Sparse identification of chemical reaction mechanisms from limited concentration profiles
A sparse identification approach was employed to discover chemical reaction mechanisms from experimental concentration profiles, providing accurate and interpretable kinetic models while preventing overfitting.
Authors
- Shun Hayashi (ORCID: https://orcid.org/0000-0003-4832-3768)
Institutions
- National Museum of Nature and Science (JP)
Publication Details
- Journal
- Digital Discovery
- Published
- 2025-01-01
- DOI
- https://doi.org/10.1039/d5dd00293a
- Primary Topic
- Mass Spectrometry Techniques and Applications
- Type
- article
- Field-Weighted Citation Impact
- 0.00
Funders
- Ministry of Education, Culture, Sports, Science and Technology
- Japan Society for the Promotion of Science