Eos Positioning Systems Customer Spotlight: Shanna Gleason Tracks Invasive Species with Ground-Truthed Drone Imagery from Eos Arrow GNSS Receivers

Customer Spotlight: Shanna Gleason Tracks Invasive Species with Ground-Truthed Drone Imagery

At Texas A&M University, Graduate Assistant Lecturer Shanna Gleason combines conservation with cutting-edge technology to study one of the state’s most endangered ecosystems: the coastal prairie. As part of her PhD research with the Department of Rangeland, Wildlife & Fisheries Management, Shanna aims to better understand vegetation patterns and invasive species across Texas’s declining rangelands, in part thanks to high-accuracy mapping technology.

With the help of Eos GNSS receivers, Shanna accurately maps the distribution of native and invasive plant species on land owned by Coastal Prairie Conservancy (CPC). By capturing high-accuracy locations of these species, Shanna can train and validate drone imagery classification models, thereby ensuring that native and invasive species are correctly identified in future analyses. The high-accuracy location technology allows Shanna to support more effective restoration and management of coastal prairies.

Learn about Shanna’s work in her own words!

1. Why are you passionate about your job?

Shanna Gleason with Macartney Rose bush and Arrow 100 GNSS receiver
Texas A&M Graduate Assistant Lecturer Shanna Gleason poses for a field photo. The photo was taken at the location of an invasive Macartney rose bush, which Shanna was mapping with the Eos Arrow 100® GNSS receiver and ArcGIS® Survey123.

I am very passionate about studying and conserving natural resources and rangelands. Specifically, contributing to the understanding of resources on Texas’s declining coastal prairies is very important to me. I enjoy being able to integrate technology with conservation, as this combination is essential for the future of our native landscapes. Being able to precisely map vegetation, especially invasive species, allows for more effective conservation efforts.

2. How did you first find out about Eos Positioning Systems’ GNSS products?

I first heard about Eos GNSS products at the beginning of my PhD project from my advisor Dr. Humberto Perotto, who had success with Eos GNSS receivers in his own work.

3. What do you use Eos GNSS products for?

Using the Arrow 100® GNSS receiver and ArcGIS® Survey123, I map instances of plant species as points on a map. I use these highly accurate points to ground-truth drone image classifications. In effect, the points serve two main purposes: First, they ensure that I can correctly identify species from the drone imagery. Second, they allow me to check how accurately the image classification matches reality on the ground — specifically, whether the mapped boundaries of the invasive species line up with where the plants actually grow.

drone ortho-imagery of Warren Ranch, owned by the Coastal Prairie Conservancy on the Katy Prairie Preserve in Texas
This drone ortho-imagery of Warren Ranch, owned by the Coastal Prairie Conservancy on the Katy Prairie Preserve in Texas, shows an overhead view of vegetation across a land parcel. At this level of detail, different plant species can be distinguished by subtle differences in color and texture, allowing the image classification model to visually map where invasive species are spreading versus where native plants remain.
GNSS locations of plants on drone ortho-imagery of Warren Ranch, owned by the Coastal Prairie Conservancy on the Katy Prairie Preserve in Texas
Using the Eos Arrow 100 GNSS receiver, Shanna records and validates the locations of individual plants previously captured in drone imagery, ensuring the image classification model can correctly distinguish invasive species. Each red point represents a different plant she recorded on the ground and then used to verify the plant’s species and location.

4. Do you have a favorite experience or memory from your projects with Eos hardware?

If it weren’t for the precision of the Eos GNSS receivers in identifying the exact locations of individual plants, there would have been plenty of species misidentifications in the image classification process!

— Shanna Gleason, Graduate Assistant Lecturer, Texas A&M University

The ground-truthed vegetation points have saved me multiple times. I look at that data when I otherwise can’t identify species from the drone imagery. If it weren’t for the precision of the Eos GNSS receivers in identifying the exact locations of individual plants, there would have been plenty of species misidentifications in the image classification process!

Invasive Chinese tallow (Triadica sebifera) tree
Invasive Chinese tallow (Triadica sebifera) plant

Left: Chinese tallow (Triadica sebifera) is a fast-growing invasive tree that can form in dense groupings, outcompeting native prairie vegetation and changing soil chemistry. Shanna mapped these trees to help train her machine learning model to accurately identify these invasive plants across Warren Ranch. Right: The fruit of the Chinese tallow tree forms as a three-lobed capsule that ripens in late summer to fall. When it splits open, bright white, wax-coated seeds are released and spread by birds and water, helping the species rapidly invade new areas.

Invasive Macartney Rose bush
Invasive Macartney Rose

Left: The Macartney rose (Rosa bracteata) bush flourishes at Warren Ranch. Macartney rose is a dense, fast-growing invasive plant that can dominate prairie landscapes, making it difficult for native species to thrive. Right: The bush bears white flowers with yellow centers and thick, prickly stems that form dense thickets.

5. Do you have a favorite feature of Eos GNSS receivers?

I also really appreciate the battery life; we typically run out of phone battery in the field before we run out of GNSS receiver battery.

— Shanna Gleason, Graduate Assistant Lecturer, Texas A&M University

My favorite features are threefold. First, the accuracy of the receiver, because I typically get around 15 centimeters! The high accuracy is very helpful when we’re working with high-resolution imagery to identify individual plants. Second, I like how fast the accuracy stabilizes. The minimal start-up time allows me to take more points in a day, which increases our efficiency. Finally, I also really appreciate the battery life; we typically run out of phone battery in the field before we run out of GNSS receiver battery.

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