Quantitative Statistical Analysis with Physics-based Surrogate Modeling for Wave Chaotic Systems

This paper present a hybrid deterministic and stochastic formulation for the quantitative statistical analysis of complex wave-chaotic systems. The work seamlessly integrates the universal statistical properties of the systems and the site-specific features within a comprehensive statistical analysis framework. A physics-based surrogate modeling capability is established, which generates the statistical response in nearly real time while retaining the underlying first-principles analysis. The work is validated through representative experiments.