Presentation
Late Breaking Results: High-Fidelity Simulation and Real-Time Forecasting of Fluid-Solute-Coupled Microfluidics
DescriptionMicrofluidic biochips enable complex experiments but lack simulators for coupled physical fields, causing fatal flaws like mixing failure to evade detection until post-fabrication. We propose a framework integrating a high-fidelity fluid-solute-coupled simulator with a graph-transformer forecaster. Experiments demonstrate that the simulator accurately captures complex interactions, while the forecaster achieves 36,000x speedup at 98% accuracy, bridging the gap between fidelity and efficiency for optimized biochip design.
Event Type
Work in Progress
TimeMonday, July 276:05pm - 6:06pm PDT
LocationExhibit Hall