Pathway toward prior knowledge-integrated machine learning in engineering

10 July 2023

Papers citing "Pathway toward prior knowledge-integrated machine learning in engineering"

5 / 5 papers shown

Title
Machine Learning in Proton Exchange Membrane Water Electrolysis -- Part I: A Knowledge-Integrated Framework Xia Chen A. Rex Janis Woelke Christoph Eckert B. Bensmann R. Hanke‐Rauschenbach Philipp Geyer 18 0 0 24 Jan 2024
Utilizing Domain Knowledge: Robust Machine Learning for Building Energy Prediction with Small, Inconsistent Datasets Xia Chen M. Singh Philipp Geyer 10 3 0 23 Jan 2023
On the Principles of Parsimony and Self-Consistency for the Emergence of Intelligence Y. Ma Doris Y. Tsao H. Shum 59 75 0 11 Jul 2022
Learning in High Dimension Always Amounts to Extrapolation Randall Balestriero J. Pesenti Yann LeCun 33 102 0 18 Oct 2021
B-PINNs: Bayesian Physics-Informed Neural Networks for Forward and Inverse PDE Problems with Noisy Data Liu Yang Xuhui Meng George Karniadakis PINN 170 755 0 13 Mar 2020