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 |
|---|---|---|---|---|---|---|
| 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 |
| 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 |
| Automated sorting of high repetition rate coherent diffraction data from XFELS DOE-686 · BNL - Brookhaven National Laboratory (SC43 OIM) | DOE | Pre-deployment | Not high-impact | Science | Classical / predictive ML | Not reported |
| Collaborative Machine learning platform for Scientific Discovery DOE-712 · BNL - Brookhaven National Laboratory (SC43 OIM) | DOE | Pre-deployment | Not high-impact | Science | Classical / predictive ML | Not reported |
| Tackling Solid-State Electrochemical Interfaces from Structure to Function Utilizing HPC and Machine Learning Tools DOE-717 · BNL - Brookhaven National Laboratory (SC43 OIM) | DOE | Pre-deployment | Not high-impact | Science | Classical / predictive ML | Not reported |
| 5G-enabled Reliable and Decentralized IoT Framework with Blockchain DOE-718 · BNL - Brookhaven National Laboratory (SC43 OIM) | DOE | Pre-deployment | Not high-impact | Science | Classical / predictive ML | Not reported |
| AI/ML in Particle Accelerator Controls System DOE-730 · BNL - Brookhaven National Laboratory (SC43 OIM) | DOE | Pre-deployment | Not high-impact | Science | Classical / predictive ML | Not reported |
| AI/ML to design and optimize materials and their properties DOE-745 · BNL - Brookhaven National Laboratory (SC43 OIM) | DOE | Pre-deployment | Not high-impact | Science | Classical / predictive ML | Not reported |
| Intelligent Acquisition and Reconstruction for Hyper-Spectral Tomography Systems DOE-750 · BNL - Brookhaven National Laboratory (SC43 OIM) | DOE | Pre-deployment | Not high-impact | Science | Classical / predictive ML | Not reported |
| Lunar Foundation Model NASA-872 · GSFC: Goddard Space Flight Center | NASA | Pre-deployment | Not high-impact | Science | Classical / predictive ML | Not reported |
| Solar Neutron Tracking Spectrometer (SONTRAC) NASA-888 · GSFC: Goddard Space Flight Center | NASA | Pre-deployment | Not high-impact | Science | Classical / predictive ML | Not reported |
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