Impacts of uncertain cloud-related parameters on Pacific Walker circulation simulation in GAMIL2

References

• Bjerknes, J. 1969. “Atmospheric Teleconnections from the Equatorial Pacific.” Monthly Weather Review 97: 163–172. doi:10.1175/1520-0493(1969)097, 0163:ATFTEP.2.3.CO;2.
   Web of Science ®Google Scholar
• Boyle, J. S., S. A. Klein, D. D. Lucas, H.-Y. Ma, J. Tannahill, and S. Xie. 2015. “The Parametric Sensitivity of CAM5’s MJO.” Journal of Geophysical Research Atmospheres 120 (4): 1424–1444. doi:10.1002/2014JD022507.
   Web of Science ®Google Scholar
• Collins, M., B. B. B. Booth, B. Bhaskaran, G. R. Harris, J. M. Murphy, D. M. H. Sexton, and M. J. Webb. 2011. “Climate Model Errors, Feedbacks, and Forcings: A Comparison of Perturbed Physics and Multi-model Ensembles.” Climate Dynamics 36 (9): 1737–1766. doi:10.1007/s00382-010-0808-0.
   Web of Science ®Google Scholar
• Covey, C., D. D. Lucas, J. Tannahill, X. Garaizar, and R. Klein. 2013. “Efficient Screening of Climate Model Sensitivity to a Large Number of Perturbed Input Parameters.” Journal of Advances in Modeling Earth Systems 5 (3): 598–610. doi:10.1002/jame.20040.
   Web of Science ®Google Scholar
• Dinezio, P. N., G. A. Vecchi, and A. C. Clement. 2013. “Detectability of Changes in the Walker Circulation in Response to Global Warming*.” Journal of Climate 26 (12): 4038–4048. doi:10.1175/JCLI-D-12-00531.1.
   Web of Science ®Google Scholar
• Hack, J. J. 1994. “Parameterization of the Moist Convection in the NCAR Community Climate Model CCM2.” Journal of Geophysical Research Atmospheres 99 (D3): 5541–5568. doi:10.1002/2014MS000315.
   Web of Science ®Google Scholar
• Held, I. M., and B. J. Soden. 2006. “Robust Responses of the Hydrological Cycle to Global Warming.” Journal of Climate 19: 5868–5699. doi:10.1175/JCLI3990.1.
   Web of Science ®Google Scholar
• Holton, J. R. 1992. An Introduction to Dynamic Meteorology, 511. 3rd ed. Waltham, MA: Academic Press.
   Google Scholar
• Jackson, C. S., M. K. Sen, G. Huerta, Y. Deng, and K. P. Bowman. 2008. “Error Reduction and Convergence in Climate Prediction.” Journal of Climate 21 (24): 6698–6709. doi:10.1175/2008JCLI2112.1.
   Web of Science ®Google Scholar
• Kanamitsu, M., W. Ebisuzaki, J. Woollen, S. K. Yang, J. J. Hnilo, M. Fiorino, and G. L. Potter. 2010. “NCEP-DOE AMIP-II Reanalysis (R-2).” Bulletin of the American Meteorological Society 83 (11): 1631–1643. doi:10.1175/BAMS-83-11-1631.
   Google Scholar
• L’Heureux, M. L., S. Lee, and B. Lyon. 2013. “Recent Multidecadal Strengthening of the Walker Circulation Across the Tropical Pacific.” Nature Climate Change 3 (3): 571–576. doi:10.1038/nclimate1840.
   Web of Science ®Google Scholar
• Li, L. J., P. F. Lin, Y. Q. Yu, B. Wang, T. J. Zhou, L. Liu, J. Liu, et al. 2013. “The Flexible Global Ocean-atmosphere-land System Model Version g2.” Advances in Atmospheric Sciences 30 (3): 543–560. doi:10.1007/s00376-012-2140-6.
   Web of Science ®Google Scholar
• Li, L. J., B. Wang, L. Dong, L. Liu, S. Shen, N. Hu, W. Q. Sun, et al. 2013. “Evaluation of Grid-point Atmospheric Model of IAP LASG, Version 2.0 (GAMIL 2.0).” Advances in Atmospheric Sciences 30 (3): 855–867. doi:10.1007/s00376-013-2157-5.
   Web of Science ®Google Scholar
• Ma, S. M., and T. J. Zhou. 2016. “Robust Strengthening and Westward Shift of the Tropical Pacific Walker Circulation During 1979–2012: A Comparison of 7 Sets of Reanalysis Data and 26 CMIP5 Models.” Journal of Climate 29 (9): 3097–3118. doi:10.1175/JCLI-D-15-0398.1.
   Web of Science ®Google Scholar
• Morrison, H., and A. Gettelman. 2008. “A New Two-moment Bulk Stratiform Cloud Microphysics Scheme in the Community Atmosphere Model, Version 3 (CAM3). Part I: Description and Numerical Tests.” Journal of Climate 21 (15): 3642–3659. doi:10.1175/2008JCLI2105.1.
   Web of Science ®Google Scholar
• Murphy, J. M., D. M. H. Sexton, D. N. Barnett, G. S. Jones, M. J. Webb, M. Collins, and D. A. Stainforth. 2004. “Quantification of Modelling Uncertainties in a Large Ensemble of Climate Change Simulations.” Nature 430 (7001): 768–772. doi:10.1038/nature02771.
   PubMed Web of Science ®Google Scholar
• Philander, S. G. 1990. El Nino, La Nina, and the Southern Oscillation, 293. London: Academic Press.
   Google Scholar
• Power, S. B., and G. Kociuba. 2011. “What caused the Observed Twentieth-century Weakening of the Walker Circulation?” Journal of Climate 24 (24): 6501–6514. doi:10.1175/2011JCLI4101.1.
   Web of Science ®Google Scholar
• Sandeep, S., F. Stordal, and P. D. Sardeshmukh. 2014. “Pacific Walker Circulation Variability in Coupled and Uncoupled Climate Models.” Climate Dynamics 43 (1–2): 103–117. doi:10.1007/s00382-014-2135-3.
   Web of Science ®Google Scholar
• Simmons, A., S. Uppala, D. Dee, and S. Kobayashi. 2006. “ERA-interim: New ECMWF Reanalysis Products from 1989 Onwards.” ECMWF Newsletter 110: 26–35. doi:ECMWF Newsletter n.110.
   Google Scholar
• Sohn, B. J., and S. C. Park. 2010. “Strengthened Tropical Circulations in Past Three Decades Inferred from Water Vapor Transport.” Journal of Geophysical Research Atmospheres 115 (D15): 4447–4458. doi:10.1029/2009JD013713.
   Web of Science ®Google Scholar
• Sohn, B. J., S. W. Yeh, J. Schmetz, and H. J. Song. 2013. “Observational Evidences of Walker Circulation Change Over the last 30 years Contrasting with GCM Results.” Climate Dynamics 40 (7–8): 1721–1732. doi:10.1007/s00382-012-1484-z.
   Web of Science ®Google Scholar
• Sohn, B. J., S. Lee, E. S. Chung, and H. J. Song. 2016. “The Role of the Dry Static Stability for the Recent Change in the Pacific Walker Circulation.” Journal of Climate 29 (8): 160210125433000. doi:10.1175/JCLI-D-15-0374.1.
   Web of Science ®Google Scholar
• Stainforth, D. A., T. Aina, C. Christensen, M. Collins, N. Faull, D. J. Frame, J. A. Kettleborough, et al. 2005. “Uncertainty in Predictions of the Climate Response to Rising Levels of Greenhouse Gases.” Nature 433 (7024): 403–406. doi:10.1038/nature03301.
   PubMed Web of Science ®Google Scholar
• Tokinaga, H., S. P. Xie, C. Deser, Y. Kosaka, and Y. M. Okumura. 2012. “Slowdown of the Walker Circulation Driven by Tropical Indo-Pacific Warming.” Nature 491 (7424): 439–443. doi:10.1038/nature11576.
   PubMed Web of Science ®Google Scholar
• Vecchi, G. A., and B. J. Soden. 2007. “Global Warming and the Weakening of the Tropical Circulation.” Journal of Climate 20: 4316–4340. doi:10.1175/JCLI4258.1.
   Web of Science ®Google Scholar
• Vecchi, G. A., B. J. Soden, A. T. Wittenberg, I. M. Held, A. Leetmaa, and M. J. Harrison. 2006. “Weakening of Tropical Pacific Atmospheric Circulation due to Anthropogenic Forcing.” Nature 441 (7089): 73–76. doi:10.1038/nature04744.
   PubMed Web of Science ®Google Scholar
• Wang, B., H. Wan, Z. Z. Ji, X. Zhang, R. C. Yu, Y. Q. Yu, and H. T. Liu. 2004. “Design of a New Dynamical Core for Global Atmospheric Models Based on Some Efficient Numerical Methods.” Science in China Series A: Mathematics 47 (s1): 4–21.
   Google Scholar
• Watanabe, M., M. Kimoto, Y. Imada, and M. Chikira. 2011. “Convective Control of ENSO Simulated in MIROC5.” Journal of Climate 24 (2): 543–562. doi:10.1175/2010JCLI3878.1.
   Web of Science ®Google Scholar
• Yan, H., Y. Qian, C. Zhao, H. L. Wang, M. H. Wang, B. Yang, X. H. Liu, and Q. Fu. 2015. “A New Approach to Modeling Aerosol Effects on East Asian Climate: Parametric Uncertainties Associated with Emissions, Cloud Microphysics, and Their Interactions.” Journal of Geophysical Research Atmospheres 120: 8905–8924. doi:10.1002/2015JD02344.
   Web of Science ®Google Scholar
• Yang, B., Y. Zhang, Y. Qian, T. W. Wu, A. N. Huang, and Y. J. Fang. 2015. “Parametric Sensitivity Analysis for the Asian Summer Monsoon Precipitation Simulation in the Beijing Climate Center AGCM Version 2.1.” Journal of Climate 28 (14): 150423122028005. doi:10.1175/JCLI-D-14-00655.1.
   Web of Science ®Google Scholar
• Yu, B., and F. W. Zwiers. 2010. “Changes in Equatorial Atmospheric Zonal Circulations in Recent Decades.” Geophysical Research Letters 37 (5): 137–147. doi:10.1029/2009GL042071.
   Web of Science ®Google Scholar
• Yu, B., F. W. Zwiers, G. J. Boer, and M. F. Ting. 2012. “Structure and Variances of Equatorial Zonal Circulation in a Multimodel Ensemble.” Climate Dynamics 39 (9–10): 2403–2419. doi:10.1007/s00382-012-1372-6.
   Web of Science ®Google Scholar
• Zhang, G. J., and N. A. McFarlane. 1995. “Sensitivity of Climate Simulations to the Parameterization of Cumulus Convection in the Canadian Climate Centre General Circulation Model.” Atmosphere-Ocean 33 (3): 407–446. doi:10.1080/07055900.1995.9649539.
   Web of Science ®Google Scholar
• Zhang, G. J., and M. Mu. 2005. “Effects of Modifications to the Zhang-McFarlane Convection Parameterization on the Simulation of the Tropical Precipitation in the National Center for Atmospheric Research Community Climate Model, Version 3.” Journal of Geophysical Research Atmospheres 110: D09109. doi:10.1029/2004JD005617.
   Web of Science ®Google Scholar
• Zhang, M. H., W. Lin, C. S. Bretherton, J. J. Hack, and P. J. Rasch. 2003. “A Modified Formulation of fraCtional Stratiform Condensation Rate in the NCAR Community Atmospheric Model (CAM2).” Journal of Geophysical Research Atmospheres 108 (D1): 4035. doi:10.1029/2002JD002523.
   Web of Science ®Google Scholar
• Zhang, T., L. J. Li, Y. L. Lin, W. Xue, F. Xie, H. Y. Xu, and X. Huang. 2015. “An Automatic and Effective Parameter Optimization Method for Model Tuning.” Geoscientific Model Development Discussions 8 (11): 3791–3822. doi:10.5194/gmd-8-3579-2015.
   Google Scholar