Physics-guided, validity-gated multi-objective Bayesian optimization for CMOS LNA design. The method improves valid simulation yield from 47.5% to 95.7% and achieves 62% lower power and 10.7 dB better linearity than manual design within 190 simulations. (IMAGE)

ELSP

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