Qinguo Liu

This paper introduces flux-species sampling (FSS) to explore biocircuit behavior by directly sampling steady-state species and fluxes, improving the identification of regulatory modes and behavior-realizing regimes.

The paper evaluates parameter regimes for biocircuits using the Realizability Index (R-index) to quantify valid regions and demonstrates its application to kinetic models.