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Linking climate change modelling to impacts studies: recent advances in downscaling techniques for hydrological modelling
Article first published online: 14 SEP 2007
DOI: 10.1002/joc.1556
Copyright © 2007 Royal Meteorological Society
Issue
1097-0088/asset/cover.gif?v=1&s=86bd20c4b9e235b31f03217ea75996a9b5386dc5)
International Journal of Climatology
Special Issue: Downscaling and hydrology: progress in assessing impacts and adaptation to climate change
Volume 27, Issue 12, pages 1547–1578, October 2007
Additional Information
How to Cite
Fowler, H. J., Blenkinsop, S. and Tebaldi, C. (2007), Linking climate change modelling to impacts studies: recent advances in downscaling techniques for hydrological modelling. Int. J. Climatol., 27: 1547–1578. doi: 10.1002/joc.1556
Publication History
- Issue published online: 27 SEP 2007
- Article first published online: 14 SEP 2007
- Manuscript Accepted: 6 APR 2007
- Manuscript Revised: 27 MAR 2007
- Manuscript Received: 6 OCT 2006
Funded by
- European Union FP6 Integrated Project AquaTerra. Grant Number: 505428
References
- , . 2005. Forecasting local daily precipitation patterns in a climate change scenario. Climate Research 28: 183–197.
- , . 2002. Constraints on future changes in climate and the hydrologic cycle. Nature 419: 224–232.
- , , . 2003. Model error in weather and climate forecast. Proceedings of the 2002 ECMWF Predictability Seminar. ECMWF: Reading.
- , , , , . 2000. Quantifying the uncertainty in forecasts of anthropogenic climate change. Nature 417: 617–620.
- , . 2001. Objective estimation of the probability density function for climate sensitivity. Journal of Geophysical Research-Atmospheres 106(D19): 22605–22611.
- , . 1996. The effects of climate change due to global warming on river flows in Great Britain. Journal of Hydrology 183: 397–424.
- , , . 2002. Automated objective classification of daily circulation patterns for precipitation and temperature downscaling based on optimized fuzzy rules. Climate Research 23: 11–22.
- , , . 2005. Fuzzy rule-based downscaling of precipitation. Theoretical and Applied Climatology 82: 119–129.
- , , , , , . 2004. The effects of climate change on water resources in the west: introduction and overview. Climatic Change 62: 1–11.
- , . 2002. Statistical downscaling relationships for precipitation in the Netherlands and north Germany. International Journal of Climatology 22: 15–32.Direct Link:
- , . 2003. Multi-site simulation of daily precipitation and temperature conditional on the atmospheric circulation. Climate Research 25: 121–133.
- , , . 2000. A hidden Markov model for downscaling synoptic atmospheric patterns to precipitation amounts. Climate Research 15: 1–12.
- . 2001. A comparison between two empirical downscaling strategies. International Journal of Climatology 21: 1645–1668.Direct Link:
- . 2004. Tentative probabilistic temperature scenarios for northern Europe. Tellus Series A—Dynamic Meteorology and Oceanography 56: 89–101.
- , , . 2002. Empirically downscaled temperature scenarios for Svalbard. Atmospheric Science Letters 3(2): 71–93, DOI: 10.1006/Asle.2002.0051.Direct Link:
- , . 2005. N-PLS regression as empirical downscaling tool in climate change studies. Theoretical and Applied Climatology 81: 11–23.
- , , , , , . 2001. Climate change impacts on run-off in Sweden—assessments by global climate models, dynamical downscaling and hydrological modeling. Climate Research 16: 101–112.
- , . 2007. Changes in drought frequency and severity over the British Isles projected by the PRUDENCE regional climate models. Journal of Hydrology 342: 50–71.
- , . 1997. Recognising the uncertainty in the quantification of the effects of climate change on hydrological response. Climatic Change 35: 415–434.
- . 2000. Modification of a correlation-based circulation pattern classification to reduce within-type variability of temperature and precipitation. International Journal of Climatology 20: 839–852.Direct Link:
- . 2002. Local versus remote grid points in climate downscaling. Climate Research 21: 27–42.
- , , . 2001. Performance of statistical downscaling models in GCM validation and regional climate change estimates: application for Swedish precipitation. International Journal of Climatology 21: 557–578.Direct Link:
- . 1996. Expanded downscaling for generating local weather scenarios. Climate Research 7: 111–128.
- , . 2005. Regression-based downscaling of spatial variability for hydrologic applications. Journal of Hydrology 311: 299–317.
- , . 2005. Performance of NCEP-NCAR reanalysis variables in statistical downscaling of daily precipitation. Climate Research 28: 95–107.
- , , , , . 2003. Statistical downscaling with artificial neural networks. In Proceedings—European Symposium on Artificial Neural Networks, Bruges, Belgium, 23–25th April 2003.
- , , , . 1999. Validation of a downscaling model for changed climate conditions in southwestern Australia. Climate Research 12: 1–14.
- , , , . 2004. Statistical downscaling of daily precipitation from observed and modelled atmospheric fields. Hydrological Processes 18: 1373–1394.Direct Link:
- , , , . 2006. Using statistical downscaling to quantify the GCM-related uncertainty in regional climate change scenarios: a case study of Swedish precipitation. Advances in Atmospheric Sciences 23: 54–60.
- , , , . 2007. Evaluating the performance and utility of regional climate models: the PRUDENCE project. Climatic Change 81(Supplement): 1–6.
- , , , . 1998. Very high-resolution regional climate simulations over Scandinavia—Present climate. Journal of Climate 11: 3204–3229.
- , , , , . 2004. Effects of climate change on the hydrology and water resources of the Colorado river basin. Climatic Change 62: 337–363.
- , , , , , . 2001. A synthesis of regional climate change simulations—A Scandinavian perspective. Geophysical Research Letters 28: 1003–1006.
- , , . 1996. Precipitation and air flow indices over the British Isles. Climate Research 7: 169–183.
- , , . 1999. A weather generator for obtaining daily precipitation scenarios based on circulation patterns. Climate Research 13: 61–75.
- . 2004. Downscaling daily extreme temperatures with genetic programming. Geophysical Research Letters 31: L16203, DOI: 10.1029/2004GL020075.
- , , . 2005. Downscaling precipitation and temperature with temporal neural networks. Journal of Hydrometeorology 6: 483–496.
- . 1991. Further developments of the Neyman-Scott clustered point process for modelling rainfall. Water Resources Research 27: 1431–1438.
- , , , . 1996. Estimates of climate change in southern Europe using different downscaling techniques. Climate Research 7: 129–149.
- , . 2005. Hydrological extremes in a southwestern Ontario river basin under future climate conditions. Hydrological Sciences Journal 50: 631–654.
- , , , . 2000. Impact of climate change on slope stability using expanded downscaling. Engineering Geology 55: 193–204.
- , , , , , , , , , . 2007. An intercomparison of regional climate simulations for Europe: assessing uncertainties in model projections. Climatic Change 81(Supplement 1): 53–70.
- , , , , , , , , , , , , . 2005. Global high resolution versus Limited Area Model climate change projections over Europe: quantifying confidence level from PRUDENCE results. Climate Dynamics 25: 653–670.
- , . 2004. Does climate policy need probabilities? Climate Policy 4: 107–128.
- , , . 2005. Limited sensitivity analysis of regional climate change probabilities for the 21st century. Journal of Geophysical Research 110: D19108, DOI: 10.1029/2005JD005919.
- , , , . 2004. Simulated hydrologic responses to climate variations and change in the Merced, Carson, and American River Basins, Sierra Nevada, California, 1900–2099. Climatic Change 62: 283–317.
- , . 2005. A comparison of statistical downscaling and climate change factor methods: Impacts on low flows in the River Thames, United Kingdom. Climatic Change 69: 245–268.
- , , , , . 2005. Statistical and dynamical downscaling of precipitation over Spain from DEMETER seasonal forecasts. Tellus Series A-Dynamic Meteorology and Oceanography 57(3): 409–423.
- , . 2005. Hydrologic impact of climate change in the Saguenay watershed: comparison of downscaling methods and hydrologic models. Journal of Hydrology 307: 145–163.
- , , . 1992. Effective and efficient global optimization for conceptual rainfall-run-off. Water Resources Research 28: 1015–1031.
- , , . 2004. High-frequency and low-frequency variability in stochastic daily weather generator and its effect on agricultural and hydrologic modelling. Climatic Change 63: 145–179.
- . 1999. Development of regional climate scenarios using a downscaling approach. Climatic Change 41: 615–634.
- , , , . 2005. New estimates of future changes in extreme rainfall across the UK using regional climate model integrations. 1. Future estimates and use in impact studies. Journal of Hydrology 300: 234–251.
- , , , , , . 2007. Regional climate model data used within the SWURVE project 1: Projected changes in seasonal patterns and estimation of PET. Hydrology and Earth System Sciences 11(3): 1069–1083.
- , , . 2005a. A novel scheme to derive optimized circulation pattern classifications for downscaling and forecast purposes. Theoretical and Applied Climatology 82: 51–63.
- , , , . 2005b. Results of five regional climate studies applying a weather pattern based downscaling method to ECHAM4 climate simulations. Meteorologische Zeitschrift 14: 247–257.
- , . 2002. Hydrological impacts of climate change on inflows to Perth, Australia. Climatic Change 55: 361–393.
- , , , , . 2002. Quantifying uncertainties in climate system properties with the use of recent climate observations. Science 295: 113–117.
- , , . 2000. A stochastic rainfall model for the assessment of regional water resource systems under changed climatic conditions. Hydrology and Earth System Sciences 4: 261–280.
- , . 2002. Precipitation and the North Atlantic Oscillation: a study of climatic variability in Northern England. International Journal of Climatology 22: 843–866.Direct Link:
- , , , . 2005a. New estimates of future changes in extreme rainfall across the UK using regional climate model integrations. 1. Assessment of control climate. Journal of Hydrology 300: 212–233.
- , , , . Estimating change in extreme European precipitation using a multi-model ensemble. Geophysical Research Atmospheres (in press).
- , , , . 2005b. A weather-type conditioned multi-site stochastic rainfall model for generation of scenarios of climatic variability and change. Journal of Hydrology 308(1–4): 50–66.
- , . 2007. Using regional climate model data to simulate historical and future river flows in northwest England. Climatic Change 80(3–4): 337–367.
- , , . 2007. Modelling the impacts of projected future climate change on water resources in northwest England. Hydrology and Earth System Sciences 11(3): 1115–1126.
- , , , , , , . 2005. Constraining climate forecasting: the role of prior assumptions. Geophysical Research Letters 32(9): L09702, DOI: 10.1029/2004GL022241.
- , . 2001. Detection probability of trends in rare events: theory and application to heavy precipitation in the Alpine region. Journal of Climate 14: 1568–1584.
- , , , . 1998. Heavy precipitation processes in a warmer climate. Geophysical Research Letters 25(9): 1431–1434.
- , , , , . 2006. Future change of precipitation extremes in Europe: an intercomparison of scenarios from regional climate models. Journal of Geophysical Research-Atmospheres 111: D06105, DOI: 10.1029/2005JD005965.
- , , , , , . 2003. Daily precipitation statistics in regional climate models: evaluation and intercomparison for the European Alps. Journal of Geophysical Research 108(D3): 4124, DOI: 10.1029/2002JD002287.
- , , , . 2007. Multivariate bayesian analysis of atmosphere-ocean general circulation models. Environmental and Ecological Statistics (in press).
- , , . 2005. Statistical downscaling using K-nearest neighbours. Water Resources Research 41: W02024, DOI: 10.1029/2004WR003444.
- , , . 2005. Utility of ten-day climate model ensemble simulations for water resources applications in Korean watersheds. Water Resources Management 19: 849–872.
- , . 2000. Evaluating uncertainties in the prediction of regional climate change. Geophysical Research Letters 27: 1295–1298.
- , . 2001. Regional climate information—evaluation and projections. In Climate Change 2001: The Scientific Basis. C, HoughtonJT, DingY, GriggsDJ, NoguerM, van der LindenPJ, DiaX, MaskellK, JohnsonCA (eds). Cambridge University Press: Cambridge.
- , . 2002. Calculation of average, uncertainty range, and reliability of regional climate changes from AOGCM simulations via the “reliability ensemble averaging” (REA) method. Journal of Climate 15: 1141–1158.
- , . 2003. Probability of regional climate change based on the Reliability Ensemble Averaging (REA) method. Geophysical Research Letters 30(12): 1629, DOI: 10.1029/2003GL017130.
- , . 1998. Development of daily rainfall scenarios for southeast Spain using a circulation-type approach to downscaling. International Journal of Climatology 18: 1051–1083.Direct Link:
- , . 2002. Links between circulation and changes in the characteristics of Iberian rainfall. International Journal of Climatology 22: 1593–1615.Direct Link:
- , , , , , , , , , , , , , . 2007. An intercomparison of statistical downscaling methods for Europe and European regions—assessing their performance with respect to extreme temperature and precipitation events. Climatic Change (in press).
- , , . 2007a. Assessing climate change impacts on hydrology from an ensemble of regional climate models, model scales and linking methods - A case study on the Lule River basin. Climatic Change 81(Supplement): 293–307.
- , , , . 2007b. On interpreting hydrological change from regional climate models. Climatic Change 81(Supplement): 97–122.
- , , , . 2005. A technique for incorporating large-scale climate information in basin-scale ensemble streamflow forecasts. Water Resources Research 41: W10410, DOI: 10.1029/2004WR003467.
- , , . 2006. Probabilistic multi-model regional temperature change projections. Journal of Climate 19: 4326–4343.
- , . 1991. The use of general circulation models to predict regional climatic change. Journal of Climate 4: 286–303.
- , , , , , , . 2004. Evaluation of water and energy budgets in regional climate models applied over Europe. Climate Dynamics 23: 547–567.
- , . 1998. Long-term trends in precipitation and temperature in the Norwegian Arctic: can they be explained by changes in atmospheric circulation patterns? Climate Research 10: 143–153.
- , , , . 2003. Temperature and precipitation scenarios for Norway: comparison of results from dynamical and empirical downscaling. Climate Research 25: 15–27.
- , , , , . 2005. Statistical downscaling of climate scenarios over Scandinavia. Climate Research 29: 255–268.
- , . 2005. Multi-site downscaling of heavy daily precipitation occurrence and amounts. Journal of Hydrology 312: 1–21.
- , . 2003. Downscaling GCM rainfall: a refinement of the perturbation method. In MODSIM 2003 International Congress on Modelling and Simulation, Townsville, Australia, 14–17 July 2003.
- , . 2003. Use of statistically and dynamically downscaled atmospheric model output for hydrologic simulations in three mountainous basins in the western United States. Journal of Hydrology 282: 56–75.
- . 2000. Improvements of stochastic weather data generators for diverse climates. Climate Research 14: 75–87.
- , , , , . 2006. Downscaling heavy precipitation over the United Kingdom: a comparison of dynamical and statistical methods and their future scenarios. International Journal of Climatology 26: 1397–1415.Direct Link:
- , . 2003. Statistical downscaling based on dynamically downscaled predictors: application to monthly precipitation in Sweden. Advances in Atmospheric Sciences 20: 951–958.
- , , , . 2001. Comparison of climate change scenarios for Sweden based on statistical and dynamical downscaling of monthly precipitation. Climate Research 19: 45–55.
- , . 1996. Climate downscaling: techniques and application. Climate Research 7: 85–95.
- , . 2006. Consensus between GCM climate change projections with empirical downscaling: precipitation downscaling over South Africa. International Journal of Climatology 26: 1315–1337.Direct Link:
- , , . 2007a. Development of probability distributions for regional climate change from uncertain global-mean warming and an uncertain scaling relationship. Hydrology and Earth System Sciences 11(3): 1097–1114.
- , , , , , . 2007b. Accounting for global-mean warming and scaling uncertainties in climate change impact studies: application to a regulated lake system. Hydrology and Earth System Sciences 11(3): 1207–1226.
- , , , , , . 1996. Climate Change 1995: The Science of Climate Change. The Second Assessment Report of the IPCC: Contribution of Working Group I. Cambridge University Press: Cambridge.
- , , , , , , , , , , , . 2002. Climate Change Scenarios for the United Kingdom: The UKCIP02 Scientific Report. Tyndall Centre for Climate Change Research, School of Environmental Sciences, University of East Anglia: Norwich; 120.
- . 2005. Inland and coastal flooding: developments in prediction and prevention. Philosophical Transactions of the Royal Society—Series A 363: 1475–1491.
- . 1997. Potential of continental-scale circulation for the determination of local daily surface variables. Theoretical and Applied Climatology 56: 165–186.
- . 1999. Statistical downscaling in central Europe: evaluation of methods and potential predictors. Climate Research 13: 91–101.
- . 2002. Statistical downscaling of daily temperature in Central Europe. Journal of Climate 15: 1731–1742.
- . 2005. Downscaling of humidity variables: a search for suitable predictors and predictands. International Journal of Climatology 25: 243–250.Direct Link:
- , . 2000. Constructing site-specific climate change scenarios on a monthly scale using statistical downscaling. Theoretical and Applied Climatology 66: 13–27.
- , , . 2003. Simulation of surface air temperature by GCMs, statistical downscaling and weather generator: higher order statistical moments. Studia Geophysica et Geodaetica 47: 203–216.
- , , , . 2004. Differential impacts of climate change on the hydrology of two alpine river basins. Climate Research 26: 113–129.
- , , , . 2005. Utility of high-resolution climate model simulations for water resources prediction over the Korean Peninsula: a sensitivity study. Hydrological Sciences Journal 50: 139–153.
- . 1988. Hemispheric surface air temperature variations: recent trends and an update to 1987. Journal of Climate 1: 654–659.
- , . 1995. Development and Integration of a Stochastic Weather Generator into a Crop Growth Model for European Agriculture. MARS Project, Final Report to Institute of Remote Sensing Applications, Agricultural Information Systems (ISPRA): UK; Contract No. 5631-93-12, ED ISP GB.
- . 2000a. Analysing the risk of climate change using an irrigation demand model. Climate Research 14: 89–100.
- . 2000b. Managing uncertainty in climate change projections—issues for impact assessments. Climatic Change 45: 403–419.
- , , , , . 1990. A method of relating general circulation model simulated climate to observed local climate. Part I: seasonal statistics. Journal of Climate 3: 1053–1079.
- , . 2004. Statistical downscaling in European mountains: verification of reconstructed air temperature. Climate Research 26: 97–112.
- , , . 2006. Uncertainty analysis of statistical downscaling methods. Journal of Hydrology 319: 357–382.
- , . 1998. A comparison of statistical and model-based downscaling techniques for estimating local climate variations. Journal of Climate 11: 735–753.
- , , , . 1998. Predicting rainfall statistics in England and Wales using atmospheric circulation variables. International Journal of Climatology 18: 523–539.Direct Link:
- , , , . 2007. Hydrological impacts of climate change on the Tejo and Guadiana rivers. Hydrology and Earth System Sciences 11(3): 1175–1189.
- , , , , , , , , . 2007. A daily weather generator for use in climate change studies. Environmental Modelling and Software 22: 1705–1719.
- , , , , , . 2005. Hydrologic simulations in the Rhine basin driven by a regional climate model. Journal of Geophysical Research 110: D04102, Doi:10.1029/2004JD005143.
- , . 2003. Trends in indices of daily temperature and precipitation extremes in Europe, 1946–99. Journal of Climate 16: 3665–3680.
- , , , . 2002. Constraints on radiative forcing and future climate change from observations and climate models ensembles. Nature 416: 719–723.
- , , , . 2003. Probabilistic climate change projections using neural networks. Climate Dynamics 21: 257–272.
- , , , , . 2005. Probabilistic climate change projections for CO2 stabilization profiles. Geophysical Research Letters 32(20): L20707. DOI: 10.1029/2005GL023294.
- . 2002. Comparison of extremes in GCM-simulated, downscaled and observed central-European temperature series. Climate Research 20: 211–222.
- , . 2005. Simulation of extreme temperature events by a stochastic weather generator: Effects of interdiurnal and interannual variability reproduction. International Journal of Climatology 25: 251–269.Direct Link:
- , . 1996. A nearest neighbor bootstrap for time series resampling. Water Resources Research 32: 679–693.
- , , , . 2005. Estimation of extreme floods of the River Meuse using a stochastic weather generator and a rainfall-runoff model. Hydrological Sciences Journal 50: 1089–1103.
- , , , . 2003a. Regional climate research: Needs and opportunities. Bulletin of the American Meteorological Society 84: 89–95.
- , , , . 2003b. Hydroclimate of the western United States based on observations and regional climate simulation of 1981–2000. Part II: mesoscale ENSO anomalies. Journal of Climate 16: 1912–1928.
- , , , , , . 2004. Mid-century ensemble regional climate change scenarios for the Western United States. Climatic Change 62: 75–113.
- , , , , , . 2006. Two approaches to quantifying uncertainty in global temperature changes. Journal of Climate 19(19): 4785–4796.
- , , , , . 2005. Probabilistic distributions of regional climate change and their application in risk analysis of wheat production. Climate Research 29: 41–52.
- . 2004. Simulating Climate over Western North America Using Stochastic Weather Generators. Climatic Change 62: 155–187.
- , . 2004. Integrated assessment of “dangerous” climate change. Science 304: 571–575.
- . 2005. Regional, seasonal and predictor-optimized downscaling to provide groups of local scale scenarios in the complex structured terrain of Austria. Meteorologische Zeitschrift 14: 31–47.
- , the NARCCAP Team. 2006. Overview of the North American Regional Climate Change Assessment Program. In NOAA RISA-NCAR Meeting, Tucson, AZ, March 2006.
- , , , , . 1999. Comparison of climate change scenarios generated daily temperature and precipitation from regional climate model experiments and statistical downscaling. Journal of Geophysical Research 104: 6603–6621.
- , , , , . 2000. The coupled model intercomparison project (CMIP). Bulletin of the American Meteorological Society 81: 313–318.
- . 2000. An investigation of the pattern scaling technique for describing future climates. PhD thesis, University of East Anglia, Norwich.
- . 2003. Pattern scaling: an examination of the accuracy of the technique for describing future climates. Climatic Change 60: 217–242.
- , , , , . 1999. Towards the construction of climate change scenarios. Climatic Change 41: 547–581.
- , , . 2000. Response of a river catchment to climate change: application of expanded downscaling to northern Germany. Climatic Change 47: 61–89.
- . 1999. An evaluation of statistical and dynamical techniques for downscaling local climate. Journal of Climate 12: 2256–2284.
- . 2000. Predictions of climate change over Europe using statistical and dynamical downscaling techniques. International Journal of Climatology 20: 489–501.Direct Link:
- , , , , , , . 2004. Quantification of modelling uncertainties in a large ensemble of climate change simulations. Nature 430: 768–772.
- , . 1970. River flow forecasting through conceptual models part I - A discussion of principles. Journal of Hydrology 10: 282–290.
- , , , , , . 1996. Observed climate change and variability. In Climate Change 1995: The Science of Climate Change. The Second Assessment Report of the IPCC: Contribution of Working Group I, HoughtonJT, Meira FilhoLG, CallenderBA, HarrisN, KattenbergA, MaskellK (eds). Cambridge University Press: Cambridge; 133–192.
- , . 2002. Quantifying the risk of extreme seasonal precipitation events in a changing climate. Nature 415: 512.
- , , , , , . 2005. Representing model uncertainty in weather and climate prediction. Annual Review of Earth and Planetary Sciences 33: 193–193.
- , , , . 2002. Generating rainfall and temperature scenarios at multiple sites: examples from the mediterranean. Journal of Climate 15: 3529–3548.
- , , , , . 2004. Mitigating the effects of climate change on the water resources of the Columbia river basin. Climatic Change 62: 233–256.
- , , , . 2004. Downscaling of GCM scenarios to assess precipitation changes in the little rainy season (March-June) in Cameroon. Climate Research 26: 85–96.
- , . 2002. The impact of future climate change on seasonal discharge, hydrological processes and extreme flows in the Upper Wye experimental catchment, mid-Wales. Hydrological Processes 16: 1201–1213.Direct Link:
- , , . 2002. Downscaling of global climate models for flood frequency analysis: Where are we now?. Hydrological Processes 16: 1137–1150.Direct Link:
- , , . 2003. Uncertainty and climate change impact on the flood regime of small UK catchments. Journal of Hydrology 277: 1–23.
- , , . 2005. Evaluation of the stochastic weather generators LARS-WG and AAFC-WG for climate change impact studies. Climate Research 29: 3–21.
- , , . 1991. A serial approach to local stochastic weather models. Ecological Modelling 57: 27–41.
- , . 2001. A probability and decision-model analysis of a multimodel ensemble of climate change simulations. Journal of Climate 14: 3212–3226.
- , . 2006. Probabilistic forecasts of near-term climate change based on a resampling ensemble technique. Tellus Series A-Dynamic Meteorology and Oceanography 58: 461–472.
- . 2006. A demonstration of the uncertainty in projections of UK climate change resulting from regional model formulation. Climatic Change 79(3–4): 243–257.
- . 2003. Comparison of various precipitation downscaling methods for the simulation of streamflow in a rainshadow river basin. International Journal of Climatology 23: 887–901.Direct Link:
- . 2005. Downscaling simulations of future global climate with application to hydrologic modelling. International Journal of Climatology 25: 419–436.Direct Link:
- , , , . 1990. Developing climate scenarios from equilibrium GCM results. Rrp. No. 47. Max-Planck-Institut-fur-Meteorologie: Hamburg; 29.
- , , , , , , . 1994. Signal-to-noise analysis of time-dependent greenhouse gas warming experiments. Climate Dynamics 9: 267–285.
- , , . 2006. Downscaling from GCM precipitation: a benchmark for dynamical and statistical downscaling methods. International Journal of Climatology 26: 679–689.Direct Link:
- , . 2005. Probabilistic assessment “dangerous” climate change and emissions pathways. Proceedings of the National Academy of Science 102: 15728–15735.
- , . 2001. Downscaling temperature and precipitation: a comparison of regression-based methods and artificial neural networks. International Journal of Climatology 21: 773–790.Direct Link:
- . 1998. Downscaling local extreme temperature changes in south-eastern Australia from the CSIRO Mark2 GCM. International Journal of Climatology 18: 1419–1438.Direct Link:
- , . 1997. A statistical model to downscale local daily temperature extremes from synoptic-scale atmospheric circulation patterns in the Australian region. Climate Dynamics 13: 223–234.
- , , , . 1998. Comparison of the WGEN and LARS-WG stochastic weather generators for diverse climates. Climate Research 10: 95–107.
- , , . 2001. Atmospheric circulation and surface temperature in Europe from the 18th century to 1995. International Journal of Climatology 21: 63–75.Direct Link:
- , , , , , . 2002. Distributed computing for public-interest climate modeling research. Computing in Science & Engineering 4: 82–89.
- , , , , , , , , , , , , , , , . 2005. Uncertainty in predictions of the climate response to rising levels of greenhouse gases. Nature 433: 403–406.
- . 2003. Attribution of regional-scale temperature changes to anthropogenic and natural causes. Geophysical Research Letters 30(14): 1728, DOI: 10.1029/2003GL017324.
- , . 2002. Origins and estimates of uncertainty in predictions of twenty-first century temperature rise. Nature 416: 723–726.
- , , . 2006. Uncertainty in continental-scale temperature predictions. Geophysical Research Letters 33: L02708, DOI: 10.1029/2005GL024423.
- , , . 2004. A statistical downscaling method for monthly total precipitation over Turkey. International Journal of Climatology 24: 161–180.Direct Link:
- , , . 2004a. From global mean responses to regional signals of climate change: simple pattern scaling, its limitations (or lack of) and the uncertainty in its results. In Proceedings of the 18th Conference on Probability and Statistics in the Atmospheric Sciences, AMS Annual Meeting, Seattle, WA.
- , , , . 2004b. Regional probabilities of precipitation change: a Bayesian analysis of multimodel simulations. Geophysical Research Letters 31: L24213, DOI: 10.1029/2004GL021276.
- , , , . 2005. Quantifying uncertainty in projections of regional climate change: a Bayesian approach to the analysis of multi-model ensembles. Journal of Climate 18: 1524–1540.
- . 1996. The ARNO rainfall-runoff model. Journal of Hydrology 175: 339–382.
- , , , . 2005. Projections of uncertainties in climate change scenarios into projected winter wheat yields. Theoretical and Applied Climatology 77: 229–249.
- , , , . 2004. Potential implications of PCM climate change scenarios for Sacramento—San Joaquin river basin hydrology and water resources. Climatic Change 62: 257–281.
- . 1999. On the Use of “Inflation” in Statistical Downscaling. Journal of Climate 12: 3505–3506.
- , . 1999. Statistical Analysis in Climate Research. Cambridge University Press: Cambridge.
- , , . 1993. Downscaling of global climate change estimates to regional scales: an application to Iberian Rainfall in wintertime. Journal of Climate 6: 1161–1171.
- , , , , , , . 2004. Regional climate modeling: progress, challenges, and prospects. Journal of the Meteorological Society of Japan 82: 1599–1628.
- , , . 2004. The CRU Daily Weather Generator, BETWIXT Technical Briefing Note 1, Version 2, February 2004.
- , , , , . 2006. Daily precipitation-downscaling techniques in three Chinese regions. Water Resources Research 42: W11423, DOI: 10.1029/2005WR004573.
- , . 1997. A principal component and long-term trend analysis of daily precipitation in Switzerland. International Journal of Climatology 17: 1333–1356.Direct Link:
- , . 2000. Validation of mesoscale precipitation in the NCEP Reanalysis using a new gridcell dataset for the Northwestern United States. Journal of Climate 13: 1936–1950.
- , , . 2003. Statistical precipitation downscaling over the Northwestern United States using numerically simulated precipitation as a predictor. Journal of Climate 16: 799–816.
- , . 2001. Interpretation of high projections for global-mean warming. Science 293: 451–454.
- , , , . 1990. Obtaining subgrid scale information from coarse-resolution general circulation model output. Journal of Geophysical Research 95: 1943–1953.
- . 1998. Statistical downscaling of daily precipitation using daily airflow and seasonal teleconnection indices. Climate Research 10: 163–178.
- . 2006. When and where might climate change be detectable in UK river flows? Geophysical Research Letters 33: L19407, DOI: 10.1029/2006GL027552.
- , . 1997. Downscaling general circulation model output: a review of methods and limitations. Progress in Physical Geography 21: 530–548.
- , . 2000. Precipitation predictors for downscaling: observed and general circulation model relationships. International Journal of Climatology 20: 641–661.Direct Link:
- , . 2006. A framework for assessing uncertainties in climate change impacts: low flow scenarios for the River Thames, UK. Water Resources Research 42: W02419, DOI: 10.1029/2005WR004065.
- , , . 1999. A comparison of downscaled and raw GCM output: implications for climate change scenarios in the San Juan River basin, Colorado. Journal of Hydrology 225: 67–91.
- , , . 2002a. Prospects for downscaling seasonal precipitation variability using conditioned weather generator parameters. Hydrological Processes 16: 1215–1234.Direct Link:
- , , . 2002b. SDSM—a decision support tool for the assessment of regional climate change impacts. Environmental Modelling & Software 17(2): 145–157.
- , , . 2003. Multi-site simulation of precipitation by conditional resampling. Climate Research 23: 183–194.
- , , , , , . 2004. Guidelines for use of climate scenarios developed from statistical downscaling methods, Supporting material of the Intergovernmental Panel on Climate Change, available from the DDC of IPCC TGCIA, 27.
- , , , , , . 2006. Integrated modelling of climate change impacts on water resources and quality in a lowland catchment: River Kennet, UK. Journal of Hydrology 330: 204–220.
- , , , , , , . 1998. Statistical downscaling of general circulation model output: a comparison of methods. Water Resources Research 34: 2995–3008.
- , , , , , , , . 2000. Hydrological responses to dynamically and statistically downscaled climate model output. Geophysical Research Letters 27: 1199–1202.
- . 1992. Adapting stochastic weather generation algorithms for climate change studies. Climatic Change 22: 67–84.
- , . 1999. The weather generation game: a review of stochastic weather models. Progress in Physical Geography 23: 329–357.
- , , , . 2004. Hydrologic implications of dynamical and statistical approaches to downscaling climate model outputs. Climatic Change 62: 189–216.
- . 1999. From GCMs to river flow: a review of downscaling methods and hydrologic modelling approaches. Progress in Physical Geography 23(2): 229–249.
- , , , . 2003. A technique for generating regional climate scenarios using a nearest-neighbour algorithm. Water Resources Research 39: 1199, DOI: 10.1029/2002WR001769.
- , , , , . 2004. Evaluation of hydrologically relevant PCM climate variables and large-scale variability over the continental U.S. Climatic Change 62: 45–74.
- , . 1997. A survey of statistical downscaling techniques. GKSS report 97/E/20, GKSS Research Center: Geesthacht.
- , . 1999. The analog method as a simple statistical downscaling technique: Comparison with more complicated methods. Journal of Climate 12: 2474–2489.

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