A Data-Driven Sparse-Learning Approach to Model Reduction in Chemical Reaction Networks

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Harirchi, Farshad; Khalil, Omar A.; Liu, Sijia; Elvati, Paolo; Violi, Angela; Hero, Alfred O.;
(2017)
  • Subject: Mathematics - Optimization and Control | Mathematics - Dynamical Systems | Computer Science - Learning

In this paper, we propose an optimization-based sparse learning approach to identify the set of most influential reactions in a chemical reaction network. This reduced set of reactions is then employed to construct a reduced chemical reaction mechanism, which is relevan... View more
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