An information field theory approach to Bayesian state and parameter estimation in dynamical systems

2024/05/28 by Kairui Hao, Ilias Bilionis
Computer Science · Physics and Astronomy · #Target Tracking and Data Fusion in Sensor Networks #Model Reduction and Neural Networks #Gaussian Processes and Bayesian Inference

paper · doi:10.1016/j.jcp.2024.113139

Citations

• On Information and Sufficiency
• A Stochastic Approximation Method
• Physics-informed neural networks: A deep learning framework for solving forward and inverse problems involving nonlinear partial differential equations
• Multi-fidelity Bayesian neural networks: Algorithms and applications