Machine learning is the ability of a machine to improve its performance based on previous results. Machine learning methods enable computers to learn without being explicitly programmed and have ...
Abstract: Traditional microwave amplifier (MWA) design relies on manual topology selection and iterative parameter tuning, which is both time-consuming and susceptible to local optima. The presence of ...
BONNI optimizes any black box function WITH gradient information. Especially in optimizations with many degree of freedom, gradient-information increases optimization speed. In the image, the ...
Abstract: Yield optimization for circuit design is computationally intensive due to the expensive yield estimation based on Monte Carlo methods and the difficult optimization process. In this work, a ...