Introduces logistic-based GRN control with explicit feedforward-proportional laws, quadratic Lyapunov certificates for global exponential stability, monostabilization budgets, and delay-uniform stability theorems.
de Jong, Modeling and simulation of genetic regulatory systems: a literature review,Journal of Computational Biology9(1) (2002) 67–103
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Modeling three labels in five-label lipid metabolism experiments balances parameter estimation accuracy, trajectory recovery, and computational cost better than using one or all labels.
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State-Feedback Control of Logistic-Based Gene Regulatory Networks: Closed-Form Lyapunov Certificates, Monostabilization, and Delay-Uniform Stability
Introduces logistic-based GRN control with explicit feedforward-proportional laws, quadratic Lyapunov certificates for global exponential stability, monostabilization budgets, and delay-uniform stability theorems.