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 |
|---|---|---|---|---|---|---|
| Machine Learning for geophysical data inversion DOE-195 · NETL - National Energy Technology Laboratory (FECM) | DOE | Deployed | Not high-impact | Energy and the Environment | Classical / predictive ML | Developed in-house |
| Network Security and Analysis DOE-347 · IM-60 - IM Enterprise Operations and Shared Services (IM) | DOE | Deployed | Not high-impact | Cybersecurity | Classical / predictive ML | Purchased from vendor |
| Elucidating Genetic and Environmental Risk Factors for Antipsychotic-induced Metabolic Adverse Effects Using AI DOE-351 · PNNL - Pacific Northwest National Laboratory (SC43 OIM) | DOE | Deployed | Not high-impact | Health and Medical | Classical / predictive ML | Developed in-house |
| 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 |
| Regional waste feedstock conversion to biofuels DOE-358 · PNNL - Pacific Northwest National Laboratory (SC43 OIM) | DOE | Deployed | Not high-impact | Energy and the Environment | Classical / predictive ML | Developed in-house |
| Machine Learning components within Splunk Enterprise Security DOE-456 · SLAC - SLAC National Accelerator Laboratory (SC43 OIM) | DOE | Deployed | Not high-impact | Cybersecurity | Classical / predictive ML | Purchased from vendor |
| Machine Learning components within CrowdStrike DOE-458 · SLAC - SLAC National Accelerator Laboratory (SC43 OIM) | DOE | Deployed | Not high-impact | Cybersecurity | Classical / predictive ML | Purchased from vendor |
| Elastic Stack Technology (ELK) DOE-57 · Y-12 - Consolidated Nuclear Security Y-12 (YFO) | DOE | Deployed | Not high-impact | Information Technology | Classical / predictive ML | Purchased from vendor |
| Cognitive Prescreen Tool (CPT) DOE-59 · Y-12 - Consolidated Nuclear Security Y-12 (YFO) | DOE | Deployed | Not high-impact | Information Technology | Classical / predictive ML | Developed in-house |
| AI and natural-language powered search DOE-595 · EE HQ - EE Headquarters (EE) | DOE | Deployed | Not high-impact | Information Technology | Classical / predictive ML | Purchased from vendor |
| 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 |
| OpenText for Records Management (File share auto-classification) DOE-665 · EE HQ - EE Headquarters (EE) | DOE | Deployed | Not high-impact | Information Technology | Classical / predictive ML | Purchased from vendor |
| 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 |
| ACORN (Autonomous Operation for Reactor Technologies) DOE-527 · NE INL - NE Idaho National Laboratory (NE) | DOE | Pilot | Not high-impact | Other | Classical / predictive ML | Contract and in-house |
| 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 |
| Advanced Long Term Environmental Monitoring Systems (ALTEMIS) DOE-714 · SRS - SRNL - Savannah River Site - Savannah River National L | DOE | Pilot | High-impact | Energy and the Environment | 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 |
| Managing curb allocation in cities DOE-357 · PNNL - Pacific Northwest National Laboratory (SC43 OIM) | DOE | Pre-deployment | Not high-impact | Transportation | Classical / predictive ML | Developed 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 |
| Report Assistant DOE-610 · SRS - ESB - Savannah River Site - Enterprise System Boundary | DOE | Pre-deployment | Not high-impact | Administrative Functions | Classical / predictive ML | Developed in-house |
| Machine Learning to support Operational Efficiency DOE-726 · SRS - ESB - Savannah River Site - Enterprise System Boundary | DOE | Pre-deployment | Not high-impact | Administrative Functions | Classical / predictive ML | Developed in-house |
| Natural Language Processing DOE-118 · NETL - National Energy Technology Laboratory (FECM) | DOE | Pre-deployment | Not high-impact | Energy and the Environment | Classical / predictive ML | Not reported |
| DOE AI Data Infrastructure System DOE-120 · NETL - National Energy Technology Laboratory (FECM) | DOE | Pre-deployment | Not high-impact | Energy and the Environment | Classical / predictive ML | Not reported |
| Creation of polymer datasets and inverse design of polymers with targeted backbones having
High CO2 permeability and high CO2/N2 selectivity. DOE-125 · NETL - National Energy Technology Laboratory (FECM) | DOE | Pre-deployment | Not high-impact | Energy and the Environment | Classical / predictive ML | Not reported |
| To use AI to calibrate the simulation model by matching simulation data with production history data. DOE-150 · NETL - National Energy Technology Laboratory (FECM) | DOE | Pre-deployment | Not high-impact | Energy and the Environment | Classical / predictive ML | Not reported |
| Data discovery, processing, and generation using machine learning for a range of CCS data and information DOE-179 · NETL - National Energy Technology Laboratory (FECM) | DOE | Pre-deployment | Not high-impact | Energy and the Environment | 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 |
| ServiceNow Predictive Intelligence DOE-508 · SLAC - SLAC National Accelerator Laboratory (SC43 OIM) | DOE | Pre-deployment | Not high-impact | Information Technology | 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 |
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