High-Performance Computing Simulation and Data Science

Project Highlights

 
FY2021

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 FY21 projects in other research categories.

Project Title Project Code Project Type Project Status
Hypothesis Testing via Artificial Intelligence: Generating Physically Interpretable Models of Scientific Data with Machine Learning 19-DR-003 Disruptive Research Continuing
Beating Monte Carlo: The Polynomial Method in Lattice Problems 19-DR-013 Disruptive Research Continuing
Heterogeneous Computing Elements: A Quantitative Evaluation 19-ERD-004 Exploratory Research Final
Next Generation Machine Learning 19-ERD-007 Exploratory Research Final
Scalable Multilevel Training of Large Neural Networks 19-ERD-019 Exploratory Research Final
Advanced Physics Models for Particle-to-Particle Interactions 19-ERD-025 Exploratory Research Final
High-Performance Parallel Simulations for Whole-Cell Modeling 19-ERD-030 Exploratory Research Final
Automatic Design of Transport Systems Through Topology Optimization on Adaptively Refined Computational Grids 19-ERD-035 Exploratory Research Final
MADSTARE: Modeling and Analysis for Data-Starved or Ambiguous Environments 19-SI-004 Strategic Initiative Final
Optimal High-Order Solvers 20-ERD-002 Exploratory Research Continuing
Safe and Trustworthy Machine Learning 20-ERD-014 Exploratory Research Continuing
Modeling Complex Behavior of Lattices to Enable Multiscale Design 20-ERD-020 Exploratory Research Continuing
Active Learning for Rapid Design of Vaccines and Antibodies 20-ERD-032 Exploratory Research Continuing
Approximate High-Performance Computing: A Fast and Energy-Efficient Computing Paradigm in the Post-Moore Era 20-ERD-043 Exploratory Research Continuing
Probabilistic Models for Dynamic Hypergraphs with Content 20-ERD-049 Exploratory Research Continuing
Machine Learning-Driven Dynamic Four-Dimensional X-Ray Computed Tomography Reconstruction 20-FS-010 Feasibility Study Final
Decentralized Autonomous Networks for Cooperative Estimation 20-SI-005 Strategic Initiative Continuing
Knowledge-Driven Machine Learning 21-ERD-012 Exploratory Research Continuing
Achieving Peak Performance of High-Performance Computing Applications by Optimizing Parallelism Compilation 21-ERD-018 Exploratory Research Continuing
Interactive Exploratory Graph-Enabled Data Analytics at High-Performance Computing Scales 21-ERD-020 Exploratory Research Continuing