Information and Computer Systems

Novel Machine-Learning-Enabled Tool for Rapid Product Design Optimization

SDN Multiple Operating System Rotational Environment (SMORE) utilizes software defined networking (SDN) to programmatically switch the flow of packets from users to a given set of servers. By periodically switching which servers respond to user requests.

Argonne has developed a suite of five advanced computational tools for addressing complex challenges related to combustion analysis and engine design

Polybot is a modular self-driving laboratory software environment that combines artificial intelligence (AI), automation, and experimentations. The robotics software of Polybot facilitates the rapid setup of hardware modules, implementation of experimenta

This invention comprises a predictive machine learning framework that leverages high performance computing and high-level quantum calculations to predict, determine, and validate phase diagrams in chemical systems without any recourse to experimental info

This invention addresses a critical issue of multiple objective optimization and is a general approach applicable to all types of model or property optimization.

This invention comprises the introduction of an active learning method that starts training a neural network with ​“a single” data point.

A tool for the automatic differentiation of Fortran 77 programs

An atomistic simulation toolkit for bridging length and time scales.Invention: Multi-fidelity scale bridging between various flavors of molecular dynamics (i.e. ab-initio, classical and coarse-grained models) has remained a long-standing challenge.

Software environment and framework for automotive control system design, simulation and analysis