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Kai Cheng

Technical University of Munich

Researcher

SCHOLARLY PAPERS

3

DOWNLOADS

213

TOTAL CITATIONS

1

Scholarly Papers (3)

1.

Adaptive Data-Driven Probabilistic Reduced-Order Models for Parameterized Dynamical Systems

Number of pages: 24 Posted: 07 Aug 2024
Ralf Zimmermann and Kai Cheng
University of Southern Denmark - Department of Mathematics and Computer Science and Technical University of Munich
Downloads 92 (730,864)

Abstract:

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Reduced-order models, Gaussian process regression, Dynamical systems, Probabilistic prediction

2.

State Space Kriging Model for Emulating Complex Nonlinear Dynamical Systems Under Stochastic Excitation

Number of pages: 36 Posted: 10 Sep 2024
Technical University of Munich, Technische Universität München (TUM) - Engineering Risk Analysis Group, Tongji University and affiliation not provided to SSRN
Downloads 64 (924,743)
Citation 1

Abstract:

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Stochastic dynamical system, Surrogate model, Active learning, Gaussian process, Sparse learning

3.

State Space Kriging Model for Emulating Nonlinear Stochastic Dynamical Systems with System Parameter Uncertainty

Number of pages: 40 Posted: 10 Jul 2025
Technical University of Munich, Technische Universität München (TUM) - Engineering Risk Analysis Group, Tongji University and affiliation not provided to SSRN
Downloads 57 (989,921)

Abstract:

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Nonlinear stochastic dynamical systems, Surrogate model, Uncertain system parameters, Stochastic excitation