AI-controlled drone swarms to inspect wind turbines in the future

13/08/2025

Traditionally, wind turbines have to be shut down before they can be inspected for damage. This means that these wind turbines do not generate energy during the shutdown period. Furthermore, inspection costs for wind turbines tend to be high. The DORBINE project, funded by the Austrian Research Promotion Agency (FFG), involves a research team from the University of Klagenfurt working with industrial partner AIR6 Systems to develop a new technology that uses artificial intelligence (AI) to control swarms of drones that inspect wind turbines while they are in operation. 

“To do their job, the drone swarms must be precisely positioned in relation to the turbine. So, even under complex operating conditions, it is essential that we always know what the distance and angle are between the drone and the respective component of the turbine. This allows the drones to collect comprehensive data,” said Farzad Tashtarian (Department of Information Technology), who co-leads the project with Jan Steinbrener (Department of Smart Systems Technologies, Control of Networked Systems) at the University of Klagenfurt.

If a turbine develops defects, the drone swarms must be able to detect them. To this end, researchers are working towards implementing AI-supported image analysis that can detect even the smallest defects. To collect the data, drones are equipped with high-resolution cameras and sensors such as light detection and ranging (LiDAR), radar and ultrasonic sensors.

The research team is pursuing several goals with DORBINE: it should no longer be necessary to shut down wind turbines for inspections; robust and artificial intelligence-based navigation systems should enable precise positioning of the drone swarms and ensure efficient data collection; and advanced artificial intelligence and machine learning techniques should make it possible to accurately detect cracks, erosion and structural deformations in the recorded images, optimising inspection plans and maintenance measures. Farzad added: “To date, wind turbines have been inspected using helicopters and work boats, which generates significant COemissions. By using drone swarms, we can achieve significant reductions in emissions.”

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