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![A small sensor being adapted for the methane-detecting network](/sites/default/files/styles/list/public/project/image/2024-12/test%20chamber%20v2.jpg?itok=i5LFOrc8)
Low-Cost Methane Sensor Network
Deploying large networks of ground-based methane detectors could help detect pipeline leaks, improve climate models, and regulate emission sources.
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![A diver and autonomous underwater vehicle swim underwater to identify an object (mine).](/sites/default/files/styles/list/public/project/image/2023-10/Underwater_PB%26amp%3BJ.jpg?itok=KVLrdClY)
Underwater PB&J: Combining Diver and Robot Strengths for Optimized Mid-Mission Teaming
New navigation and vehicle autonomy algorithms consider which tasks humans and autonomous systems respectively do best, with the goal of improving search path planning and object classification in underwater environments.
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![A photo of a Google earth image of Bangladesh, with a heat map over it showing mostly red.](/sites/default/files/styles/list/public/project/image/2022-04/CREWSNET.png?h=be37ad46&itok=gBX2D1d5)
Climate Resilience Early Warning System Network
We are creating proactive, integrated decision -support tools and services that empower frontline communities to prepare for climate impacts and minimize losses.
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![Simulation of a flight test](/sites/default/files/styles/list/public/project/image/2019-10/virtual-test-site.jpg?itok=Y5kzEe8J)
Virtual Test Environments for UAVs
For experiments with unmanned aerial vehicles, researchers use simulated geographies that avoid the risks of real-world flight tests.
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