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 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

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

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

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

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 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

Created by admin when creating a new dataset

NDP Admin Ingest

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)

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

Not Affiliated

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

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

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

SDG&E

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

Silvx Labs

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 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

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 Commons

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.