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Snapshot · OMB 2025 inventory · processed Oct 11, 2026
AI use-case explorer

AI use cases

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Agency: DOE · Department of EnergyAI type: Classical / predictive MLTopic: Energy and the Environment
Columns (7)
Use caseAgencyStageHigh-impactTopic areaAI classificationSourcing
Machine Learning for geophysical data inversion
DOE-195 · NETL - National Energy Technology Laboratory (FECM)
DOEDeployedNot high-impactEnergy and the EnvironmentClassical / predictive MLDeveloped in-house
Regional waste feedstock conversion to biofuels
DOE-358 · PNNL - Pacific Northwest National Laboratory (SC43 OIM)
DOEDeployedNot high-impactEnergy and the EnvironmentClassical / predictive MLDeveloped in-house
Georeference Figures
DOE-645 · LM HQ - Office of Legacy Management (LM)
DOEDeployedNot high-impactEnergy and the EnvironmentClassical / predictive MLPurchased from vendor
Groundwater Modeling
DOE-659 · LM HQ - Office of Legacy Management (LM)
DOEDeployedNot high-impactEnergy and the EnvironmentClassical / predictive MLPurchased from vendor
Drone Imagery Analysis
DOE-539 · LM HQ - Office of Legacy Management (LM)
DOEPilotNot high-impactEnergy and the EnvironmentClassical / predictive MLPurchased from vendor
Soil Moisture Modeling
DOE-545 · LM HQ - Office of Legacy Management (LM)
DOEPilotNot high-impactEnergy and the EnvironmentClassical / predictive MLPurchased from vendor
Advanced Long Term Environmental Monitoring Systems (ALTEMIS)
DOE-714 · SRS - SRNL - Savannah River Site - Savannah River National L
DOEPilotHigh-impactEnergy and the EnvironmentClassical / predictive MLDeveloped in-house
Natural Language Processing
DOE-118 · NETL - National Energy Technology Laboratory (FECM)
DOEPre-deploymentNot high-impactEnergy and the EnvironmentClassical / predictive MLNot reported
DOE AI Data Infrastructure System
DOE-120 · NETL - National Energy Technology Laboratory (FECM)
DOEPre-deploymentNot high-impactEnergy and the EnvironmentClassical / predictive MLNot 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)
DOEPre-deploymentNot high-impactEnergy and the EnvironmentClassical / predictive MLNot 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)
DOEPre-deploymentNot high-impactEnergy and the EnvironmentClassical / predictive MLNot 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)
DOEPre-deploymentNot high-impactEnergy and the EnvironmentClassical / predictive MLNot reported
IDAES-PSE
DOE-531 · NETL - National Energy Technology Laboratory (FECM)
DOEPre-deploymentNot high-impactEnergy and the EnvironmentClassical / predictive MLNot reported
NRAP-Open-IAM
DOE-532 · NETL - National Energy Technology Laboratory (FECM)
DOEPre-deploymentNot high-impactEnergy and the EnvironmentClassical / predictive MLNot reported
Offshore AIIM Dashboard
DOE-597 · NETL - National Energy Technology Laboratory (FECM)
DOEPre-deploymentNot high-impactEnergy and the EnvironmentClassical / predictive MLNot reported
Enhancing the circularity: Cost effective battery de-energization, disassembly, and pre-processing (CEBDDP)
DOE-622 · EE HQ - EE Headquarters (EE)
DOEPre-deploymentNot high-impactEnergy and the EnvironmentClassical / predictive MLNot reported
Consolidated Nuclear Waste Glass Database
DOE-629 · SRS - SRNL - Savannah River Site - Savannah River National L
DOEPre-deploymentPresumed high-impact, determined notEnergy and the EnvironmentClassical / predictive MLNot reported
Smart CO2 Transport-Route Planning Tool
DOE-678 · NETL - National Energy Technology Laboratory (FECM)
DOEPre-deploymentNot high-impactEnergy and the EnvironmentClassical / predictive MLNot reported
Performance Monitoring at the Salt Waste Processing Facility (SWPF)
DOE-713 · SRS - SRNL - Savannah River Site - Savannah River National L
DOEPre-deploymentPresumed high-impact, determined notEnergy and the EnvironmentClassical / predictive MLNot reported
Identifying Controlling Variables for Mercury Vapor Release at Y-12's Alpha-4
DOE-736 · SRS - SRNL - Savannah River Site - Savannah River National L
DOEPre-deploymentHigh-impactEnergy and the EnvironmentClassical / predictive MLNot reported
To drive insights on the power system reliability, cost, and operations during the energy transition with and without FECM technologies
DOE-93 · NETL - National Energy Technology Laboratory (FECM)
DOEPre-deploymentNot high-impactEnergy and the EnvironmentClassical / predictive MLNot reported
To drive insights on the dependencies between the natural gas and electricity sectors to increase reliability of the NG system
DOE-94 · NETL - National Energy Technology Laboratory (FECM)
DOEPre-deploymentNot high-impactEnergy and the EnvironmentClassical / predictive MLNot reported
Data platform to expedite access and reuse of carbon ore data for materials, manufacturing and research
DOE-98 · NETL - National Energy Technology Laboratory (FECM)
DOEPre-deploymentNot high-impactEnergy and the EnvironmentClassical / predictive MLNot reported
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