Search Results for author: Tzikang Chen

Found 2 papers, 1 papers with code

Physical Constraint Embedded Neural Networks for inference and noise regulation

no code implementations19 May 2021 Gregory Barber, Mulugeta A. Haile, Tzikang Chen

Here we employed a conservation of energy constraint embedded network as a physics-informed noise regulator for a symbolic regression task.

regression Symbolic Regression

Joint Parameter Discovery and Generative Modeling of Dynamic Systems

1 code implementation19 Mar 2021 Gregory Barber, Mulugeta A. Haile, Tzikang Chen

We tested our framework with simple harmonic oscillators, $n=1$, and noisy observations and show that it discovers the underlying system parameters and generalizes well with respect to these discovered parameters.

Time Series Time Series Analysis

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