A perspective on regression and Bayesian approaches for system identification of pattern formation dynamics

ABSTRACT: We present two approaches to system identification, i.e. the identification of partial differential equations (PDEs) from measurement data. The first is a regression-based variational system identification procedure that is advantageous in not requiring repeated forward model solves and ha...

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Bibliographic Details
Main Authors: Zhenlin Wang, Bowei Wu, Krishna Garikipati, Xun Huan
Format: Article
Language:English
Published: Elsevier 2020-03-01
Series:Theoretical and Applied Mechanics Letters
Subjects:
Online Access:http://www.sciencedirect.com/science/article/pii/S2095034920300325