Project Grant 2616387
- The National Science Foundation Office of Integrative Activities awarded the University of Nevada, Reno Board of Regents of Nevada System of Higher Education $325,000 on October 1, 2026, for collaborative research developing physics-informed conditional generative deep learning frameworks to characterize fractured rock systems using hydraulic and tracer tomography. The research will create artificial intelligence tools to generate accurate maps of underground fracture networks by estimating...
- This Project Grant from the National Science Foundation Division of Earth Sciences provides $399,904 to enhance discrete fracture network modeling using evolutionary and quantum computing approaches. Funded under the Geosciences program (CFDA 47.050), which supports basic research in atmospheric, earth, and ocean sciences, the award runs from September 1, 2021 to August 31, 2024. Through the Desert Research Institute, the primary awardee, and a subaward to the University of Nevada, Reno, the...
- This Project Grant award from the National Science Foundation's (NSF) Engineering program (CFDA 47.041) supports research to develop a physics-informed machine learning framework for surrogate modeling of geostructural systems under seismic loading. The $607,802 award to the University of Nevada, Reno aims to advance computational methods that integrate high-fidelity physics and machine learning to enable rapid and reliable seismic response predictions for geostructural systems. This research...
- This collaborative research project grant of $249,272, awarded January 1, 2026, through December 31, 2028, by the National Science Foundation's Office of Integrative Activities under the Geosciences program (CFDA 47.050), supports the development of physics-based machine learning techniques to generate synthetic earthquake ground motions. The primary deliverable is an Operator Inference (OPINF) model order reduction technique that will create time-dependent parametric surrogate models capable of...
- This National Science Foundation (NSF) Integrative Activities (CFDA 47.083) Project Grant award of $299,862 to the University of Nevada, Reno will support research to develop a new framework for integrating machine learning and physics-based computational models to create "digital twins" of dynamic systems. The research aims to address limitations in current hybrid data-driven modeling approaches by embedding neural networks within physics-based models to better account for modeling...
- The National Science Foundation Office of Integrative Activities awarded the Board of Regents of Nevada System of Higher Education, doing business as University of Nevada, Las Vegas (UNLV), $589,714 under the Geosciences program on October 1, 2026, for collaborative research integrating artificial intelligence and neotectonics for data-driven global active fault mapping. The project will develop an artificial intelligence framework for mapping and interpreting active fault networks across...
- The National Science Foundation Office of Integrative Activities awarded Colorado School of Mines $300,000 on August 15, 2026, under the Geosciences program (CFDA 47.050) to advance fundamental understanding of coupled physical and chemical processes controlling reactive flow in fractured rock. The project combines laboratory experiments with computational models to determine how fracture heterogeneity influences mineral dissolution and precipitation, permeability evolution, and fluid flow...
- The National Science Foundation Office of Integrative Activities awarded the University of Texas at Austin $364,836 on September 1, 2026, under the Geosciences program (CFDA 47.050) to develop graph neural network-based digital twins for subsurface multiphase flow modeling. The project will create artificial intelligence methods that integrate observations and models to improve understanding of fluid movement through geological formations, particularly where complex geology and limited...
- The National Science Foundation Office of Integrative Activities awarded Northeastern University $350,000 on August 15, 2026, under the Geosciences program (CFDA 47.050) to develop machine learning models that accelerate hydrothermal flow simulations while preserving underlying physics. The project, titled HYDROTML, will generate thousands of physics-based simulations covering realistic ranges of rock properties, heat sources, and fluid conditions across meter-to-kilometer scales, then train...
- The National Science Foundation Office of Integrative Activities awarded Massachusetts Institute of Technology $363,394 on September 1, 2026, for collaborative research developing graph neural network-based digital twins for subsurface geoscience under the Geosciences program (CFDA 47.050). The project creates artificial intelligence methods that combine observations and models to improve understanding of how fluids move through geological formations. MIT will develop digital twins for...
The National Science Foundation Office of Integrative Activities awarded $499,863 to the Desert Research Institute (Research Administration Services and Compliance Division of the Nevada System of Higher Education) on October 1, 2026, for physics-informed conditional generative deep learning research on fractured rock systems. The three-year project, running through September 30, 2029, develops artificial intelligence tools to create accurate maps of underground fracture networks by combining hydraulic and tracer tomography with physics-informed deep learning frameworks that embed governing physical laws through numerical simulators. The research will estimate fracture network geometry, hydraulic properties, and associated uncertainties, with methods validated using synthetic datasets, 3D-printed fractured rock experiments, and field observations. Work is performed in Reno, Nevada. The project supports groundwater and subsurface resource management, reduces risks in subsurface engineering, and includes hands-on learning experiences for K–12 students and workforce training for the next generation of scientists and engineers. This award funds fundamental research under the Geosciences program (CFDA 47.050). No subawards are planned.
Mod # | Description | ReasonForModification | Federal Obligation | Date |
|---|---|---|---|---|
| Not listed | $499.9k | 8/4/26 |