unikorn

This is Unikorn, an attempt to determine a new quantum dot based transistor prototype.

This project uses Ab-Initio and DFT simulation methods, coupled with a message passing neural network machine learning model and an automatic optimization algorithm to automatically optimize and search for a new transistor based on maximizing both logical throughput (ternary level logic) and speed (carrier transport). It is hoped that utilizing technologies such as MMMMM (Metropolis Monte-Carlo), and speeding up DFT calculations with Iridium (MPNN Accelrator) will allow for a more efficient and accurate search of the molecule parameter space.

Other Projects:

Project Links

Some of these are private.
Neural Network
Monte-Carlo Simulation Platform
The Library for Simulation
Full Project

General Links

Some of these such as the blog may be of interest to you.
Homepage of the Owner
Owner's Blog
Email