Development of a robust closed loop pressure control system for droplet generation
Year: 2025
Type: article
Abstract: In droplet microfluidics, the precision of droplet length is essential for assay consistency. Pneumatic control is commonly utilized to regulate fluid flow and droplet generation, but the absence of feedback in open-loop systems makes these systems vulnerable to disturbances and restricts dynamic pressure regulation. To minimize variability and optimize resilience to perturbations, a closed-loop control strategy was implemented with the help of a proportional valve regulating the pressure in a sealed container. Using system identification, a mathematical model for the pneumatic system was developed to form the basis for a closed-loop Proportional-Integral (PI) controller. Compared to conventional methods, that derive mathematical models using physical laws, system identification is used to simplify complex models and design an effective robust controller while considering experimental uncertainties. The effectiveness of the closed-loop feedback system was evaluated for dynamic pressure changes and disturbance rejection. This resulted in a significant reduction of the coefficient of variation (CV) from 9.32 % (best-case scenario) during open loop control to < 3 % during closed loop control. Additionally, the stability of container pressures over a 30-minute period demonstrated a 25-fold improvement compared to open loop, alongside 1.6-fold enhancement in stability in droplet length. • Closed loop control using a microcontroller for actuation of pneumatic proportional values. • Accurate mathematical model derived using System identification. • Robust closed loop control system realized through root locus analysis. • Monodisperse droplet generation demonstrated under disturbance (pressure pulse).
Source: Sensors and Actuators A Physical
Institution: Deakin University
Language: English
Subfield: Biomedical Engineering
Field: Engineering
Domain: Physical Sciences
Open Access status: hybrid
Estimated APC paid: $3,750
OpenAlex ID: W4409657629