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.

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Use case	Agency	Stage	High-impact	Topic area	AI classification	Sourcing
Ecosystem Management Decision Support System (EMDS) USDA-014 · Natural Resources and Environment	USDA	Deployed	Not high-impact	Energy and the Environment	Classical / predictive ML	Contract and in-house
Rangeland Analysis Platform USDA-046 · Research, Education and Economics; Farm Production and Conse	USDA	Deployed	Not high-impact	Energy and the Environment	Classical / predictive ML	Contract and in-house
BirdNET to detect bird vocalizations for research and species monitoring USDA-080 · Natural Resources and Environment	USDA	Deployed	Not high-impact	Energy and the Environment	Classical / predictive ML	Developed in-house
AI for regional forest mapping and monitoring USDA-089 · Natural Resources and Environment	USDA	Deployed	Not high-impact	Energy and the Environment	Classical / predictive ML	Contract and in-house
Using machine learning methods to analyze drivers of water quality 77 · AO	EPA	Deployed	Not high-impact	Energy and the Environment	Classical / predictive ML	Developed in-house
Classifying CWD-Infected Elk Using Recurrent Neural Networks on GPS Movement Data DOI-0135 · USGS	DOI	Deployed	Not high-impact	Energy and the Environment	Classical / predictive ML	Developed in-house
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
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
Georeference Figures DOE-645 · LM HQ - Office of Legacy Management (LM)	DOE	Deployed	Not high-impact	Energy and the Environment	Classical / predictive ML	Purchased from vendor
Groundwater Modeling DOE-659 · LM HQ - Office of Legacy Management (LM)	DOE	Deployed	Not high-impact	Energy and the Environment	Classical / predictive ML	Purchased from vendor
Predicting fire severity potential in future wildfires in California USDA-151 · Natural Resources and Environment	USDA	Pilot	Not high-impact	Energy and the Environment	Classical / predictive ML	Developed in-house
Washington state forest inventory maps USDA-158 · Natural Resources and Environment	USDA	Pilot	Not high-impact	Energy and the Environment	Classical / predictive ML	Contract and in-house
Random forest models for predicting water quality of inland waters from remotely sensed imagery DOI-0137 · USGS	DOI	Pilot	Not high-impact	Energy and the Environment	Classical / predictive ML	Developed in-house
Seasonal Water Supply Forecasting: Pyforecast [2024 INV#DOI-69] DOI-0047 · BOR	DOI	Pilot	Not high-impact	Energy and the Environment	Classical / predictive ML	Developed in-house
Piloting Machine Learning Inflow Forecasts Across Reclamation [2024 INV#DOI-58] DOI-0046 · BOR	DOI	Pilot	Not high-impact	Energy and the Environment	Classical / predictive ML	Purchased from vendor
Drone Imagery Analysis DOE-539 · LM HQ - Office of Legacy Management (LM)	DOE	Pilot	Not high-impact	Energy and the Environment	Classical / predictive ML	Purchased from vendor
Soil Moisture Modeling DOE-545 · LM HQ - Office of Legacy Management (LM)	DOE	Pilot	Not high-impact	Energy and the Environment	Classical / predictive ML	Purchased from vendor
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
Well Activity Report Classification DOI-0256 · BSEE	DOI	Pre-deployment	Not high-impact	Energy and the Environment	Classical / predictive ML	Contract and in-house
Determining the resource potential of critical minerals in seafloor massive sulfide deposits [2024 INV#WO0000000109311] DOI-0163 · USGS	DOI	Pre-deployment	Not high-impact	Energy and the Environment	Classical / predictive ML	Developed in-house
Improved Processing and Analysis of Test and Operating Data from Rotating Machines [2024 INV#DOI-62] DOI-0041 · BOR	DOI	Pre-deployment	Not high-impact	Energy and the Environment	Classical / predictive ML	Developed in-house
Mapping ecohydrological headwater refugia DOI-0164 · USGS	DOI	Pre-deployment	Not high-impact	Energy and the Environment	Classical / predictive ML	Not reported
Remote sensing of particulate and filter passing mercury species: models and proxies DOI-0157 · USGS	DOI	Pre-deployment	Not high-impact	Energy and the Environment	Classical / predictive ML	Not reported
An integrated sensor network and data driven approach to satellite remote sensing of Dissolved Organic Matter DOI-0154 · USGS	DOI	Pre-deployment	Not high-impact	Energy and the Environment	Classical / predictive ML	Not reported
Using Machine Learning to Automate Crack Mapping and Structural Health Monitoring DOI-0048 · BOR	DOI	Pre-deployment	Not high-impact	Energy and the Environment	Classical / predictive ML	Not reported
Machine Learning Refines Quagga Habitat Suitability [2024 INV#DOI-74 (NEW)] DOI-0045 · BOR	DOI	Pre-deployment	Not high-impact	Energy and the Environment	Classical / predictive ML	Not reported
Machine Learning Applied to Geotechnical Engineering: Statistical Methods Applied to Seismic Analysis [2024 INV#DOI-71 (NEW)] DOI-0044 · BOR	DOI	Pre-deployment	Not high-impact	Energy and the Environment	Classical / predictive ML	Not reported
Machine Learning for Chemical Savings at Reverse Osmosis Plants [2024 INV#DOI-73 (NEW)] DOI-0043 · BOR	DOI	Pre-deployment	Not high-impact	Energy and the Environment	Classical / predictive ML	Not reported
Geothermal Energy Assessments DOI-0039 · USGS	DOI	Pre-deployment	Not high-impact	Energy and the Environment	Classical / predictive ML	Not reported
Lithium Potential Assessments DOI-0038 · USGS	DOI	Pre-deployment	Not high-impact	Energy and the Environment	Classical / predictive ML	Not reported
Mineral Resource Assessments DOI-0037 · USGS	DOI	Pre-deployment	Not high-impact	Energy and the Environment	Classical / predictive ML	Not reported
Late seral forest complexity USDA-147 · Natural Resources and Environment	USDA	Pre-deployment	Not high-impact	Energy and the Environment	Classical / predictive ML	Not reported
Forest demographic modelling USDA-153 · Natural Resources and Environment	USDA	Pre-deployment	Not high-impact	Energy and the Environment	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
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
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
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
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
Smart CO2 Transport-Route Planning Tool DOE-678 · NETL - National Energy Technology Laboratory (FECM)	DOE	Pre-deployment	Not high-impact	Energy and the Environment	Classical / predictive ML	Not reported
Performance Monitoring at the Salt Waste Processing Facility (SWPF) DOE-713 · 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
Identifying Controlling Variables for Mercury Vapor Release at Y-12's Alpha-4 DOE-736 · SRS - SRNL - Savannah River Site - Savannah River National L	DOE	Pre-deployment	High-impact	Energy and the Environment	Classical / predictive ML	Not 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)	DOE	Pre-deployment	Not high-impact	Energy and the Environment	Classical / predictive ML	Not 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)	DOE	Pre-deployment	Not high-impact	Energy and the Environment	Classical / predictive ML	Not 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)	DOE	Pre-deployment	Not high-impact	Energy and the Environment	Classical / predictive ML	Not reported