SIG – Spatial Informatics Group https://sig-gis.com/ Spatial Informatics Group Thu, 05 Feb 2026 20:21:01 +0000 en-US hourly 1 https://wordpress.org/?v=6.9.4 https://sig-gis.com/wp-content/uploads/2024/01/SIG-ico-dark-bg-150x150.webp SIG – Spatial Informatics Group https://sig-gis.com/ 32 32 Driving Impact with Earth Observation Foundation Models https://sig-gis.com/eofm/ Fri, 22 Nov 2024 14:50:36 +0000 https://sig-gis.com/?p=22738 Followers of environmental issues in the Amazon scarcely go a week without seeing news about threats to the biome. The region has been devastated with countless and constant hazards. For example, each year it experiences natural hazards like wetland degradation, salinization, destructive flooding, and severe fires, all compounded by climate change.

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Driving Impact with Earth Observation Foundation Models

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What’s a (EO) Foundation Model?

Imagine a system that could predict how severe a wildfire might get, or predict flood risk in real-time before they spiral out of control, powered by AI analyzing terabytes of satellite data. That’s the promise of Earth Observation Foundation models (EOFMs).

Foundation Models (FM) are a game changer in Earth Observation (EO) data analysis, proposing the potential to produce more accurate results faster and easier. While there are some outliers, most current FMs rely on transformer architectures. Transformers split complex data into tokens (smaller chunks of data) and use attention mechanisms (machine learning relative importance method) to learn contextualized patterns. These patterns are turned into embeddings (basically, numerical representations of the data), that allow the model to act as a general foundation (hence the term “Foundation Model”) from which they can be fine-tuned for specific different tasks.

Foundation Models are the engine of popular Large Language Model (LLM) and Computer Vision (CV) tools that we see widely used today, like ChatGPT and Stable Diffusion. By tapping into these innovations, EOFMs have the potential to change how we practitioners do geospatial analysis, and how broader society interacts and benefits from spatial data.

The GeoAI community (practitioners leveraging spatial data..) has eagerly embraced EOFMs, leveraging their power to transform vast satellite datasets into accessible, actionable insights, thereby democratizing geospatial intelligence for a broader audience. In the last 2-3 years we have seen an explosion of EOFMs trained on a wide array of earth observation data, covering optical and (non-optical.. SAR, weather satellites, derived products..). EOFMs are one of the key technologies that we in the GeoAI community want to see widely adopted. So how can we get to that level of adoption and tangible value matching Text and Vision?

Text Here

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UK Net Zero of Bioenergy https://sig-gis.com/uk-net-zero-bioenergy/ Mon, 28 Oct 2024 15:12:10 +0000 https://sig-gis.com/?p=21878 New analysis finds that a UK BECCS system based on wood pellets supplied from
Drax pellet mills in the southern US would increase, rather than decrease, levels
of atmospheric CO2e compared to a scenario without the UK BECCS system, until approximately 2053.

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Implications for UK Net Zero of BECCS

Forest & Agriculture Management

Case Study

Drax Power Station

Drax Power Station is the UK’s largest biomass generator, combusting wood pellets to generate electricity. It produces around 5% of the UK’s electricity, and sources the majority of its feedstock from North America, including from its own pellet mills in Mississippi, Louisiana and Arkansas.

Drax plans to convert two of its four biomass units to bioenergy with carbon capture and storage (BECCS) from 2030, with the intention of generating ‘carbon removals’ as well as electricity, to contribute to the UK’s Net Zero target.

New report: consequential life cycle assessment (cLCA) of a UK BECCS power station

This new report is an update of SIG’s 2021 peer-reviewed analysis of a UK biomass power station, where wood pellets are sourced from three Drax-owned mills in the southern US. This update models the impact of installing carbon capture and storage (CCS) technology at the power station.

Bioenergy with carbon capture and storage (BECCS) from forest biomass is a prominent carbon removal technology in UK climate pathways, assumed to produce negative emissions by capturing and storing CO2 released when wood is combusted.

UK Net Zero Bioenergy Report

The BECCS system would lead to higher atmospheric CO2 levels until beyond 2050

The analysis assesses the whole system carbon impact if CCS technology became fully operational on all four units at the Drax power station after 2030, with a 90% carbon capture rate. The analysis uses our data from US forests (including the USDA Forest Service Forest Vegetation Simulator and interviews with forest managers in Drax pellet catchments).

Results indicate that the proposed UK BECCS system would lead to more CO2e in the atmosphere than the counterfactual scenario without the BECCS system, until approximately 2053. We find that the impact of the CCS technology, presumed to sequester CO2, is outweighed by the deleterious impact of wood pellet sourcing on forest carbon stocks and flows.

Updates to policy and accounting regimes to reflect this a full and accurate cLCA could therefore substantially undermine the case for investment in BECCS for UK Net Zero.

UK Net Zero Bioenergy Report

Executive Summary

Full Report

SIG Analysis Spreadsheet Download

Manuscript Submitted to Climate Policy

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Biophysical M&E Dashboard https://sig-gis.com/biophysical-me-dashboard/ Wed, 02 Oct 2024 18:23:43 +0000 https://sig-gis.com/?p=19812 In support of USAID’s initiative to monitor and evaluate land cover change in Cambodia, Spatial Informatics Group and SERVIR SEA created an application powered by Google Earth Engine to allow the nation to track progress on various conservation projects.

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Biophysical M&E Dashboard

A user-friendly online tool for monitoring biophysical changes

Solution Application

Open Source

Detecting Land Cover Change in Cambodia

In support of USAID’s initiative to monitor and evaluate land cover change in Cambodia, Spatial Informatics Group and SERVIR SEA created an application powered by Google Earth Engine to allow the nation to track progress on various conservation projects.

Technical Data

System Capabilities

System Support

Creating the Dashboard

SIG and partners developed the Biophysical Monitoring & Evaluation (M&E) application through the use of geospatial datasets and Google Earth Engine, which makes the tool freely accessible online. NASA’s MODIS data was used for the system’s Enhanced Vegetation Index, capable of measuring relative biomass in especially dense areas. The software can also monitor changes to forest cover and provide alerts to users, as well as detecting wildfire activity in the area.

The Biophysical M&E Dashboard provides a user-friendly interface through which clients can study the temporal dynamics of biophysical conditions, landscape change, forest gain or loss, forest fire activity, and forest alerts.

By providing detailed data on these environmental changes, the dashboard enables users to observe not just the overall ecological outcomes of policies and projects, but their specific effects on different components of the environment.

Biophysical Monitoring and Evaluation Dashboard

Sustainable Futures for Cambodia and Beyond

With the Dashboard, Cambodia can monitor and evaluate any changes to their land, tracking conservation impacts and helping stakeholders achieve their conservation goals. In keeping with SIG’s open science focus, the tool is freely available. In addition to USAID Cambodia, it is being used by NGOs like Conservation International and the Wildlife Conservation Society. The technology within the Biophysical M&E is multifunctional and adaptable, and could be used for a variety of other projects or countries with similar needs in the future.

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SIG And SIG-NALS Latest Newsletter Is Online https://sig-gis.com/sig-and-sig-nals-latest-newsletter-is-online/ Mon, 09 Sep 2024 04:00:14 +0000 https://sig-gis.com/?p=17968 SIG co-developed software to remotely monitor gold mining activity in Colombia. Illegal mining is a driver of deforestation and this project aims to empower authorities to respond quickly and appropriately. CoMiMo, which is available for desktop in both English and Spanish, uses satellite imagery and artificial intelligence to identify threatened areas.

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SIG and SIG-NALs latest newsletter is online

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Dear SIG & SIG-NAL Friends,

Here’s a quick summary of what some of us at the Spatial Informatics Group (SIG) and the Spatial Informatics Group – Natural Assets Lab (SIG-NAL) have been up to. Follow this link to the newsletter…..

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Pinchot Institute Works With SIG https://sig-gis.com/pinchot-institute-works-with-sig/ Mon, 09 Sep 2024 03:56:59 +0000 https://sig-gis.com/?p=17963 SIG co-developed software to remotely monitor gold mining activity in Colombia. Illegal mining is a driver of deforestation and this project aims to empower authorities to respond quickly and appropriately. CoMiMo, which is available for desktop in both English and Spanish, uses satellite imagery and artificial intelligence to identify threatened areas.

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pinchot institute works with sig

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David Saah, of SIG is working reviewer on a Pinchot Institute science team. The focus of the team is to review implementation of the Herger-Feinstein Quincy Library Group Act. The Act guided forest management, including fuel reduction, watershed restoration, and other forestry work on the Plumas National Forest and portions of the Lassen and Tahoe National Forests.

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SIG Presents LiDAR Based Projects In Tahoe https://sig-gis.com/sig-presents-lidar-based-projects-in-tahoe/ Mon, 09 Sep 2024 03:53:33 +0000 https://sig-gis.com/?p=17958 SIG co-developed software to remotely monitor gold mining activity in Colombia. Illegal mining is a driver of deforestation and this project aims to empower authorities to respond quickly and appropriately. CoMiMo, which is available for desktop in both English and Spanish, uses satellite imagery and artificial intelligence to identify threatened areas.

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SIG Presents LiDAR Based Projects

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Several SIG researchers, including Dave Saah, Jarlath O’Neil-Dunne, Qi Chen, Tadashi Moody, Travis Freed, Jason Moghaddas, and Gary Johnson, along USFS and PSW cooperators, have been working on several LiDAR based projects in Lake Tahoe. They include an assessment of fire hazard and risk in the wildland urban interface and riparian areas, assessing and mapping all live trees as part of a larger wildlife habitat assessment, and mapping all impervious surfaces. These projects all cover the entire terrestrial area of the Lake Tahoe Basin-over 200,000 acres!. The SIG team also launched 2 new projects, including one lead by Jarlath, to map all the aquatic features of the Lake Tahoe Basin using high resolution LiDAR Imagery. This project will also involve an extensive collaborative effort, lead by SIG researcher Ken Roby with support from the San Francisco Estuary Institute, to work with local agencies and stakeholders to update current Stream Environment Zone (“SEZ”) definitions. In addition, SIG is partnering with a local firm, Environmental Incentives, to assess potential effects of investments on restoration treatments on the overall well being, as measured by US Census data metrics, for communities around the Lake Tahoe Basin. (Photo, from left to right, SIG Researchers Travis Freed, David Saah, Ken Roby, and Jarlath O’Neil-Dunne).

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Carbon Dioxide Emissions Calculations For Forest Biomass Energy Projects Are Dependent Upon Regionally-Specific Conditions https://sig-gis.com/carbon-dioxide-emissions-calculations/ Mon, 09 Sep 2024 03:22:21 +0000 https://sig-gis.com/?p=17942 An issue brief recently released by the Natural Resource Defense Council (NRDC) highlighted the importance of regional studies of biomass energy development. The brief relied on a model developed by the Spatial Informatics Group (SIG) to assess the lifecycle greenhouse gas emissions of energy derived from forest biomass in a nine-state region of the southeast United States. The model built on prior work conducted on behalf of the Southern Environmental Law Center and the National Wildlife Federation in 2012.

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carbon dioxide emissions calculations for forest biomass energy projects

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An issue brief recently released by the Natural Resource Defense Council (NRDC) highlighted the importance of regional studies of biomass energy development. The brief relied on a model developed by the Spatial Informatics Group (SIG) to assess the lifecycle greenhouse gas emissions of energy derived from forest biomass in a nine-state region of the southeast United States. The model built on prior work conducted on behalf of the Southern Environmental Law Center and the National Wildlife Federation in 2012.

The NRDC brief emphasizes what we already know about greenhouse gas emissions from forest biomass energy projects: There is often a carbon debt for a period of time which is gradually erased as new tree growth sequesters the carbon emitted when the energy was produced. This is backed up by a recent review published in the journal Global Change Biology – Bioenergy (Buchholz et al. 2015). Understanding the local ecological, operational, and market contexts are critical elements to determining the potential atmospheric greenhouse gas emissions implications of switching energy sources from fossil fuels to biomass derived from forests. This highlights the need to be cautious in extrapolating findings from one region to other forests and market contexts.

What is also known is that regardless of the region or forest type, the source of the woody feedstock matters in the emissions calculation. For instance, a significant carbon debt can occur if electricity is being produced by burning whole trees that would not have been harvested otherwise. In contrast, carbon benefits can occur immediately if biomass is derived from forest thinnings that were destined to burn in a pile. The NRDC issue brief was focused on a specific context in the southeast United States.

“Our analyses using SIG’s models shows that wood pellets made of whole trees from bottomland hardwoods in the Atlantic plain of the U.S. Southeast will emit carbon pollution comparable to or in excess of fossil fuels for approximately five decades,” said NRDC Senior Scientist Sami Yassa.

Dr. Thomas Buchholz, the SIG Senior Scientist that led the development of the model, added, “Other regions need to do similar analyses because the a priori assumption of carbon neutrality cannot be made. So extrapolating the findings of one regional study to other regions does not capture the complexity of bioenergy greenhouse gas emissions accounting.”

Contact: John Gunn, Executive Director SIG-NAL
Phone: (207) 212-7723
Email: jgunn@sig-nal.org

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Spatial Informatics Group (SIG) And The University Of Vermont (UVM) Team Up To Demonstrate Small Unmanned Aircraft System (SUAS) Remote Sensing Capabilities In The Lake Tahoe Region https://sig-gis.com/spatial-informatics-group-sig-and-the-university-of-vermont-uvm-team-up-to-demonstrate-small-unmanned-aircraft-system-suas-remote-sensing-capabilities-in-the-lake-tahoe-region/ Mon, 09 Sep 2024 03:01:54 +0000 https://sig-gis.com/?p=17934 SIG co-developed software to remotely monitor gold mining activity in Colombia. Illegal mining is a driver of deforestation and this project aims to empower authorities to respond quickly and appropriately. CoMiMo, which is available for desktop in both English and Spanish, uses satellite imagery and artificial intelligence to identify threatened areas.

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Spatial Informatics Group (SIG) And The University Of Vermont (UVM) Team Up To Demonstrate Small Unmanned Aircraft System (SUAS)

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Verify Illegal Activity From a Distance

Jarlath O’Neil-Dunne, Shane Romsos, Gary Roller, Travis Freed and Matt Bansak from SIG and UVM just finished three days in the Lake Tahoe Region meeting with local agencies and university students to field demonstrate the capabilities of sUAS. A sUAS is a light-weight (< 3 lbs) drone that is equipped with a digital camera, a GPS receiver and other on-board flight control sensors. The on-board camera captures high-resolution (~3.5 cm) imagery that after post-flight processing can be transformed into accurate 2D orthomosaics & 3D models of a project area which can then be used to pull out on-the-ground features of interest. While in the Tahoe Region, the team flew 14 missions to explore the systems application for detecting aquatic invasive species and attached algae in Lake Tahoe’s nearshore, transportation corridor characterization, wetland delineation, topography modeling and stream restoration characterization and effectiveness monitoring.

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New Report Reveals Wildfire Is Not Just A Public Lands Issue https://sig-gis.com/new-report-reveals-wildfire-is-not-just-a-public-lands-issue/ Mon, 09 Sep 2024 02:01:09 +0000 https://sig-gis.com/?p=17916 SIG co-developed software to remotely monitor gold mining activity in Colombia. Illegal mining is a driver of deforestation and this project aims to empower authorities to respond quickly and appropriately. CoMiMo, which is available for desktop in both English and Spanish, uses satellite imagery and artificial intelligence to identify threatened areas.

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New report reveals wildfire is not just a public lands issue

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Re-posted by SIG- all content courtesy of the American Forest Foundation

October 21, 2015

WASHINGTON, D.C. (OCTOBER 21, 2015) – Amid record drought and a record wildfire season in the West, the American Forest Foundation (AFF) today released a new report that reveals private and family landowners offer a solution to helping ensure that clean water in the West is protected from future catastrophic wildfires.

The report Western Water Threatened by Wildfire: It’s Not Just a Public Lands Issue, shows that across 11 Western states, 40 percent, or 13.5 million acres, of the forests and other lands that help protect clean water and that are at a high risk of catastrophic wildfire are private and family-owned. https://www.forestfoundation.org/

In addition to revealing this new information, the report also includes findings from a West-wide survey of family landowners that show these landowners want to do the right thing and are motivated to take action that will reduce the risk of wildfire and help protect clean water in their forests. However, what prevents most, is the high cost of implementing management actions.
The report also includes a series of recommendations to help landowners overcome this obstacle, including increased engagement and outreach to private and family landowners to help provide both financial and technical help, policy solutions that fix how wildfire is budgeted for at the federal level and that encourage cross-boundary action, and increased market opportunities to utilize private sector strategies to reduce costs of management actions.
“The four-year drought, plus a record-breaking wildfire season has made protecting clean water an urgent and pressing problem in the West,” said Tom Martin, President and CEO of the American Forest Foundation. “Private and family landowners are ready to act and now, and we need to do everything possible to empower them to ensure that wildfires don’t hurt this limited resource that is vital to all Americans.”
Approximately 64 million Westerners depend on surface water that comes from forests and other lands for their clean drinking water. These lands store water, replenish streams and rivers, and filter pollutants from the water. When catastrophic wildfires burn these lands, they bake the ground, destroying this natural storage and filtration system and creating a hard-packed layer. This causes soil, debris and other pollutants to runoff during the next rain storm, which compromises water quality. Protecting this clean water supply requires action to reduce wildfire risks on public, private, and family lands.
“Today’s report underscores the urgent need for action to address the runaway growth of fire suppression costs, which continues to erode the Forest Service’s capacity to mobilize resources to reduce fire risk and restore the health and resiliency of the nation’s forests so that we can prevent fires in the first place,” USDA Under Secretary for Natural Resources and Environment Robert Bonnie said. “The most important step Congress can take to confront the ever-increasing percentage of the Forest Service budget dedicated to wildfire is to pass the bipartisan Wildfire Disaster Funding Act.”
“Being forest stewards and responsible landowners is very important to forest owners like myself,” said Scott Hayes, a woodland owner near Forest Grove, west of Portland. ”We want to protect our families, our homes, our property and the natural resources like clean water that make Oregon so special. We do what we can, but many need financial and technical support to implement good forest management.”
Contact: Elizabeth Bender; ebender@forestfoundation.org
(202) 253-1096(202) 253-1096(202) 253-1096

The American Forest Foundation (AFF) works on the ground with families, teachers and elected officials to promote stewardship and protect our nation’s forest heritage. A commitment to the next generation unites our nationwide network of forest owners and teachers working to keep our forests healthy and our children well-prepared for the future they will inherit.

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SIG Participates In The 6th International Wildland Fire Conference, Pyeongchang, Korea https://sig-gis.com/international-fire-conference-korea/ Mon, 09 Sep 2024 01:12:42 +0000 https://sig-gis.com/?p=17900 SIG co-developed software to remotely monitor gold mining activity in Colombia. Illegal mining is a driver of deforestation and this project aims to empower authorities to respond quickly and appropriately. CoMiMo, which is available for desktop in both English and Spanish, uses satellite imagery and artificial intelligence to identify threatened areas.

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SIG Participates In The 6th International Wildland Fire Conference

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The 6th International Wildland Fire Conference (IWFC) was recently held in Pyeongchang, Korea (October 11-16th). SIG’s Director for Asia Pacific, Brett Shields, was present and undertook several official roles across the 5 day meeting, being the Moderator for the Opening Plenary Session where the two honoured speakers were Professor Stephen Pyne and Dr Winston Trollope. Brett commented that “it was a great honour to share the stage with both Stephen and Winston” both of whom are luminaries in the fire management community in their respective fields of expertise. Brett had the good fortune to be one of the judging panel for the newly added “Youth Program”. The Youth Program enabled more than 15 Masters and PhD students to come from across the globe to Korea and present the basis of their research work and studies. Some great new research minds are in the making with innovative approaches to old problems. As well Brett presented two papers on Tropical Fire Behavior and an update on the Fire Management Approaches being undertaken in Indonesia.

Brett commented on the 6th IWFC, stating that “the conference is held only once every 4 years and brings together the international fire agencies, equipment and technology vendors, researchers, consulting practitioners and development agencies into one forum, and its that mix of people and agencies that make a conference of this nature valuable. The Korea Forest Service hosted the conference and did a great job and found an excellent venue that will soon be the host to the 2018 Winter Olympics. Brett noted also that the Korea Forest Service has established itself as an international support and development agency with the creation of the ASEAN-ROK Forest Cooperation (AFoCO). AFoCO has at its heart the promotion and development of forest management practices within the ASEAN countries and is working in the important areas of community development, sustainable forest management and education.

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