Should we believe model predictions of future climate change?

Predictions of future climate are based on elaborate numerical computer models. As computational capacity increases and better observations become available, one would expect the model predictions to become more reliable. However, are they really improving, and how do we know? This paper discusses how current climate models are evaluated, why and where scientists have confidence in their models, how uncertainty in predictions can be quantified, and why models often tend to converge on what we observe but not on what we predict. Furthermore, it outlines some strategies on how the climate modelling community may overcome some of the current deficiencies in the attempt to provide useful information to the public and policy-makers.

[1]  N Oreskes,et al.  Verification, Validation, and Confirmation of Numerical Models in the Earth Sciences , 1994, Science.

[2]  Reto Knutti,et al.  Limited Predictability of the Future Thermohaline Circulation Close to an Instability Threshold. , 2002 .

[3]  R. Schnur,et al.  Climate-carbon cycle feedback analysis: Results from the C , 2006 .

[4]  Frank Lunkeit,et al.  Earth system models of intermediate complexity: closing the gap in the spectrum of climate system models , 2002 .

[5]  C. Bretherton,et al.  Aquaplanets, Climate Sensitivity, and Low Clouds , 2008 .

[6]  Corinne Le Quéré,et al.  Climate Change 2013: The Physical Science Basis , 2013 .

[7]  D. Nychka,et al.  Spatial patterns of probabilistic temperature change projections from a multivariate Bayesian analysis , 2007 .

[8]  J. Houghton,et al.  Climate change 2001 : the scientific basis , 2001 .

[9]  G. Hegerl,et al.  Understanding and Attributing Climate Change , 2007 .

[10]  Richard L. Smith,et al.  Quantifying Uncertainty in Projections of Regional Climate Change: A Bayesian Approach to the Analysis of Multimodel Ensembles , 2005 .

[11]  John F. B. Mitchell,et al.  THE WCRP CMIP3 Multimodel Dataset: A New Era in Climate Change Research , 2007 .

[12]  D. Nychka,et al.  Spatial Analysis to Quantify Numerical Model Bias and Dependence , 2008 .

[13]  Douglas W. Nychka,et al.  Local eigenvalue analysis of CMIP3 climate model errors , 2008 .

[14]  Charles Doutriaux,et al.  Performance metrics for climate models , 2008 .

[15]  G. Meehl,et al.  An intercomparison of model-simulated historical and future changes in extreme events , 2007 .

[16]  B. Santer,et al.  Influence of Satellite Data Uncertainties on the Detection of Externally Forced Climate Change , 2003, Science.

[17]  Leonard A. Smith,et al.  What might we learn from climate forecasts? , 2002, Proceedings of the National Academy of Sciences of the United States of America.

[18]  Mark New,et al.  Surface air temperature and its changes over the past 150 years , 1999 .

[19]  M. Rodwell,et al.  Toward Seamless Prediction: Calibration of Climate Change Projections Using Seasonal Forecasts , 2008 .

[20]  D A Stainforth,et al.  Confidence, uncertainty and decision-support relevance in climate predictions , 2007, Philosophical Transactions of the Royal Society A: Mathematical, Physical and Engineering Sciences.

[21]  M. Collins,et al.  El Niño in a changing climate: a multi-model study , 2005 .

[22]  Reto Knutti,et al.  The use of the multi-model ensemble in probabilistic climate projections , 2007, Philosophical Transactions of the Royal Society A: Mathematical, Physical and Engineering Sciences.

[23]  G. Box Robustness in the Strategy of Scientific Model Building. , 1979 .

[24]  N. Oreskes 2 The Role of Quantitative Models in Science , 2003 .

[25]  S. Bony,et al.  How Well Do We Understand and Evaluate Climate Change Feedback Processes , 2006 .

[26]  Stephen Cusack,et al.  Improved Surface Temperature Prediction for the Coming Decade from a Global Climate Model , 2007, Science.

[27]  Wendy S. Parker,et al.  Understanding Pluralism in Climate Modeling , 2006 .

[28]  John M. Wallace,et al.  A large discontinuity in the mid-twentieth century in observed global-mean surface temperature , 2008, Nature.

[29]  Reto Knutti,et al.  Constraints on Model Response to Greenhouse Gas Forcing and the Role of Subgrid-Scale Processes , 2008 .

[30]  D. Randall,et al.  Climate models and their evaluation , 2007 .

[31]  Isaac M. Held,et al.  The Gap between Simulation and Understanding in Climate Modeling , 2005 .

[32]  Leonard A. Smith,et al.  Uncertainty in predictions of the climate response to rising levels of greenhouse gases , 2005, Nature.

[33]  H. L. Miller,et al.  Global climate projections , 2007 .

[34]  Alexei G. Sankovski,et al.  Special report on emissions scenarios , 2000 .

[35]  R. Knutti Why are climate models reproducing the observed global surface warming so well? , 2008 .

[36]  J. Shukla,et al.  Interactive coupled ensemble: A new coupling strategy for CGCMs , 2002 .

[37]  G. Meehl,et al.  Constraining Climate Sensitivity from the Seasonal Cycle in Surface Temperature , 2006 .

[38]  A. O'Hagan,et al.  Bayesian calibration of computer models , 2001 .

[39]  A. Hall,et al.  Using the current seasonal cycle to constrain snow albedo feedback in future climate change , 2006 .

[40]  M. Collins,et al.  Projections of future climate change , 2002 .

[41]  S. B. Healy,et al.  Monitoring twenty‐first century climate using GPS radio occultation bending angles , 2008 .

[42]  Christophe Soligo,et al.  Origins and estimates of uncertainty in predictions of twenty-first century temperature rise , 2002 .

[43]  J. Räisänen,et al.  How reliable are climate models? , 2007 .

[44]  Reto Knutti,et al.  Constraints on radiative forcing and future climate change from observations and climate model ensembles , 2002, Nature.

[45]  James C McWilliams,et al.  Irreducible imprecision in atmospheric and oceanic simulations , 2007, Proceedings of the National Academy of Sciences.

[46]  T. Reichler,et al.  How Well Do Coupled Models Simulate Today's Climate? , 2008 .

[47]  Andrei P. Sokolov,et al.  Quantifying Uncertainties in Climate System Properties with the Use of Recent Climate Observations , 2002, Science.

[48]  S. Levitus,et al.  Warming of the World Ocean , 2000 .

[49]  Francis W. Zwiers,et al.  Detecting and attributing external influences on the climate system: a review of recent advances , 2005 .

[50]  Douglas W. Nychka,et al.  Local eigenvalue analysis of CMIP 3 climate model errors , 2007 .

[51]  Elmar Kriegler,et al.  Utilizing belief functions for the estimation of future climate change , 2005, Int. J. Approx. Reason..

[52]  Pierre Friedlingstein,et al.  A Review of Uncertainties in Global Temperature Projections over the Twenty-First Century , 2008 .

[53]  Jouni Räisänen How reliable are climate models , 2007 .