Work

Sparse identification of chemical reaction mechanisms from limited concentration profiles

Year: 2025

Type: article

Abstract: A sparse identification approach was employed to discover chemical reaction mechanisms from experimental concentration profiles, providing accurate and interpretable kinetic models while preventing overfitting.

Source: Digital Discovery

DOI: 10.1039/d5dd00293a

Author: Shun Hayashi

Institution: National Museum of Nature and Science

Language: English

Topic: Control Systems and Identification

Subfield: Control and Systems Engineering

Field: Engineering

Domain: Physical Sciences

Open Access status: diamond

Funders: Ministry of Education, Culture, Sports, Science and Technology, Japan Society for the Promotion of Science

Award: Improved performance of electrocatalysts prepared by hybrid clustering

OpenAlex ID: W4412686961

FWCI: 0.392

Cites: 41

Cited by: 1

Related to: 10