One-Dimensional Deep Image Prior for Curve Fitting of S-Parameters from Electromagnetic Solvers

1 code implementation • 6 Jun 2023 • Sriram Ravula, Varun Gorti, Bo Deng, Swagato Chakraborty, James Pingenot, Bhyrav Mutnury, Doug Wallace, Doug Winterberg, Adam Klivans, Alexandros G. Dimakis

DIP is a technique that optimizes the weights of a randomly-initialized convolutional neural network to fit a signal from noisy or under-determined measurements.

Machine Learning for high speed channel optimization

no code implementations • 1 Nov 2019 • Jiayi He, Aravind Sampath Kumar, Arun Chada, Bhyrav Mutnury, James Drewniak

Design of printed circuit board (PCB) stack-up requires the consideration of characteristic impedance, insertion loss and crosstalk.

Bayesian Optimization BIG-bench Machine Learning +1