A dynamic agricultural prediction system for large-scale drought assessment on the Sunway TaihuLight supercomputer

•Further acceleration of crop models and high-performance computing for large-scale crop modeling.•Combination of Bayesian inference and Bayesian model average to improve predictive accuracy.•Real-time simulation and prediction based on observational and scenario forces.•Risk analysis of yield losses in multiple scales and its spatial dependency.