109 citations · 443 across the 45 of their papers we have counts for
4 papers · 1 filter
Data-driven localization mappings in filtering the monsoon-Hadley multicloud convective flows
Michèle De La Chevrotière, John Harlim
This paper demonstrates the efficacy of data-driven localization mappings for assimilating satellite-like observations in a dynamical system of intermediate complexity. In particul…
A Parameter Estimation Method Using Linear Response Statistics: Numerical Scheme
He Zhang, Xiantao Li, John Harlim
This paper presents a numerical method to implement the parameter estimation method using response statistics that was recently formulated by the authors. The proposed approach for…
Diffusion forecasting model with basis functions from QR decomposition
John Harlim, Haizhao Yang
The diffusion forecasting is a nonparametric approach that provably solves the Fokker-Planck PDE corresponding to Itô diffusion without knowing the underlying equation. The key ide…
An Equation-By-Equation Method for Solving the Multidimensional Moment Constrained Maximum Entropy Problem
Wenrui Hao, John Harlim
An equation-by-equation (EBE) method is proposed to solve a system of nonlinear equations arising from the moment constrained maximum entropy problem of multidimensional variables.…