Coupling Flux Balance Analysis with Reactive Transport Modeling through Machine Learning for Rapid and Stable Simulation of Microbial Metabolic Switching
Hyun‐Seob Song, Firnaaz Ahamed, Joon‐Yong Lee, Christopher S. Henry, Janaka N. Edirisinghe, William C. Nelson, Xingyuan Chen, D. Moulton, Tim Scheibe
The paper develops an ANN-based reduced-order model to accelerate FBA integration with RTMs, enabling efficient simulation of microbial metabolic switching in Shewanella oneidensis.
Scientific Reports · Feb 19, 2025Peer-reviewedSystems Biology