Work

Training stiff neural ordinary differential equations in data-driven wastewater process modelling

Year: 2024

Type: article

Abstract: • Introduce a novel normalisation pair method for training of stiff neural ODEs. • Propose incremental training strategy for enhance performance. • Provide a foundation for broad application of neural ODEs.

Source: Journal of Environmental Management

DOI: 10.1016/j.jenvman.2024.123870

Authors: Xiangjun Huang, Kyriakos Kandris, Evina Katsou

Institutions: Brunel University of London, Imperial College London

Language: English

Topic: Model Reduction and Neural Networks

Subfield: Statistical and Nonlinear Physics

Field: Physics and Astronomy

Domain: Physical Sciences

Open Access status: hybrid

Estimated APC paid: $3,850

Funder: European Commission

OpenAlex ID: W4405894448

FWCI: 0.887

Cites: 32

Cited by: 6

Related to: 10