High-Performance Computing, Simulation, and Data Science

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 FY20 projects in other research categories.

Project Title	Project Code	Principal Investigator	Project Type	Project Status
Hypothesis Testing via Artificial Intelligence: Generating Physically Interpretable Models of Scientific Data with Machine Learning	19-DR-003	Brenden Petersen	Disruptive Research	Continuing
Beating Monte Carlo: The Polynomial Method in Lattice Problems	19-DR-013	Christian Scullard	Disruptive Research	Continuing
Simulations of Interpenetrating Plasmas	17-ERD-081	Debojyoti Ghosh	Exploratory Research	Final
High-Order Finite Elements for Thermal Radiative Transfer on Curved Meshes	18-ERD-002	Terry Haut	Exploratory Research	Final
XPlacer: Extensible and Portable Optimizations of Data Placement in Memory	18-ERD-006	Chunhua Liao	Exploratory Research	Final
Deep Multitask Learning for Predictive Oncology	18-ERD-017	Andre Goncalves	Exploratory Research	Final
Methods for Explainable Artificial Intelligence	18-ERD-021	Terrell Mundhenk	Exploratory Research	Final
The Development of High-Order Interface Tracking Schemes for the Simulation of Multiphase Flows	18-ERD-053	Bryce Campbell	Exploratory Research	Final
Heterogeneous Computing Elements: A Quantitative Evaluation	19-ERD-004	Maya Gokhale	Exploratory Research	Continuing
Next Generation Machine Learning	19-ERD-007	Peer-Timo Bremer	Exploratory Research	Continuing
Scalable Multilevel Training of Large Neural Networks	19-ERD-019	Colin Ponce	Exploratory Research	Continuing
Advanced Physics Models for Particle-to-Particle Interactions	19-ERD-025	Kambiz Salari	Exploratory Research	Continuing
High-Performance Parallel Simulations for Whole-Cell Modeling	19-ERD-030	Ali Navid	Exploratory Research	Continuing
Automatic Design of Transport Systems Through Topology Optimization on Adaptively Refined Computational Grids	19-ERD-035	Victor Beck	Exploratory Research	Continuing
Optimal High-Order Solvers	20-ERD-002	Andrew Barker	Exploratory Research	Continuing
Safe and Trustworthy Machine Learning	20-ERD-014	Bhavya Kailkhura	Exploratory Research	Continuing
Modeling Complex Behavior of Lattices to Enable Multiscale Design	20-ERD-020	Seth Watts	Exploratory Research	Continuing
Materials Response Under Hypersonic Flow Conditions Probed by Multimodal Diagnostics in a Benchtop Wind Tunnel	20-ERD-027	Selim Elhadj	Exploratory Research	Final
Active Learning for Rapid Design of Vaccines and Antibodies	20-ERD-032	Thomas Desautels	Exploratory Research	Continuing
Robust Control of Scientific Simulations with Deep Reinforcement Learning	20-ERD-033	Daniel Faissol	Exploratory Research	Final
Approximate High-Performance Computing: A Fast and Energy-Efficient Computing Paradigm in the Post-Moore Era	20-ERD-043	Harshitha Gopalakrishnan Menon	Exploratory Research	Continuing
Probabilistic Models for Dynamic Hypergraphs with Content	20-ERD-049	Grant Boquet	Exploratory Research	Continuing
Floating Point Reproducibility for Accelerator-Based Systems	20-FS-005	Ignacio Laguna Peralta	Feasibility Study	Final
Nonlinear Manifold-Based Reduced Order Models	20-FS-007	Youngsoo Choi	Feasibility Study	Final
Machine Learning-Driven Dynamic Four-Dimensional X-Ray Computed Tomography Reconstruction	20-FS-010	Hyojin Kim	Feasibility Study	Continuing
Optimizing Performance Through Parallelism-Aware Compilation	20-FS-015	Giorgis Georgakoudis	Feasibility Study	Final
High-Fidelity, Scalable Quantum Qubit Control Signal Generation	20-FS-017	Apurva Gowda	Feasibility Study	Final
Nonlinear Spatial Discretization Using Sparse Grids	20-FS-018	John Loffeld	Feasibility Study	Final
Measuring the Interpolation Quality of Trained Neural Networks	20-FS-034	Andrew Gillette	Feasibility Study	Final
Scalable Approximate Graph Clustering	20-FS-037	Geoffrey Sanders	Feasibility Study	Final
Active Control of Turbulent Flows through Deep Learning	20-FS-039	Simon Lapointe	Feasibility Study	Final
Persistent Concurrent Data Structures	20-FS-040	Peter Pirkelbauer	Feasibility Study	Final
Accelerated and Disaggregated Cognitive Simulation	20-FS-041	Brian Van Essen	Feasibility Study	Final
MADSTARE: Modeling and Analysis for Data-Starved or Ambiguous Environments	19-SI-004	Michael Schneider	Strategic Initiative	Continuing
Decentralized Autonomous Networks for Cooperative Estimation	20-SI-005	Ryan Goldhahn	Strategic Initiative	Continuing