Autonomous Discovery of Unknown Reaction Pathways from Data by Chemical Reaction Neural Network
Author:
Affiliation:
1. Department of Mechanical Engineering, Massachusetts Institute of Technology, Cambridge, Massachusetts 02139, United States
Funder
Karl Chang (1965) Innovation Fund, Massachusetts Institute of Technology
Publisher
American Chemical Society (ACS)
Subject
Physical and Theoretical Chemistry
Link
https://pubs.acs.org/doi/pdf/10.1021/acs.jpca.0c09316
Reference32 articles.
1. Reaction Mechanism Generator: Automatic construction of chemical kinetic mechanisms
2. A robotic platform for flow synthesis of organic compounds informed by AI planning
3. Recent advances in laser absorption and shock tube methods for studies of combustion chemistry
4. Data-driven discovery of coordinates and governing equations
5. A machine learning approach to predict metabolic pathway dynamics from time-series multiomics data
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