Remote Sensing & GIS

Pepperwood utilizes remote sensing and Geographic Information Systems (GIS) to support both long and short-term monitoring components of our sentinel site and ground-truthing projects. In particular, remote sensing is essential for the long-term assessment and monitoring of natural resources, particularly in wildfire fuel mapping. Furthermore, it has revolutionized ecology and conservation, enabling researchers to monitor biodiversity and ecosystem health at scales previously unattainable. Remote sensing employs sensors on satellites, aircraft, or drones to collect data on radiation reflected or emitted from Earth's surface. With this approach, researchers can scale up ground-based point measurements to actionable, relevant scales such as entire watersheds.

Pepperwood provides a robust collection of high-density ground-based point measurements, including detailed soil moisture monitoring. This precise data is essential for validating remotely sensed values, allowing researchers to compare and confirm the accuracy of satellite and aerial observations. In addition, we collaborate closely with Visiting Scholars from institutions such as Sonoma State University, the United States Geological Survey (USGS), and the University of California, Berkeley. These partnerships enable us to effectively integrate our field-based data streams with their remote sensing products. Consequently, the information we gather contributes to a more comprehensive understanding of environmental dynamics. By leveraging both ground-based measurements and remote sensing techniques, we strive to improve the reliability of environmental data and support informed decision-making.

 

Project Details

Timeline

2012 - Present

Funding

Generous Donors

Partners & Collaborators

Tukman Geospatial Logo

Mapping and Modeling for Wildfire Risk Assessment in Sonoma County

Pepperwood partnered with USGS and Blackswift Technologies to map surface soil moisture using a drone. From left to right: Jack Elston, Michelle Stern, S2 (the drone), Maciej Stachura, Ryan Ferrell. Photo courtesy of Jon Stock.

We are continuously working to enhance the precision of our data and mapping techniques to ensure the most reliable information supports our conservation efforts. In 2012, Pepperwood completed a comprehensive vegetation map of the preserve. Additionally, we regularly use Sonoma County's LiDAR data, generated in partnership with NASA and the HyspIRI mission, along with high-resolution AVIRIS-NG hyperspectral imagery (2-meter pixel resolution). Data and maps for this project are found here.

Following the wildfires in October 2017, Pepperwood initiated regional modeling efforts to characterize and quantify the factors contributing to wildfire occurrences. Many of these spatial layers have been specifically mapped and developed for Sonoma County. Our mapping products include assessments of ladder fuels, soil burn severity, canopy damage, and fire perimeters. Immediately after the fire events, our modeling outputs focused on risk assessment, providing estimates for high runoff, flooding, debris flows, and mass wasting (the downslope movement of rock, soil, and debris under the direct influence of gravity). Furthermore, Pepperwood has partnered with Tukman Geospatial to develop a fine-scale (5m) fuel model, and we have played a critical role in the ground validation of these mapping and modeling outputs.