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Physics-Informed-Neural-Networks-for-advanced-eigenmode-analysis-of-MEMS
Physics-Informed-Neural-Networks-for-advanced-eigenmode-analysis-of-MEMS PublicWe present and validate a PINNs-based framework for MEMS eigenmode analysis. It models multiple vibration modes in arbitrary geometries, validated via DHM on a PMUT device, and enables fast PMUT ar…
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Deep-reinforcement-learning-for-PMUT-inverse-design
Deep-reinforcement-learning-for-PMUT-inverse-design PublicDRL-based inverse design of PMUTs for precise frequency control and ultra-wide bandwidth with validated fabrication results.
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