Author

Gia Huy Duong

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Open access 2026

CASPO: A Convergence-Aware Surrogate-Assisted Political Optimizer for Simulation-Efficient Analog Circuit Design

Automated sizing of analog integrated circuits is limited by the cost of SPICE-class simulation, which sets the cost of every optimization loop. Surrogate models promise a cheaper search, but analog exploration visits many non-functional designs—transistors leave saturation, the operating point collapses—and these brok...

Gia Huy Duong, Trang Hoang · IEEE Access · 0 citations

Open access Oct 2026

Data-Driven Identification of GelMA Hydrogel Formulations with Bioink-Relevant Properties Using Design of Experiments (DoE) and Machine Learning (ML)

Gelatin methacryloyl (GelMA) hydrogels are promising bioink candidates for extrusion-based 3D bioprinting, but their synthesis and formulation conditions must be optimized to achieve suitable gelation, printability, and mechanical stability. In our study, a design-of-experiments (DoE) and machine-learning-guided work...

T. Pham, Le Thao Vy Huynh, Gia Huy Duong et al. · ACS Omega · 0 citations