AI Genomics at Scale

Led by Pratt Institute, AquaSteady, a seaweed-based water absorbent, is solving the water scarcity challenge by helping the nation’s farmers retain moisture in soil between irregular rainfalls and irrigations. AquaSteady absorbs water from soil when it is wet and gradually returns it when the soil dries. It can be formed into an anti-erosion net or other shapes.

AquaSteady

BurnPro3D is designed for use in fire mitigation by land managers and burn bosses to prioritize land for treatment, and plan and conduct prescribed burns. The platform is powered by the next generation WIFIRE Data and Model Commons. It provides diverse users a common ground for understanding risks and tradeoffs related to prescribed burns through detailed models of vegetation and fire behavior.

BurnPro3D uses a coupled fire/atmosphere model to capture the interaction between user-defined complex ignition patterns and environmental conditions. With support from the National Science Foundation, the BurnPro3D team is developing emerging AI techniques to transform the characterization of the fire environment, including dynamic site-specific three-dimensional fuels and winds.

BurnPro3D

The California Governor’s Office of Emergency Services (Cal OES) is responsible for the coordination of overall state agency response to disasters. Assuring the state's readiness to respond to, recover from all hazards and assisting local governments in their emergency preparedness, response, recovery and mitigation.

Cal OES

The California Forest Observatory is a data-driven forest monitoring system that maps the drivers of wildfire behavior across the state-including vegetation fuels, weather, topography & infrastructure-from space. https://the.forestobservatory.com/

California Forest Observatory

The California Wildfire & Forest Resilience Task Force — which hosts the California Wildfire and Landscape Interagency Treatment Dashboard — is a state-federal collaborative effort that brings together more than a dozen agencies (federal, state, and private) to coordinate and report wildfire-resilience and landscape-management projects across California. The Dashboard offers an interactive, publicly accessible map of treatments — from forest thinning and prescribed burns to tree planting and grazing — allowing users to sort projects by region, county, land ownership, and more

California Interagency Treatment Tracking System

California Landscape Metrics (CLM) is a statewide, interagency-developed geospatial data initiative that consolidates and standardizes key landscape-scale metrics across California. The project brings together data from four former regional “Regional Resource Kits” into a unified suite of mapped data layers designed to support forest and landscape resilience. CLM was developed by a collaboration of scientists from the USDA Forest Service Pacific Southwest Research Station (PSW), CAL FIRE’s Fire and Resource Assessment Program (FRAP), the Climate and Wildfire Institute (CWI), and researchers at several universities such as University of California, Berkeley and University of California, Irvine, among others. The data layers cover a broad range of landscape attributes — from wildfire hazard and fuel loads to habitat suitability, vegetation structure, carbon storage, hydrology, and social-ecological metrics. They are intended to enable land managers, planners, and decision-makers to assess current conditions, plan treatments or restoration actions, and monitor changes over time in order to advance landscape-scale resilience to fire, climate change, and other disturbances.

California Landscape Metrics

Consortium for ECG Imaging (CEI)

Led by George Mason University, the CropSmart digital twin provides on-demand, decision-ready solutions optimized to users’ cropping goals. The technology will be available to users through both web portals and smartphone apps. The optimal solutions are derived from near-real time remote observations of cropping systems with physics and AI or machine learning-based modeling and simulations.

CropSmart

Led by the University of Arkansas, Cultivate IQ, an AI data transformation platform, integrates sales and production data from across the farm-to-market supply chain to help plan and manage regional food supplies. Local food buyers, including aggregators and distributors, host their growers on the platform, extending access to market insights, production planning tools and purchase orders.

Cultivate IQ

Led by Boise State University, Dairy NutiSols is a research and innovation consortium committed to enhancing nutrition security and quality across the dairy supply chain. NutriSols was assembled to address industry challenges and to meet the global demand for nutrient-dense foods. The consortium will improve quality control and production efficiency.

Dairy NutriSols

Data Insight

ESOC, University of Colorado, Boulder

Created by admin when creating a new dataset

ESRI

EarthScope Consortium is a consortium dedicated to supporting transformative global geophysical research and education. We are a global community of hundreds of employees and tens of thousands of scientists, scholars, and educators. Our goal is to advance human understanding of the Earth and its physical systems by democratizing access to geophysical observations and practices.

EarthScope Consortium

Organized by Jessica Kendall-Bar in partnership with San Diego Supercomputer Center, Scripps Institution of Oceanography, the UC Santa Cruz Center for Coastal Climate Resilience, and WIFIRE, EcoViz creates multidimensional visualizations and data storytelling about impacts to ecosystems and nature-based solutions. From animal behavior to natural flood protection, we showcase biological resilience as a source for hope amidst global change.

Visit our visualization hub at the EcoViz Explorer: https://ecoviz.org/.

EcoViz

The Fire and Smoke Model Evaluation Experiment (FASMEE) is a multi-agency, interdisciplinary collaborative effort to identify and collect critical measurements of fuels, fire behavior, fire energy, meteorology, smoke, and fire effects that will be used to evaluate and advance operational-used fire and smoke models. 
https://www.fasmee.net/

FASMEE

The High Performance Wireless Research and Education Network (HPWREN), a University of California San Diego partnership project led by the San Diego Supercomputer Center and the Scripps Institution of Oceanography's Institute of Geophysics and Planetary Physics, supports Internet-data applications in the research, education, and public safety realms.


HPWREN functions as a collaborative, Internet-connected cyberinfrastructure. The project supports a high-bandwidth wireless backbone and access data network in San Diego, Riverside, and Imperial counties in areas that are typically not well-served by other technologies to reach the Internet. This includes backbone locations, typically sited on mountain tops, to connect often hard-to-reach areas in the remote Southern California back country.

HPWREN

HydroFrame is a platform to facilitate easy interaction with large computationally intensive hydrologic models and massive simulated outputs. HydroFrame's tools enable users to subset model inputs and outputs for any watershed in the US and to develop their own models.

HydroFrame

NASA and IBM have teamed up to create an AI Foundation Model for Earth Observations, using large-scale satellite and remote sensing data, including the Harmonized Landsat and Sentinel-2 (HLS) data. By embracing the principles of open AI and open science, both organizations are actively contributing to the global mission of promoting knowledge sharing and accelerating innovations in addressing critical environmental challenges. With Hugging Face's platform, they simplify geospatial model training and deployment, making it accessible for open science users, startups, and enterprises on multi-cloud AI platforms like watsonx. Additionally, Hugging Face enables easy sharing of the pipelines of the model family, which our team calls [Prithvi](https://huggingface.co/ibm-nasa-geospatial/Prithvi-100M), within the community, fostering global collaboration and engagement. More details on Prithvi can be found in the joint IBM NASA [technical paper](https://arxiv.org/abs/2310.18660).

IBM NASA Geospatial

Institute for Astronomy, University of Hawaii

The mission of the LiDAR monitoring program is to develop efficient methods for monitoring our natural and cultural resources and to provide effective decision-support tools for land managers. This project is a collaborative effort developed with partners from USDA Forest Service, U.S. Fish and Wildlife Service, Bureau of Indian Affairs, National Park Service, U.S. Geological Survey, Universities and the New Mexico Consortium. This multidisciplinary team seeks to integrate LiDAR and modeling techniques to monitor fuels and ecosystems and link fire modeling for land management decision support. The ultimate goal is to standardize monitoring across agencies with uniform language, methods and data analysis. 

IntELiMon: Interagency LiDAR Monitoring & Research Applications

Internal Revenue Service

Iron Horse Vineyards

The Hive is the University of Utah's research data repository provided by both the J. Willard Marriott Library and Eccles Health Sciences Library. It is designed to broadly disseminate the intellectual contributions in research and creativity produced by the University's faculty, staff and students to ensure its longevity

J. Willard Marriott Library

LANDFIRE (LF), Landscape Fire and Resource Management Planning Tools, is a shared program between the wildland fire management programs of the U.S. Department of Agriculture Forest Service and U.S. Department of the Interior, providing landscape scale geo-spatial products to support cross-boundary planning, management, and operations.

LANDFIRE

Los Alamos National Laboratory's (LANL) primary mission is to provide scientific and engineering support to national security programs. LANL performs R&D, design, maintenance, and testing in support of the nuclear weapons stockpile. LANL also performs theoretical and applied R&D in such areas as materials science, physics, environmental science, energy, and health.

Los Alamos National Laboratory

The University of California recently awarded $6 million to a multicampus research grant, in partnership with UC-managed national laboratories, to advance Low-Energy, AI-Informed Phase Transitions (LEAP). The goals of LEAP are to accelerate research into more efficient AI — with help from AI. Using a mix of theory, real-world data and simulations, we will train a large language model AI designed to simulate the effectiveness of topological materials for computing. By narrowing the field of materials that will be tested in the lab, this AI could speed up the discovery of new chip materials that switch faster and use less energy. The kickoff meeting for this research grant was held on August 6th 2025 and was hosted by the Eddleman Quantum Institute at UC Santa Barbara.

Low-Energy, AI-Informed Phase Transitions (LEAP)

Massachusetts General Hospital was established to provide care to Boston's sick, and became the first teaching hospital of Harvard University's new medical school. We have remained at the forefront of medicine by fostering a culture of collaboration and education, pushing the boundaries of medical research, and maintaining an unwavering commitment to the community we were created to serve.

We serve, heal, educate and innovate at the highest levels. Our first priority is the well-being of our patients—near and far. As a team we are able to maintain a singular focus on providing the highest quality, most compassionate care to each and every patient.

Massachusetts General Hospital

MIDRC is an open-access platform launched in 2020 to build a repository of medical images and clinical data, initially focused on COVID‑19, to support AI research in medical imaging.

Medical Imaging and Data Resource Center

The Fire Information for Resource Management System (FIRMS) distributes Near Real-Time (NRT) active fire data within 3 hours of satellite observation from the Moderate Resolution Imaging Spectroradiometer (MODIS) aboard the Aqua and Terra satellites, and the Visible Infrared Imaging Radiometer Suite (VIIRS) aboard S-NPP and NOAA 20 (formally known as JPSS-1).

NASA FIRMS

The Wildfire, Ecosystem Resilience, and Risk Assessment (WERK, https://www.nasa.gov/werk/) is a collaborative effort between NASA, the California Natural Resources Agency (CNRA) (https://resources.ca.gov/), and the California Air Resources Board (CARB) (https://ww2.arb.ca.gov/) aimed at developing ecosystem-monitoring data products and assessments to support the state's urgent efforts to protect public safety and natural resources amid increasing wildfire risk and growing environmental variability.

NASA WERK

NDP Admin Ingest

NDP Endpoints

NOAA's Global Systems Laboratory (GSL) enables operational weather forecasters to produce the best forecasts using state-of-the-art technology that incorporates the latest science. Global Systems Laboratory has five divisions that focus on advanced technologies, decision support services, model development, innovative data assimilation and verification techniques, and high-performance computing and architectures.

NOAA Global Systems Laboratory

NOAA's National Centers for Environmental Information (NCEI) hosts and provides public access to one of the most significant archives for environmental data on Earth. It provides over 37 petabytes of comprehensive atmospheric, coastal, oceanic, and geophysical data.

NOAA National Centers for Environmental Information (NCEI)

NOAA-demo

From the earliest days of exploration, to the first steps on the Moon and the missions shaping our future, NASA represents the spirit of discovery that defines our nation. As the United States approaches its semiquincentennial, Freedom 250 highlights how innovation, courage, and scientific leadership have carried America forward — and how NASA continues to expand the frontier for the next generation.

National Aeronautics and Space Administration (NASA)

NCSES is one of thirteen principal federal statistical agencies and serves as the nation’s leading provider of objective data on the U.S. science and engineering enterprise, including surveys and key reports such as Science and Engineering Indicators and Women, Minorities, and Persons with Disabilities in Science and Engineering.

National Center for Science and Engineering Statistics

The National Interagency Fire Center (NIFC), located in Boise, Idaho, is the nation's support center for wildland firefighting. Eight different agencies and organizations are part of NIFC. Decisions are made using the interagency cooperation concept because NIFC has no single director or manager.

National Interagency Fire Center

Nora Eccles Harrison Cardiovascular Research & Training Institute (CVRTI)

Not Affiliated

Led by the University of California, San Francisco, NOURISH, an AI-powered platform, addresses food insecurity by enabling small businesses in food deserts to provide convenient, affordable fresh food to people in their communities. Leveraging knowledge assimilation and geospatial technologies, NOURISH connects business owners with capital, supply chains and knowledge resources from government, investors and community organizations.

Nourish

Led by the University of Maryland, NourishNet provides connections between producers, donors, distributors and those experiencing food insecurity. The NourishNet toolbox includes a portable and user-friendly food quality sensor and a real-time app that optimizes surplus food distribution and allows for direct input from those who are experiencing food insecurity. A decision support tool helps institutions choose the most sustainable food waste diversion strategies. NourishNet’s bilingual consumer education equips distribution personnel and recipients with practical skills to reduce wasted food.

NourishNet

OBO Foundry

The Oak Ridge National Laboratory (ORNL) Distributed Active Archive Center (DAAC) is located at the Oak Ridge National Laboratory in Oak Ridge, Tennessee. ORNL DAAC was established in 1993 and is under an interagency agreement between NASA and the Department of Energy. ORNL DAAC specializes on data and information relevant to terrestrial biogeochemistry, ecology, and environmental processes, which are critical to understanding the dynamics of Earth's biological, geological, and chemical components.

ORNL DAAC

Oceans11 - LANL

OpenTopography facilitates community access to high-resolution, Earth science-oriented, topography data, and related tools and resources.  https://opentopography.org/

OpenTopography

The Oregon State University, Department of Forest Engineering, Resources & Management strives to support decisions for healthy, sustainable forests in the areas of forest management, engineering, biometrics, hydrology, forest health and silviculture. The department’s teaching and research emphasize all aspects of active forest management and restoration from regeneration through harvest for multiple land use objectives, including wood production.

Oregon State University

Planscape is an open–science collaboration of the California Natural Resources Agency, the USDA Forest Service, The California Wildfire & Forest Resilience Taskforce, University of California, Google.org and Spatial Informatics Group. No commercial entity owns or profits from Planscape. We welcome new collaborators and would love to hear from anyone who wants to get involved.

Planscape

PyreCast is the next-generation wildfire forecasting platform designed to help utilities, emergency managers, and communities stay ahead of rapidly evolving fire risk.

Built on transparent, peer-reviewed science and a public-mission-driven ethos, PyreCast delivers predictive, actionable insights through state-of-the-art fire behavior models, ignition forecasts, and real-time fuel and weather data.
Whether you’re planning for public safety power shutoffs, coordinating emergency response, or tracking emerging threats across the landscape, PyreCast empowers informed, risk-based decisions when every moment matters.

Pyrecast

The Pyregence Consortium is a collaboration of scientists, practitioners, and institutions working together to advance open wildfire science for the public good. Originally formed through a California Energy Commission EPIC grant, the Consortium continues to evolve as a hub for transparent, scalable, and policy-relevant wildfire research.

Pyregence

The Sage project is designing and building a new kind of national-scale reusable cyberinfrastructure to enable AI at the edge.  https://sagecontinuum.org/

The National Science Foundation's National Ecological Observatory Network (NEON) is a continental-scale observation facility operated by Battelle and designed to collect long-term open access ecological data to better understand how U.S. ecosystems are changing.  https://www.neonscience.org/

SAGE - NEON

The San Diego Association of Governments (SANDAG) serves as the forum for regional decision-making for the San Diego region.

The San Diego Geographic Information Source (SanGIS) is a Joint Powers Authority (JPA) of the City of San Diego and the County of San Diego responsible for maintaining a regional geographic information system (GIS) landbase and data warehouse.

SANDAG/SanGIS

SDG&E

Led by the University of Missouri, Columbia, SensD, a sensor-enabled decision support system, empowers multi-sector stakeholders to build safe, equitable and resilient food systems. Through collaboration with the farm-to-fork supply chain, food banks and educators, SensD leverages rapid pathogen sensors to provide data-driven solutions for mitigating food-borne pathogen risks with visualization, prediction and optimization capabilities to create a safe food supply for all.

SENS-D

The Space Science and Engineering Center (SSEC)  develops and utilizes space-, aircraft- and ground-based instrumentation to collect and analyze observations of the Earth’s atmosphere, oceans, land surface, and other planetary atmospheres to improve our understanding of weather, climate, and atmospheric processes. SSEC is a world leader in developing the algorithms and designing the ground and archive systems necessary to process atmospheric data collected from geostationary and polar-orbiting platforms.

SSEC

The Sage project is designing and building a new kind of national-scale reusable cyberinfrastructure to enable AI at the edge. https://sagecontinuum.org/

Sage

Scientific Computing and Imaging (SCI) Institute

Silvx Labs

Founded in 1998 by four PhD candidates with a vision, Spatial Informatics Group (SIG) has grown into an internationally recognized organization dedicated to innovative solutions in geospatial analysis, environmental sciences, and socioeconomic sciences. Over the years, we have expanded our expertise and services, providing groundbreaking research, developing cutting-edge technologies, and fostering collaborations that drive positive change globally. Our goal is–and always has been–to contribute to the development of a global green economy, ensuring a sustainable future for generations to come.

Spatial Informatics Group (SIG)

Synoptic Data Public Benefit Corporation (PBC) aids in the exchange of Earth Data to allow government agencies, businesses, and the public easy access to environmental information for use in their daily activities, operations, and decision-making processes. https://synopticdata.com/

Synoptic

Tall Timbers is recognized as the home of the study of fire ecology and is an advocate to protect the right to use prescribed fire for land management. It is also recognized as one of the nation’s leading land trusts.

Los Alamos National Laboratory's (LANL) primary mission is to provide scientific and engineering support to national security programs. LANL performs R&D, design, maintenance, and testing in support of the nuclear weapons stockpile. LANL also performs theoretical and applied R&D in such areas as materials science, physics, environmental science, energy, and health.

TTRS - LANL

The Tahoe Regional Planning Agency protects and restores Lake Tahoe’s environment while revitalizing and enhancing our communities. TRPA is charged with regional planning, development and redevelopment oversight, regulatory enforcement, and implementation of environmental protection and restoration programs for the Lake Tahoe Region.

Tahoe Regional Planning Agency

The Societal Computing and Innovation Lab (SCIL) is based at the San Diego Supercomputer Center (SDSC) at UC San Diego’s School of Computing, Information and Data Sciences. SCIL takes a novel approach to creating breakthrough technological innovations to meet complex societal challenges. At the core of SCIL’s approach to innovation is a commitment to moving from use-inspired problems to scalable solutions. SCIL’s research projects and real-world solutions leverage integrated workflows, next-generation data and AI, cutting-edge science, and advanced digital infrastructure.

The Societal Computing and Innovation Lab

The United States Fish and Wildlife Service is an agency of the United States Federal Government within the United States Department of the Interior dedicated to the management of fish, wildlife, and natural habitats.

U.S. Fish & Wildlife Service

The Department of Earth and Planetary Sciences at the University of California at Riverside offers the Bachelor of Science degree in Geology, Earth Sciences and Geophysics. These B.S. degree programs are designed for students with a strong interest in various aspects of the Earth and Planetary sciences. The geology programs in the Department of Earth and Planetary Sciences place substantial emphasis on fieldwork with field courses, field trips in all appropriate courses (including dedicated field courses), and excursions between quarters. The Riverside campus is ideally situated within a day's drive of exposures of nearly the entire stratigraphic succession and some of the most outstanding field localities in the world.

The Department offers a M.S. and Ph.D. in Earth and Planetary Sciences in the Graduate Programs section. The graduate research programs available within the department span the full range of research areas, from detailed studies of Earth geology, climate, and oceanography, to the study of planets and physical processes in the solar system, to the search for other planets and signatures of life elsewhere in the universe. The Department of Earth and Planetary Sciences has a commitment to learning geology in its natural context - which means that our program provides hands-on opportunities, with a focus on fieldwork. The Department offers a program built around the core research areas listed below, and these strengths are reflected at all levels across the curriculum.

One of the strengths of the department is the diversity of active lines of research that our faculty and specialist are currently actively pursuing. With the current renovations in the Geology building and updated facilities, Earth and Planetary Science students have access to world-class laboratory facilities. Disparate interests within the department are connected in several areas of research emphasis.

UCR Earth and Planetary Sciences

USDA

The United States Forest Service (USFS) is an agency of the U.S. Department of Agriculture that administers the nation's 154 national forests and 20 national grasslands.

USDA Forest Service

Created by an act of Congress in 1879, the USGS provides science for a changing world, which reflects and responds to society’s continuously evolving needs. As the science arm of the Department of the Interior, the USGS brings an array of earth, water, biological, and mapping data and expertise to bear in support of decision-making on environmental, resource, and public safety issues.

USGS

The goal of the 3D Elevation Program (3DEP) is to complete nationwide data acquisition in 8 years, by 2023, to provide the first-ever national baseline of consistent high-resolution three-dimensional data—including bare earth elevations and three-dimensional point clouds—collected in a timeframe of less than a decade. The 3d elevation program is managed by the US. Geological Survey (USGS) national geospatial program to respond to growing needs for high-quality topographic data and for a wide range of other three-dimensional (3d) representations of the nation's natural and constructed features.

USGS-3dep

USPTO (via NAIRR)

The USDA is an executive department of the U.S. federal government responsible for agriculture, food safety, conservation, rural development, and promoting agricultural trade both domestically and internationally.

United States Department of Agriculture

The United States Patent and Trademark Office (USPTO) is the federal agency that grants patents, registers trademarks, and advises the U.S. Administration, through the Secretary of Commerce, on intellectual property policy. The USPTO furthers effective IP protection for U.S. innovators and entrepreneurs worldwide by working with other agencies to secure strong IP provisions in free trade and other international agreements. It also provides training, education, and capacity building programs designed to foster respect for IP and encourage the development of strong IP enforcement regimes by U.S. trading partners.

United States Patent and Trademark Office (USPTO)

University of Utah

As a public benefit corporation (PBC), delivering positive social and environmental impact is core to Vibrant Planet’s mission. Part of this public benefit is making novel data products available for scientific and educational pursuits. 

An independent 501(c)(3) organization, Vibrant Planet Data Commons (VPDC) is the nonprofit engine that accelerates the commissioning of cutting-edge environmental science and data analytics at Vibrant Planet. VPDC collaborates with funders, researchers, and partners to generate and publicly share critical scientific research about environmental risks facing communities. The organization grows public awareness around these risks and cultivates ideas for how collective society can mitigate them. 

Vibrant Planet

The SERDP Wildland Fire Science Initiative (WFSI) data platform to manages the end-to-end data management lifecycle for selected WFSI datasets. This includes data integration, harmonization, curation, publication, and access, to enable end-use fire modeling and analysis scenarios.



WFSI

WIFIRE

This synthetic data was designed for an exercise around the risk of wildland fire being carried by vegetation into the wildland-urban interface and intermix, and into the built environment impacting people and infrastructure.

Wildfire Risk Modeling Exercise

WRI works to improve people’s lives, protect and restore nature, and stabilize the climate. As an independent research organization, we leverage our data, expertise and global reach to influence policy and catalyze change across systems like food, land and water; energy; and cities.

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