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Solution example

Environmental Change Monitoring

Blackwater National Wildlife Refuge, Dorchester County, MD

Geo-bAI compared satellite imagery from 2017 and 2025 and estimated an approximately 605-acre (10.4%) increase in open water in the study area.

Three maps of Blackwater National Wildlife Refuge: water index on September 8, 2017, water index on August 22, 2025, and the change between them, showing marsh that became water and water that became marsh. Opens a larger view.
Water in 2017 and 2025 (left, center) and the change between them (right). Red: land that became water. Gold: water that became land.

The challenge

Coastal marshes at Blackwater National Wildlife Refuge are changing, with marsh giving way to open water. Agencies and planning teams need an initial estimate of where changes are concentrated so they can focus monitoring, field verification, and resilience planning. Consistent comparison of satellite images across years is complicated by image quality, tides, and detection settings.

The question

How much marsh appears to have become open water between 2017 and 2025? Compare clear late-summer imagery, map land-to-water and water-to-land transitions, report net change and the five largest loss areas, and describe tidal and image-date limitations.

Approach

  1. Selected clear images

    Sentinel-2 images from September 8, 2017, and August 22, 2025.

  2. Mapped open water

    Using a standard water index.

  3. Compared changes

    Land-to-water and water-to-land changes.

  4. Measured areas

    Identified the largest changes.

  5. Documented limitations

    Tidal, timing, and detection limitations.

Results

  • 605 acres

    Estimated net open-water gain

    +10.4%

  • 879 acres

    Land that became water

    Across 5,379 areas

  • 3.2 : 1

    Water gain vs. land return

    Approximately 3.2 acres became water for every acre returning to land

Business value

  • Target field resources

    Focus investigation and verification on areas of greatest apparent change.

  • Inform resilience investment

    Support prioritization of restoration and shoreline-management studies.

  • Communicate risk

    Translate satellite observations into maps and findings for decision-makers.

This is an initial estimate, not a field-verified determination of marsh loss.

How we verified the results

  • Checked

    Open-water totals

    Open-water totals were calculated independently, with matching results of approximately 5,812 acres in 2017 and 6,416 acres in 2025.

  • Checked

    Net change

    Land-to-water change (879 acres) minus water-to-land change (274 acres) yields about 605 acres net.

  • Confirmed by a person

    Study area

    The study area was confirmed by a person; settings and field verification still require expert review.