Atmospheric Composition and Climate
Welcome to the Wang Research Group at Stanford!
Recent Research Highlights
Leading Role of Saharan Dust on Hurricane Rainfall
In our recent Science Advances paper (featured on the journal cover), we develop interpretable ML models to predict tropical cyclone rainfall (TCR) at the individual storm level. The SHAP values help identify non-linear and physically meaningful relationships between Saharan dust loading and TCR over the Atlantic basin from long-term observations. The models also capture meaningful correlations between TCR and meteorological factors such as sea surface temperature. Media coverage by Stanford Report and NSF.
Direct Observational Constraints on Black Carbon Forcing
Black carbon (BC) is the largest warming agent amoung all aerosol species. Our recent paper on One Earth based on our single-particle-level observations reveal multi-level microphysical complexities in BC-containing particles, and suggest likely overestimated BC absorption in current aerosol-climate models. Our another recent paper on JAMES develops an improved aerosol optical model in a global climate model to better account for those observations.