An Automated Surrogate-Assisted Optimization Framework for Rapid Microfluidic Channel Design of Point-of-Care Diagnostic Devices

Saliva-based point-of-care diagnostic devices provide accessible, non-invasive health monitoring but face engineering challenges in ensuring reliable, cost-effective performance outside laboratory settings. Traditional design approaches rely heavily on repeated cycles of simulation, design, and prot