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RoboticsSemafor TechPublished: Oct 28, 2026, 19:01 JST

CLARKE maps 2,000 homes in seven minutes for Florida drone team

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CLARKE maps 2,000 homes in seven minutes for Florida drone team

3 Key Points

  1. What happened

    CLARKE, developed at Texas A&M University with National Science Foundation funding, analyzes drone images offline and sends compact damage reports. It is now standard procedure for Florida's disaster drone team, FL-UAS1, and has trained 125 emergency responders.

  2. Why it matters

    Researchers estimate CLARKE could let emergency managers make decisions roughly a day earlier, helping them focus on the hardest-hit areas first — a delay cut that could save lives in a serious crisis.

WHO IT HITSEmergency managers and disaster-response drone teams gain faster damage assessments without relying on spotty post-storm connectivity. Florida's FL-UAS1 team already uses CLARKE as standard procedure, and 125 responders have been trained on it.

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Context & Analysis

CLARKE addresses a bottleneck that appears right after a storm: drones capture detailed images, but the files are huge and connectivity is often spotty. By analyzing images offline once a drone lands, the system turns raw imagery into compact reports on building damage and road conditions, so responders are not waiting on large transfers.

The project was developed at Texas A&M University with funding from the National Science Foundation's AI Institute for Societal Decision Making, placing it within a broader push to apply AI to emergency response. A separate example in the body is Microsoft's AI for Good Lab, which analyzed satellite imagery to help aid groups identify damaged buildings after Myanmar's major earthquake in March 2025.

Researchers estimate CLARKE could help emergency managers make decisions roughly a day earlier, allowing them to direct attention to the hardest-hit areas first. Tom Manzini of Texas A&M summed up the problem the tool targets: the information exists for emergency managers to make decisions, but it exists in a place where they can't get to it. Beyond the hurricanes Debby and Helene deployments in 2024 and its adoption by FL-UAS1, the team has trained 125 emergency responders on the system.

FAQ
How fast can CLARKE assess damage?
CLARKE can assess 2,000 homes in seven minutes, according to Texas A&M researcher Tom Manzini.
Does CLARKE need an internet connection?
No. After a drone lands, the system analyzes images without an internet connection and teams send compact reports instead of large image files.
Has CLARKE been used in real disasters?
Yes. Emergency responders used it after hurricanes Debby and Helene in 2024, and it is now part of standard operating procedure for Florida's disaster drone team, FL-UAS1.
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