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RAIN Hub Year 3 Report

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LEAD RESEARCHER: AYAN GHOSH I am a post-doctoral researcher with the Autonomous and Control Systems Engineering department at The University of Sheffield. My research interests are AI- based Human-Robot Interaction, next generation interactive robot technologies and user-experience. Over the years I have worked in multiple interdisciplinary projects ranging from nuclear robotics to healthcare robotics to robotics for fire-fighting. I joined the HRI- working group for the RAIN Hub in 2018, my work mainly focuses on the development of the perception system for real-time environment reconstruction and spatial mapping. ROBOT PERCEPTION FOR EFFICIENT HRI IN TWO-ARM ROBOTIC WORK CELL 58 SUMMARY // The goal of the project is to produce and demonstrate an intelligent two arm robotic work cell for remotely handling small sized nuclear waste. A key aspect of any remote operation is that the operator needs situational awareness and clarity for efficient HRI. This necessitates an effective visualisation of the remote environment in 3D, a labelled list of objects present in the environment, together with the status of the robot in an ergonomic way. This work focuses on a novel robot perception system, including a real-time, high- quality 3D scanning pipeline using stereo cameras, with recognition, instantaneous segmentation and 6D-pose estimation for small nuclear objects, thereby facilitating the environment reconstruction process in VR.

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