Monsoon precipitation is a dominant driver of floods and droughts over East Asia, which affect billions of people. The lack of air-sea
coupling has been blamed for the poor East Asian monsoon precipitation simulations in atmosphere-only models because coupled
models generally do better. Based on analysis of simulations from 18 pairs of atmosphere-only and coupled models from the
Coupled Model Intercomparison Project phase 5, we show that the improved monsoon precipitation in coupled models is largely
due to compensation from sea surface temperature (SST) biases that originate from atmosphere model biases. Such bias
compensation is demonstrated using surface energy budgets and a process chain to improve both the climatological mean and
interannual precipitation patterns in coupled models. Models with larger atmosphere model errors benefit more from coupling and
models with smaller errors benefit less. Hence the key to simultaneously improving the simulations of East Asian monsoon
precipitation and SST is a better atmosphere model.
Revised: February 1, 2021 |
Published: November 22, 2019
Citation
Yang B., Y. Zhang, Y. Qian, F. Song, L. Leung, P. Wu, and Z. Guo, et al. 2019.Better monsoon precipitation in coupled climate models due to bias compensation.npj Climate and Atmospheric Science 2, no. 1:43.PNNL-SA-151925.doi:10.1038/s41612-019-0100-x