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 |
|---|---|---|---|---|---|---|
| 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 |
| 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 |
| 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 |
| IDAES-PSE DOE-531 · NETL - National Energy Technology Laboratory (FECM) | DOE | Pre-deployment | Not high-impact | Energy and the Environment | Classical / predictive ML | Not reported |
| NRAP-Open-IAM DOE-532 · NETL - National Energy Technology Laboratory (FECM) | DOE | Pre-deployment | Not high-impact | Energy and the Environment | 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 |
| Offshore AIIM Dashboard DOE-597 · NETL - National Energy Technology Laboratory (FECM) | DOE | Pre-deployment | Not high-impact | Energy and the Environment | 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 |
| Enhancing the circularity: Cost effective battery de-energization, disassembly, and pre-processing (CEBDDP) DOE-622 · EE HQ - EE Headquarters (EE) | DOE | Pre-deployment | Not high-impact | Energy and the Environment | 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 |
| Consolidated Nuclear Waste Glass Database DOE-629 · SRS - SRNL - Savannah River Site - Savannah River National L | DOE | Pre-deployment | Presumed high-impact, determined not | Energy and the Environment | 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 |
| Towards Edge Computing: A Software and Hardware Co-Design Methodology for Application-Specific Integrated
Circuit (ASIC)-based Scientific Neuromorphic Computing (NC) DOE-666 · BNL - Brookhaven National Laboratory (SC43 OIM) | DOE | Pre-deployment | Not high-impact | Science | Classical / predictive ML | Not reported |
| AI/ML for Applications in High Energy adn Nuclear Physics DOE-668 · BNL - Brookhaven National Laboratory (SC43 OIM) | DOE | Pre-deployment | Not high-impact | Science | Classical / predictive ML | Not reported |
| RAPIDS3: A SciDAC Institute for Computer Science, Data, and Artificial Intelligence DOE-670 · BNL - Brookhaven National Laboratory (SC43 OIM) | DOE | Pre-deployment | Not high-impact | Science | Classical / predictive ML | Not reported |
| Use AI/ML to Enhance the Bioimaging Capabilities at Brookhaven National Laboratory (BNL) DOE-672 · BNL - Brookhaven National Laboratory (SC43 OIM) | DOE | Pre-deployment | Not high-impact | Science | Classical / predictive ML | Not reported |
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