Wen-Jia Wang

Deep Switching Koopman Networks: Discovery of Switching Dynamic Regimes in Industrial Systems

Reliable modeling of non-stationary multivariate time series, particularly those arising in industrial monitoring, requires capturing the dynamics that govern sequential observations. Existing CNN- and Transformer-based classifiers often rely on stationary discriminative patterns and therefore do not explicitly represe...