2 papers
cs.LG2023
Practical Layout-Aware Analog/Mixed-Signal Design Automation with Bayesian Neural Networks
Ahmet F. Budak, Keren Zhu, David Z. Pan
The high simulation cost has been a bottleneck of practical analog/mixed-signal design automation. Many learning-based algorithms require thousands of simulated data points, which…
cs.LG2021
DNN-Opt: An RL Inspired Optimization for Analog Circuit Sizing using Deep Neural Networks
Ahmet F. Budak, Prateek Bhansali, Bo Liu +3
Analog circuit sizing takes a significant amount of manual effort in a typical design cycle. With rapidly developing technology and tight schedules, bringing automated solutions fo…