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
High-Performance Parallel Simulations for Whole-Cell Modeling 19-ERD-030 Exploratory Research Final
Using a Compressed Format for Floating-Point Data as a Data Type to Create Adaptive-Precision Compressed Arrays 21-FS-028 Feasibility Study Final
Safe and Trustworthy Machine Learning 20-ERD-014 Exploratory Research Continuing
Hypothesis Testing via Artificial Intelligence: Generating Physically Interpretable Models of Scientific Data with Machine Learning 19-DR-003 Disruptive Research Continuing
Scalable Motif-Driven Parallel Generative Adversarial Net for Community Detection 21-FS-029 Feasibility Study Final
Beating Monte Carlo: The Polynomial Method in Lattice Problems 19-DR-013 Disruptive Research Continuing
Reliable Linear Solvers in Unreliable Computing Environments 21-FS-007 Feasibility Study Final
Scalable Multilevel Training of Large Neural Networks 19-ERD-019 Exploratory Research Final
Robust Control of Scientific Simulations with Deep Reinforcement Learning 21-SI-001 Strategic Initiative Continuing
Automated Software Integration 21-SI-005 Strategic Initiative Continuing
Achieving Peak Performance of High-Performance Computing Applications by Optimizing Parallelism Compilation 21-ERD-018 Exploratory Research Continuing
Probabilistic Models for Dynamic Hypergraphs with Content 20-ERD-049 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
Machine Learning-Driven Dynamic Four-Dimensional X-Ray Computed Tomography Reconstruction 20-FS-010 Feasibility Study Final
Knowledge-Driven Machine Learning 21-ERD-012 Exploratory Research Continuing
Learning a Nonlinear Solver Optimized to Solve the Problem of Electron Density and Effective Atomic Number Reconstruction 21-FS-013 Feasibility Study Continuing
Advanced Physics Models for Particle-to-Particle Interactions 19-ERD-025 Exploratory Research Final
Cross-Scale Modeling for Component Scale Simulations 21-ERD-022 Exploratory Research Continuing
Heterogeneous Computing Elements: A Quantitative Evaluation 19-ERD-004 Exploratory Research Final
MADSTARE: Modeling and Analysis for Data-Starved or Ambiguous Environments 19-SI-004 Strategic Initiative Final