Geosci. Model Dev. Discuss., https://doi.org/10.5194/gmd-2018-198 Manuscript under review for journal Geosci. Model Dev. Discussion started: 23 October 2018 c Author(s) 2018. CC BY 4.0 License. 1 Improving climate model accuracy by exploring parameter space with an O(105) member 2 ensemble and emulator 3 Sihan Li1,2, David E. Rupp3, Linnia Hawkins3,6, Philip W. Mote3,6, Doug McNeall4, Sarah 4 N. Sparrow2, David C. H. Wallom2, Richard A. Betts4,5, Justin J. Wettstein6,7,8 5 1Environmental Change Institute, School of Geography and the Environment, University 6 of Oxford, Oxford, United Kingdom 7 2Oxford e-Research Centre, University of Oxford, Oxford, United Kingdom 8 3Oregon Climate Change Research Institute, College of Earth, Ocean, and Atmospheric 9 Science, Oregon State University, Corvallis, Oregon 10 4Met Office Hadley Centre, FitzRoy Road, Exeter, United Kingdom 11 5College of Life and Environmental Sciences, University of Exeter, Exeter, UK 12 6College of Earth, Ocean, and Atmospheric Science, Oregon State University, Corvallis, 13 Oregon 14 7Geophysical Institute, University of Bergen, Bergen, Norway 15 8Bjerknes Centre for Climate Change Research, Bergen, Norway 16 Correspondence to: Sihan Li (
[email protected]) 17 18 19 20 21 22 23 1 Geosci. Model Dev. Discuss., https://doi.org/10.5194/gmd-2018-198 Manuscript under review for journal Geosci. Model Dev. Discussion started: 23 October 2018 c Author(s) 2018. CC BY 4.0 License. 24 Abstract 25 Understanding the unfolding challenges of climate change relies on climate models, many 26 of which have large summer warm and dry biases over Northern Hemisphere continental 27 mid-latitudes.