Search Results for author: Mulugeta A. Haile

Found 3 papers, 1 papers with code

Implicit Particle Filtering via a Bank of Nonlinear Kalman Filters

no code implementations9 May 2022 Iman Askari, Mulugeta A. Haile, Xuemin Tu, Huazhen Fang

The implicit particle filter seeks to mitigate particle degeneracy by identifying particles in the target distribution's high-probability regions.

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 Analysis

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