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eess.SY2026
Data-Driven Regularized Time-Limited h2 Model Reduction from Noisy Impulse Responses
Hiroki Sakamoto, Kazuhiro Sato
This paper develops a data-driven time-limited h2 model reduction method for discrete-time linear time-invariant systems. Specifically, we formulate and solve a regularized time-li…
eess.SY2025
A Deep State-Space Model Compression Method using Upper Bound on Output Error
Hiroki Sakamoto, Kazuhiro Sato
We study deep state-space models (Deep SSMs) that contain linear quadratic-output (LQO) systems as internal blocks and present a compression method with a provable output error gua…