High-Performance Computing, Simulation, and Data Science

Project Highlights


Click on any of the project titles below to view a brief project summary,
or return to our Project Highlights page to view lists of FY23 projects in other research categories.

Project Title Project Code Project Type Project Status
Accelerating Time-integrators with Surrogate Models 23-ERD-048 Exploratory Research Continuing
Achieving Peak Performance of High-Performance Computing Applications by Optimizing Parallelism Compilation 21-ERD-018 Exploratory Research Final
Adaptive Sampling for Risk-Averse Design and Optimization 22-ERD-009 Exploratory Research Continuing
An Experimentally Validated Synergistic Membrane Model 21-ERD-047 Exploratory Research Continuing
Automated Software Integration 21-SI-005 Strategic Initiative Final
Autonomous MultiScale: Embedded Machine Learning for Smart Simulations 22-SI-004 Strategic Initiative Continuing
Cross-Scale Modeling for Component Scale Simulations 21-ERD-022 Exploratory Research Final
CROSSWALK 23-SI-001 Strategic Initiative Continuing
Decision Superiority 22-SI-001 Strategic Initiative Continuing
DENAS: Deep Neuroevolution at Scale 21-ERD-026 Exploratory Research Final
Designing Asynchronous Circuits for Dynamic Machine Learning Adaptation 22-DR-009 Disruptive Research Continuing
Exact Representation of Curved Material Interfaces and Boundaries in High-Order Finite Element Simulations 21-ERD-031 Exploratory Research Final
ForwardProp is a Novel Gradient-Free Learning Paradigm for Integrating Deep Neural Nets with Scientific Simulations 23-ERD-030 Exploratory Research Continuing
High-Performance Computing Force Multiplier: Leading the Way for Extreme-Scale Converged Computing 22-ERD-041 Exploratory Research Continuing
Improving Extrapolation Behavior in Deep Neural Networks 22-ERD-006 Exploratory Research Continuing
Interactive Exploratory Graph-Enabled Data Analytics at High-Performance Computing Scales 21-ERD-020 Exploratory Research Final
Knowledge Extraction and Injection Via Concept-Level Reasoning in Scientific Machine Learning 23-ERD-029 Exploratory Research Continuing
Knowledge-Driven Machine Learning 21-ERD-012 Exploratory Research Final
Large-Scale Shape Optimization with Conformal Meshes 22-ERD-023 Exploratory Research Continuing
Learning to Solve Faster with Data-Driven Algebraic Multigrid Methods 23-FS-031 Feasibility Study Final