Answers are grounded in this paper and cite their sources.
Mathematical modeling study demonstrates that ultrasound-assisted optimal control regulates delay-induced reaction dynamics, highlighting potential strategies to maximize biodiesel yields.
In this study, a delay-induced mathematical model for biodiesel production is proposed by introducing a discrete time delay into a reaction kinetic framework. The delay represents the intrinsic lag associated with intermediate biochemical processes during biodiesel synthesis. An optimal control strategy based on ultrasound-assisted production is further incorporated to regulate biodiesel yield while minimizing control cost. The resulting delayed optimal control system is analyzed using Pontryagin’s Maximum Principle. To efficiently simulate the delayed dynamics, a fixed-step RK4 solver for delay differential equations is developed and validated against the ddeint method. Numerical simulations demonstrate that delay significantly affects transient biodiesel dynamics and may induce oscillatory behavior. Sensitivity and uncertainty analyses identify key kinetic parameters governing oscillation amplitude and system robustness. The results highlight the potential of ultrasound-assisted control strategies for enhancing biodiesel production.
No takes yet. Share an insight, caveat, or question.
Cao et al. (2026) studied this question.
Synapse has enriched 10 related papers. Consider them for comparative context: