistical downscaling of daily precipitation and air temperatures. United Kingdom. doi:10.1002/joc.5990.
Pryor, Sara C., and Schoof, Justin T. Fri . "A hierarchical analysis of the impact of methodological decisions on statistical downscaling of daily precipitation and air temperatures". United Kingdom. doi:10.1002/joc.5990.
@article{osti_1492103,
title = {A hierarchical analysis of the impact of methodological decisions on statistical downscaling of daily precipitation and air temperatures},
author = {Pryor, Sara C. and Schoof, Justin T.},
abstractNote = {},
doi = {10.1002/joc.5990},
journal = {International Journal of Climatology},
number = 6,
volume = 39,
place = {United Kingdom},
year = {2019},
month = {1}
}

Journal Article:
Free Publicly Available Full Text
Publisher's Version of Record
DOI: 10.1002/joc.5990

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Works referenced in this record:

Estimating the Dimension of a Model
journal, March 1978


Multisite downscaling of daily precipitation with a stochastic weather generator
journal, January 1999


Statistical downscaling of climate scenarios over Scandinavia
journal, January 2005

  • Hanssen-Bauer, I.; Achberger, C.; Benestad, Re
  • Climate Research, Vol. 29
  • DOI: 10.3354/cr029255

A hidden Markov model for downscaling synoptic atmospheric patterns to precipitation amounts
journal, January 2000

  • Bellone, E.; Hughes, Jp; Guttorp, P.
  • Climate Research, Vol. 15
  • DOI: 10.3354/cr015001

A Long-Term Hydrologically Based Dataset of Land Surface Fluxes and States for the Conterminous United States: Update and Extensions
journal, December 2013


Maximum and Minimum Temperature Trends for the Globe
journal, July 1997


Climate regionalization and rotation of principal components
journal, January 1991

  • White, Dale; Richman, Michael; Yarnal, Brent
  • International Journal of Climatology, Vol. 11, Issue 1
  • DOI: 10.1002/joc.3370110102

A statistical modeling approach for the simulation of local paleoclimatic proxy records using general circulation model output
journal, August 1999

  • Reichert, Bernhard K.; Bengtsson, Lennart; Åkesson, Ove
  • Journal of Geophysical Research: Atmospheres, Vol. 104, Issue D16
  • DOI: 10.1029/1999JD900264

An intercomparison of statistical downscaling methods used for water resource assessments in the United States
journal, September 2014

  • Gutmann, Ethan; Pruitt, Tom; Clark, Martyn P.
  • Water Resources Research, Vol. 50, Issue 9
  • DOI: 10.1002/2014WR015559

The effect of domain size on the relationship between circulation type classifications and surface climate: DOMAIN SIZE AND SYNOPTIC SKILL OF CIRCULATION TYPE CLASSIFICATIONS
journal, February 2013

  • Beck, Christoph; Philipp, Andreas; Streicher, Florian
  • International Journal of Climatology, Vol. 36, Issue 7
  • DOI: 10.1002/joc.3688

Comparison of statistical downscaling methods with respect to extreme events over Europe: Validation results from the perfect predictor experiment of the COST Action VALUE
journal, March 2018

  • Hertig, Elke; Maraun, Douglas; Bartholy, Judit
  • International Journal of Climatology, Vol. 39, Issue 9
  • DOI: 10.1002/joc.5469

Intraseasonal Variability Associated with Wet Monsoons in Southeast Arizona
journal, September 2002


Downscaling temperature and precipitation: a comparison of regression-based methods and artificial neural networks
journal, January 2001

  • Schoof, J. T.; Pryor, S. C.
  • International Journal of Climatology, Vol. 21, Issue 7
  • DOI: 10.1002/joc.655

Statistical downscaling of precipitation for a selection of sites in Ireland employing a generalised linear modelling approach
journal, January 2007

  • Fealy, Rowan; Sweeney, John
  • International Journal of Climatology, Vol. 27, Issue 15
  • DOI: 10.1002/joc.1506

A cautionary note on automated statistical downscaling methods for climate change
journal, June 2013

  • Estrada, Francisco; Guerrero, Víctor M.; Gay-García, Carlos
  • Climatic Change, Vol. 120, Issue 1-2
  • DOI: 10.1007/s10584-013-0791-7

Comparison of transfer functions in statistical downscaling models for daily temperature and precipitation over Canada
journal, September 2011

  • Jeong, D. I.; St-Hilaire, A.; Ouarda, T. B. M. J.
  • Stochastic Environmental Research and Risk Assessment, Vol. 26, Issue 5
  • DOI: 10.1007/s00477-011-0523-3

Automated regression-based statistical downscaling tool
journal, June 2008

  • Hessami, Masoud; Gachon, Philippe; Ouarda, Taha B. M. J.
  • Environmental Modelling & Software, Vol. 23, Issue 6
  • DOI: 10.1016/j.envsoft.2007.10.004

A non‐homogeneous hidden Markov model for precipitation occurrence
journal, January 1999

  • Hughes, J. P.; Guttorp, P.; Charles, S. P.
  • Journal of the Royal Statistical Society: Series C (Applied Statistics), Vol. 48, Issue 1
  • DOI: 10.1111/1467-9876.00136

VALUE: A framework to validate downscaling approaches for climate change studies
journal, January 2015

  • Maraun, Douglas; Widmann, Martin; Gutiérrez, José M.
  • Earth's Future, Vol. 3, Issue 1
  • DOI: 10.1002/2014EF000259

Statistical downscaling skill under present climate conditions: A synthesis of the VALUE perfect predictor experiment
journal, October 2018

  • Maraun, Douglas; Widmann, Martin; Gutiérrez, José M.
  • International Journal of Climatology, Vol. 39, Issue 9
  • DOI: 10.1002/joc.5877

Recent and future modulation of the annual cycle
journal, January 2002


Assessing the Transferability of the Regional Climate Model REMO to Different COordinated Regional Climate Downscaling EXperiment (CORDEX) Regions
journal, February 2012

  • Jacob, Daniela; Elizalde, Alberto; Haensler, Andreas
  • Atmosphere, Vol. 3, Issue 1
  • DOI: 10.3390/atmos3010181

Linking climate change modelling to impacts studies: recent advances in downscaling techniques for hydrological modelling
journal, January 2007

  • Fowler, H. J.; Blenkinsop, S.; Tebaldi, C.
  • International Journal of Climatology, Vol. 27, Issue 12
  • DOI: 10.1002/joc.1556

A neural network ensemble downscaling system (SIBILLA) for seasonal forecasts over Italy: winter case studies: A NN ensemble downscaling system for seasonal forecast
journal, January 2017

  • Amendola, Stefano; Maimone, Filippo; Pasini, Antonello
  • Meteorological Applications, Vol. 24, Issue 1
  • DOI: 10.1002/met.1615

The ERA-Interim reanalysis: configuration and performance of the data assimilation system
journal, April 2011

  • Dee, D. P.; Uppala, S. M.; Simmons, A. J.
  • Quarterly Journal of the Royal Meteorological Society, Vol. 137, Issue 656
  • DOI: 10.1002/qj.828

Empirical-statistical downscaling and error correction of daily precipitation from regional climate models
journal, June 2010

  • Jakob Themeßl, Matthias; Gobiet, Andreas; Leuprecht, Armin
  • International Journal of Climatology, Vol. 31, Issue 10
  • DOI: 10.1002/joc.2168

Development of daily precipitation projections for the United States based on probabilistic downscaling
journal, January 2010

  • Schoof, J. T.; Pryor, S. C.; Surprenant, J.
  • Journal of Geophysical Research, Vol. 115, Issue D13
  • DOI: 10.1029/2009JD013030

On the Use of “Inflation” in Statistical Downscaling
journal, December 1999


Dynamically and statistically downscaled seasonal temperature and precipitation hindcast ensembles for the southeastern USA
journal, February 2009

  • Schoof, J. T.; Shin, D. W.; Cocke, S.
  • International Journal of Climatology, Vol. 29, Issue 2
  • DOI: 10.1002/joc.1717

Bias Correction, Quantile Mapping, and Downscaling: Revisiting the Inflation Issue
journal, March 2013


Changes in the seasonality of precipitation over the contiguous USA
journal, January 2008

  • Pryor, S. C.; Schoof, J. T.
  • Journal of Geophysical Research, Vol. 113, Issue D21
  • DOI: 10.1029/2008JD010251

High-resolution projections of 21st century daily precipitation for the contiguous U.S.
journal, April 2015

  • Schoof, J. T.
  • Journal of Geophysical Research: Atmospheres, Vol. 120, Issue 8
  • DOI: 10.1002/2014JD022376

Statistical downscaling of precipitation through nonhomogeneous stochastic weather typing
journal, September 2007

  • Vrac, M.; Stein, M.; Hayhoe, K.
  • Climate Research, Vol. 34
  • DOI: 10.3354/cr00696

Uncertainty analysis of statistical downscaling methods
journal, March 2006


Projected Changes in the Seasonal Cycle of Surface Temperature
journal, September 2012


Transferability Intercomparison: An Opportunity for New Insight on the Global Water Cycle and Energy Budget
journal, March 2007

  • Takle, E. S.; Roads, J.; Rockel, B.
  • Bulletin of the American Meteorological Society, Vol. 88, Issue 3
  • DOI: 10.1175/BAMS-88-3-375

Are climate models “ready for prime time” in water resources management applications, or is more research needed?
journal, October 2010


Evaluation of downscaled, gridded climate data for the conterminous United States
journal, July 2016

  • Behnke, R.; Vavrus, S.; Allstadt, A.
  • Ecological Applications, Vol. 26, Issue 5
  • DOI: 10.1002/15-1061

A Method of Relating General Circulation Model Simulated Climate to the Observed Local Climate. Part I: Seasonal Statistics
journal, October 1990


Local versus remote grid points in climate downscaling
journal, January 2002


Statistical downscaling of general circulation model output: A comparison of methods
journal, November 1998

  • Wilby, R. L.; Wigley, T. M. L.; Conway, D.
  • Water Resources Research, Vol. 34, Issue 11
  • DOI: 10.1029/98WR02577

Modeling the contributions of global air temperature, synoptic-scale phenomena and soil moisture to near-surface static energy variability using artificial neural networks
journal, January 2017

  • Pryor, Sara C.; Sullivan, Ryan C.; Schoof, Justin T.
  • Atmospheric Chemistry and Physics, Vol. 17, Issue 23
  • DOI: 10.5194/acp-17-14457-2017

Statistical downscaling to predict monthly rainfall using linear regression with L_1 regularization (LASSO)
journal, January 2015

  • Soleh, Agus M.; Wigena, Aji H.; Djuraidah, Anik
  • Applied Mathematical Sciences, Vol. 9
  • DOI: 10.12988/ams.2015.56434

Statistical Downscaling in the Tropics Can Be Sensitive to Reanalysis Choice: A Case Study for Precipitation in the Philippines
journal, May 2015


sdsm — a decision support tool for the assessment of regional climate change impacts
journal, January 2002


Extending logistic regression to provide full-probability-distribution MOS forecasts
journal, September 2009

  • Wilks, Daniel S.
  • Meteorological Applications, Vol. 16, Issue 3
  • DOI: 10.1002/met.134

An intercomparison of a large ensemble of statistical downscaling methods over Europe: Results from the VALUE perfect predictor cross-validation experiment
journal, March 2018

  • Gutiérrez, J. M.; Maraun, D.; Widmann, M.
  • International Journal of Climatology, Vol. 39, Issue 9
  • DOI: 10.1002/joc.5462

Indices for monitoring changes in extremes based on daily temperature and precipitation data: Indices for monitoring changes in extremes
journal, October 2011

  • Zhang, Xuebin; Alexander, Lisa; Hegerl, Gabriele C.
  • Wiley Interdisciplinary Reviews: Climate Change, Vol. 2, Issue 6
  • DOI: 10.1002/wcc.147

Use of the “Odds Ratio” for Diagnosing Forecast Skill
journal, April 2000


Rotation of principal components
journal, January 1986


Downscaling daily precipitation time series using a combined circulation- and regression-based approach
journal, March 2010

  • Yang, Wei; Bárdossy, András; Caspary, Hans-Joachim
  • Theoretical and Applied Climatology, Vol. 102, Issue 3-4
  • DOI: 10.1007/s00704-010-0272-0

Precipitation downscaling under climate change: Recent developments to bridge the gap between dynamical models and the end user
journal, January 2010

  • Maraun, D.; Wetterhall, F.; Ireson, A. M.
  • Reviews of Geophysics, Vol. 48, Issue 3
  • DOI: 10.1029/2009RG000314

On the Proper Order of Markov Chain Model for Daily Precipitation Occurrence in the Contiguous United States
journal, September 2008

  • Schoof, J. T.; Pryor, S. C.
  • Journal of Applied Meteorology and Climatology, Vol. 47, Issue 9
  • DOI: 10.1175/2008JAMC1840.1

Natural Three-Dimensional Predictor Domains for Statistical Precipitation Downscaling
journal, December 2011


Synoptic sea-level pressure patterns generated by a general circulation model: comparison with types derived from NCEP/NCAR re-analysis and implications for downscaling
journal, January 2006

  • McKendry, I. G.; Stahl, K.; Moore, R. D.
  • International Journal of Climatology, Vol. 26, Issue 12
  • DOI: 10.1002/joc.1337