Journal · Published ·
Adaptive surrogate modeling for high-dimensional spatio-temporal output
Berkcan Kapusuzoglu, Sankaran Mahadevan, Shunsaku Matsumoto, Yoshitomo Miyagi, Daigo Watanabe
Structural and Multidisciplinary Optimization · Journal
Summary
This paper develops adaptive surrogate modeling for systems with high-dimensional spatio-temporal outputs.
Research contribution
The approach reduces output dimensions before constructing a surrogate in the latent space, and evaluates prediction error in the original space.