AI use-case explorer
AI use cases
Search and filter every reported use case. Open a record for the agency's full description, governance answers and source provenance.
Columns (7)
| Use case | Agency | Stage | High-impact | Topic area | AI classification | Sourcing |
|---|---|---|---|---|---|---|
| Physics-Informed Learning Machines for Multiscale and Multiphysics Problems (PhILMs) DOE-356 · PNNL - Pacific Northwest National Laboratory (SC43 OIM) | DOE | Deployed | Not high-impact | Science | Classical / predictive ML | Developed in-house |
| high level synthesis for machine learning (previously hls4ml) DOE-64 · FNAL - Fermi National Accelerator (SC43 OIM) | DOE | Deployed | Not high-impact | Science | Classical / predictive ML | Developed in-house |
| READS: Real-time Edge AI for Distributed Systems DOE-70 · FNAL - Fermi National Accelerator (SC43 OIM) | DOE | Deployed | Not high-impact | Science | Classical / predictive ML | Developed in-house |
| MI8 Collimators Surogate Model DOE-453 · FNAL - Fermi National Accelerator (SC43 OIM) | DOE | Pilot | Not high-impact | Science | Classical / predictive ML | Developed in-house |
| NIF Shot Analytics & Predictive Maintenance Support Pilot DOE-529 · LLNL - Lawrence Livermore National Laboratory (LFO) | DOE | Pilot | Not high-impact | Science | Classical / predictive ML | Purchased from vendor |
| Machine Learning for Linac Improved Performance DOE-60 · FNAL - Fermi National Accelerator (SC43 OIM) | DOE | Pilot | Not high-impact | Science | Classical / predictive ML | Developed in-house |
| In-pixel AI for future tracking detectors DOE-66 · FNAL - Fermi National Accelerator (SC43 OIM) | DOE | Pilot | Not high-impact | Science | Classical / predictive ML | Developed in-house |
| SONIC: AI acceleration as a service DOE-67 · FNAL - Fermi National Accelerator (SC43 OIM) | DOE | Pilot | Not high-impact | Science | Classical / predictive ML | Developed in-house |
| Denoising Diffusion to Accelerate Detector Simulation DOE-716 · FNAL - Fermi National Accelerator (SC43 OIM) | DOE | Pilot | Not high-impact | Science | Classical / predictive ML | Developed in-house |
| Machine Learning for Accelerator Operations Using Big Data Analytics / L-CAPE DOE-73 · FNAL - Fermi National Accelerator (SC43 OIM) | DOE | Pilot | Not high-impact | Science | Classical / predictive ML | Developed in-house |
| Safeguards Digital Twin DOE-564 · NE INL - NE Idaho National Laboratory (NE) | DOE | Pilot | Not high-impact | Science | Classical / predictive ML | Contract and in-house |
| AGN-201 DT DOE-624 · NE INL - NE Idaho National Laboratory (NE) | DOE | Pilot | Not high-impact | Science | Classical / predictive ML | Contract and in-house |
| APT Analytics DOE-352 · PNNL - Pacific Northwest National Laboratory (SC43 OIM) | DOE | Pre-deployment | Not high-impact | Science | Classical / predictive ML | Contract and in-house |
| AI techniques for identification of suitable delivery parking spaces in an urban scenario DOE-360 · PNNL - Pacific Northwest National Laboratory (SC43 OIM) | DOE | Pre-deployment | Not high-impact | Science | Classical / predictive ML | Contract and in-house |
| Surrogate models for probabilistic Bayesian inference DOE-361 · PNNL - Pacific Northwest National Laboratory (SC43 OIM) | DOE | Pre-deployment | Not high-impact | Science | Classical / predictive ML | Developed in-house |
| Unleashing AI Transformer Models on FPGAs for Accelerating LHC and Particle Physics DOE-485 · FNAL - Fermi National Accelerator (SC43 OIM) | DOE | Pre-deployment | Not high-impact | Science | Classical / predictive ML | Not reported |
| In-storage computing for multi-messenger astronomy in neutrino experiments and cosmological surveys DOE-63 · FNAL - Fermi National Accelerator (SC43 OIM) | DOE | Pre-deployment | Not high-impact | Science | Classical / predictive ML | Not reported |
| Streamining intelligent detectors for sPHENIX/EIC DOE-65 · FNAL - Fermi National Accelerator (SC43 OIM) | DOE | Pre-deployment | Not high-impact | Science | Classical / predictive ML | Not reported |
| Uncertainty Quantification and Instrument Automation to enable next generation cosmological discoveries DOE-69 · FNAL - Fermi National Accelerator (SC43 OIM) | DOE | Pre-deployment | Not high-impact | Science | Classical / predictive ML | Not reported |
| Simulation-based inference for cosmology DOE-71 · FNAL - Fermi National Accelerator (SC43 OIM) | DOE | Pre-deployment | Not high-impact | Science | Classical / predictive ML | Not reported |
| Extreme data reduction for the edge DOE-72 · FNAL - Fermi National Accelerator (SC43 OIM) | DOE | Pre-deployment | Not high-impact | Science | Classical / predictive ML | Not reported |
| ORNL: AI for Transportation and Mobility DOE-331 · ORNL - Oak Ridge National Laboratory (SC43 OIM) | DOE | Pre-deployment | High-impact | Science | Classical / predictive ML | Not reported |
| ORNL: AI for Energy Generation and Distribution DOE-333 · ORNL - Oak Ridge National Laboratory (SC43 OIM) | DOE | Pre-deployment | High-impact | Science | Classical / predictive ML | Not reported |
| ORNL: AI for Advanced Manufacturing DOE-334 · ORNL - Oak Ridge National Laboratory (SC43 OIM) | DOE | Pre-deployment | High-impact | Science | Classical / predictive ML | Not reported |
| ORNL: AI for Neutron Science DOE-338 · ORNL - Oak Ridge National Laboratory (SC43 OIM) | DOE | Pre-deployment | High-impact | Science | Classical / predictive ML | Not reported |
| ORNL: AI for Fusion Energy DOE-340 · ORNL - Oak Ridge National Laboratory (SC43 OIM) | DOE | Pre-deployment | High-impact | Science | Classical / predictive ML | Not reported |
| Advanced Peer to Peer Transactive Energy Platform with Predictive Optimization DOE-506 · BNL - Brookhaven National Laboratory (SC43 OIM) | DOE | Pre-deployment | Not high-impact | Science | Classical / predictive ML | Not reported |
| Nanoparticle growth kinetics and mechanism DOE-513 · BNL - Brookhaven National Laboratory (SC43 OIM) | DOE | Pre-deployment | Not high-impact | Science | Classical / predictive ML | Not reported |
| Center for Mesoscale Transport Properties DOE-516 · BNL - Brookhaven National Laboratory (SC43 OIM) | DOE | Pre-deployment | Not high-impact | Science | Classical / predictive ML | Not reported |
| Develop a Machine Learning Framework for Optimal Computational Campaigns for Complex Uncertain Systems DOE-517 · BNL - Brookhaven National Laboratory (SC43 OIM) | DOE | Pre-deployment | Not high-impact | Science | Classical / predictive ML | Not reported |
| AI/ML in High Energy Physics Research DOE-523 · BNL - Brookhaven National Laboratory (SC43 OIM) | DOE | Pre-deployment | Not high-impact | Science | Classical / predictive ML | Not reported |
| SMMM DOE-533 · BNL - Brookhaven National Laboratory (SC43 OIM) | DOE | Pre-deployment | Not high-impact | Science | Classical / predictive ML | Not reported |
| A Digital Twin for In-silico Spatiotemporally-resolved Experiments DOE-553 · BNL - Brookhaven National Laboratory (SC43 OIM) | DOE | Pre-deployment | Not high-impact | Science | Classical / predictive ML | Not reported |
| Machine learning for accelerated understanding of dynamic catalysis DOE-554 · BNL - Brookhaven National Laboratory (SC43 OIM) | DOE | Pre-deployment | Not high-impact | Science | Classical / predictive ML | Not reported |
| Use AI/ML ML to Optimize Data and Experiments at National Synchrotron Light Source II (NSLS-II) and the Accelerator Test Facility (ATF) DOE-565 · BNL - Brookhaven National Laboratory (SC43 OIM) | DOE | Pre-deployment | Not high-impact | Science | Classical / predictive ML | Not reported |
| Data-Science Enabled, Robust and Rapid MeV Ultrafast Electron Diffraction System to Characterize Materials Including for Quantum and Energy Applications DOE-570 · BNL - Brookhaven National Laboratory (SC43 OIM) | DOE | Pre-deployment | Not high-impact | Science | Classical / predictive ML | Not reported |
| Use ML as part of an integrated strategy for forecasting renewable energy resources DOE-572 · BNL - Brookhaven National Laboratory (SC43 OIM) | DOE | Pre-deployment | Not high-impact | Science | Classical / predictive ML | Not reported |
| MR-DT DOE-579 · NE INL - NE Idaho National Laboratory (NE) | DOE | Pre-deployment | Presumed high-impact, determined not | Science | Classical / predictive ML | Not reported |
| Development of a Planning, Operation, and Control Framework for Hybrid Energy Storage and Renewable Generation Systems DOE-582 · BNL - Brookhaven National Laboratory (SC43 OIM) | DOE | Pre-deployment | Not high-impact | Science | Classical / predictive ML | Not reported |
| Accelerated Nanomaterial Discovery DOE-585 · BNL - Brookhaven National Laboratory (SC43 OIM) | DOE | Pre-deployment | Not high-impact | Science | Classical / predictive ML | Not reported |
| Use AI/ML for Climate Prediction DOE-592 · BNL - Brookhaven National Laboratory (SC43 OIM) | DOE | Pre-deployment | Not high-impact | Science | Classical / predictive ML | Not reported |
| Storage usage effectiveness and data placement optimization at Data Center DOE-600 · BNL - Brookhaven National Laboratory (SC43 OIM) | DOE | Pre-deployment | Not high-impact | Science | Classical / predictive ML | Not reported |
| Objective-Driven Data Reduction for Scientific Workflows DOE-612 · BNL - Brookhaven National Laboratory (SC43 OIM) | DOE | Pre-deployment | Not high-impact | Science | Classical / predictive ML | Not reported |
| Autonomous, real-time guiding of BCP film synthesis DOE-614 · BNL - Brookhaven National Laboratory (SC43 OIM) | DOE | Pre-deployment | Not high-impact | Science | Classical / predictive ML | Not reported |
| Low Dose Radiation Biology DOE-617 · BNL - Brookhaven National Laboratory (SC43 OIM) | DOE | Pre-deployment | Not high-impact | Science | Classical / predictive ML | Not reported |
| KBase: An Integrated Knowledgebase for Predictive Biology and Environmental Research DOE-619 · BNL - Brookhaven National Laboratory (SC43 OIM) | DOE | Pre-deployment | Not high-impact | Science | Classical / predictive ML | Not reported |
| lntegrated Platform for Multimodal Data Capture, Exploration and Discovery Driven by Al Tools DOE-627 · BNL - Brookhaven National Laboratory (SC43 OIM) | DOE | Pre-deployment | Not high-impact | Science | Classical / predictive ML | Not reported |
| Accelerating HEP Science: Inference and Machine Learning at Extreme Scales DOE-644 · BNL - Brookhaven National Laboratory (SC43 OIM) | DOE | Pre-deployment | Not high-impact | Science | Classical / predictive ML | Not reported |
| Continuous Structure Descriptors for XANES Interpretation DOE-655 · BNL - Brookhaven National Laboratory (SC43 OIM) | DOE | Pre-deployment | Not high-impact | Science | Classical / predictive ML | Not reported |
| Machine Learning for Autonomous Control of Scientific User Facilities DOE-663 · BNL - Brookhaven National Laboratory (SC43 OIM) | DOE | Pre-deployment | Not high-impact | Science | Classical / predictive ML | Not reported |
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