Work

Discovering a reaction–diffusion model for Alzheimer’s disease by combining PINNs with symbolic regression

Year: 2023

Type: article

Source: Computer Methods in Applied Mechanics and Engineering

DOI: 10.1016/j.cma.2023.116647

Authors: Zhen Zhang, Zongren Zou, Ellen Kuhl, George Em Karniadakis

Institutions: Brown University, Stanford University

Language: English

Topic: Model Reduction and Neural Networks

Subfield: Statistical and Nonlinear Physics

Field: Physics and Astronomy

Domain: Physical Sciences

SDG: Good health and well-being

Open Access status: bronze

Funders: National Science Foundation, U.S. Department of Energy, Multidisciplinary University Research Initiative, Office of Naval Research, Division of Civil, Mechanical and Manufacturing Innovation, Air Force Office of Scientific Research

Awards: G1523888516, G1680675062, G2072716033, Automated Model Discovery for Soft Matter, G36446433, G4720003262, SEA-CROGS: SCALABLE, EFFICIENT AND ACCELERATED CAUSAL REASONING OPERATORS, GRAPHS AND SPIKES FOR EARTH AND EMBEDDED SYSTEMS, G5657759450, G5729145195, G6098521345, G6835881641, G8224071431, G8876996369

OpenAlex ID: W4389067443

FWCI: 7.95

Cites: 47

Cited by: 79

Related to: 10