Microbial Culture Media Knowledge Graph - Comprehensive collection of 10,000+ culture media recipes from major international repositories with LinkML schema, ontology grounding, and browser-based exploration

A machine learning framework that predicts biogas yield from organic waste by integrating biochemical and thermodynamic principles — Monod kinetics, Arrhenius temperature dependence, and pH-activity relations — into a Gaussian Process Regression model, achieving R² of 0.968 with only 120 samples.

Linear-programming–based optimization of microbial growth media under elemental stoichiometric constraints.

BIOSZEN: R/Shiny app for data analysis and visualization from Excel files