no code implementations • 9 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.
no code implementations • 19 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.
1 code implementation • 19 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.