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Robots for ecological monitoring: a review

Patrick J.C. White, Léni Le Goff, Antoine Cully, Matthew Wale, Karen Diele, Emma Hart
April 16, 2026
Published Date

Research Abstract & Technology Focus

Abstract Technologies for biodiversity assessment are crucial for addressing the global biodiversity crisis, and ecological monitoring is seeing increased use of robotics. Interdisciplinary working will be critical in finding the best robotic solutions for monitoring. As a team of ecologists and robotics scientists, we conducted a systematic literature search for robots in ecological monitoring and reviewed their ecological monitoring applications and technological capabilities, such as level of autonomy, operation time and adaptability. We identified 67 relevant papers reporting individual robots or robot teams. The number of robots developed for ecological monitoring has grown rapidly in recent years, targeting a wide range of taxa or communities. Image or video capture were the most common types of monitoring although telemetry, acoustics, echolocation, radar and fluorescence sensors have been adopted. We identified that further use of acoustic monitoring and eDNA collection could provide enhanced robotic monitoring opportunities. Technological capabilities are more advanced for robots built for marine environments or lacustrine freshwater ecosystems than for terrestrial or lotic freshwater ecosystems. This likely reflects the longer history of marine robot development, lack of alternative surveying approaches at depth or far from infrastructure, and the energy rich environment and neutral buoyancy that oceans provide. Nevertheless, there are opportunities for robots to enhance terrestrial ecological monitoring, particularly where teams of robots can be developed. Recent developments in autonomous navigation systems, visual sensors and energy management offer potential solutions that could be integrated into robots for ecology.
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What is the core focus of the research titled 'Robots for ecological monitoring: a review'?

This literature focuses on: Abstract Technologies for biodiversity assessment are crucial for addressing the global biodiversity crisis, and ecological monitoring is seeing increased use of robotics. Interdisciplinary working will be critical in finding the best robotic solu...

Which startups are commercializing the technology behind Robots for ecological monitoring: a review?

Products like Gemini Robotics ER 1.6 are bringing this to market. Their focus is: Google's SOTA robotics model for visual & spatial reasoning!.

What other academic literature is closely related to 'Robots for ecological monitoring: a review'?

Yes, highly correlated activity was mapped. An entry titled 'Detection and Tracking of Mesh Intersection Points for Autonomous Net Cleaning Robots' discusses this: Net cleaning robots have been playing an increasingly important role in offshore aquaculture due to their efficiency and labor-saving capabilities....

How is the concept of 'Robots for ecological monitoring: a review' being discussed by engineers on Hacker News?

Yes, highly correlated activity was mapped. An entry titled 'Show HN: We built a camera only robot vacuum for less than 300$ (Well almost)' discusses this: Cool project! That validation loss curve screams train set memorization without generalization ability.Too little train data, and/or data of insuff...

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