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A New Sequential Sampling Method of Surrogate Models for Design and Optimization of Dynamic Systems
Mechanism and Machine Theory, 2021Jianwan Ding, Yizhong Wu
exaly
Uncertainty quantification of dynamical systems by a POD–Kriging surrogate model
Journal of Computational Science, 2022openaire +1 more source
Multi-objective Parameter Tuning with Dynamic Compositional Surrogate Models
2021Dmytro Pukhkaiev +3 more
openaire +1 more source
Surrogate methods for parameter inference in transmission dynamic models
Mechanistic models of infectious disease transmission provide a framework for understanding and predicting disease dynamics, but statistical inference is often computationally prohibitive. This challenge is especially pronounced for models with high-dimensional structures and many unknown parameters, where trajectory matching may require thousands of ...Philip C Lee +6 more
openaire +1 more source
A Deep-Learning-Based Surrogate Model for Data Assimilation in Dynamic Subsurface Flow Problems
Journal of Computational Physics, 2020Yimin Liu, Meng Tang, Louis Durlofsky
exaly
Hull Optimization of an Underwater Vehicle Based on Dynamic Surrogate Model
Ocean Engineering, 2021exaly