Week 11 Reading: Should we bias-correct climate models? (bring two questions Friday)
What bias correction assumes about a climate model, and what it can hide
Read the assigned sections before Friday’s class (11/6).
Assigned
- Ehret et al. (2012) (open access), skipping §2.1-2.2.
Background
- Sections 3.5.1-3.5.2 of Ghil et al. (2011).
Further reading
References
Ehret, U., Zehe, E., Wulfmeyer, V., Warrach-Sagi, K., & Liebert, J. (2012). Should we apply bias correction to global and regional climate model data? Hydrology and Earth System Sciences, 16(9), 3391–3404. https://doi.org/10.5194/hess-16-3391-2012
Ghil, M., Yiou, P., Hallegatte, S., Malamud, B. D., Naveau, P., Soloviev, A., et al. (2011). Extreme events: Dynamics, statistics and prediction. Nonlinear Processes in Geophysics, 18(3), 295–350. https://doi.org/10/fvzxvv
Lafferty, D. C., & Sriver, R. L. (2023). Downscaling and bias-correction contribute considerable uncertainty to local climate projections in CMIP6. Npj Climate and Atmospheric Science, 6(1, 1), 1–13. https://doi.org/10.1038/s41612-023-00486-0
Sobel, A. H., Lee, C.-Y., Bowen, S. G., Camargo, S. J., Cane, M. A., Clement, A., et al. (2023). Near-term tropical cyclone risk and coupled Earth system model biases. Proceedings of the National Academy of Sciences, 120(33), e2209631120. https://doi.org/10.1073/pnas.2209631120