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DTSTART;TZID=America/Los_Angeles:20260728T170100
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UID:dac_DAC 2026_sess306_WIP3185@linklings.com
SUMMARY:Late Breaking Results: High-Fidelity Simulation and Real-Time Fore
 casting of Fluid-Solute-Coupled Microfluidics
DESCRIPTION:Siyuan Liang (The Chinese University of Hong Kong); Chenghan W
 ang (Chinese University of Hong Kong); Yushen Zhang (Technical University 
 of Munich); Zhiqiang Jia (The Chinese  University of Hong Kong); Mengchu L
 i, Tsun-Ming Tseng, and Ulf Schlichtmann (Technical University of Munich);
  and Tsung-Yi Ho (The Chinese University of Hong Kong)\n\nMicrofluidic bio
 chips enable complex experiments but lack simulators for coupled physical 
 fields, causing fatal flaws like mixing failure to evade detection until p
 ost-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, w
 hile the forecaster achieves 36,000x speedup at 98% accuracy, bridging the
  gap between fidelity and efficiency for optimized biochip design.\n\nTrac
 k: Student\n\n
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