Removing Infrastructure Barriers in Human-Robot Collaboration Through Wireless Reconfigurable Cells

August 10, 2026 Β· Grace Period Β· πŸ› the 2026 IEEE/RSJ International Conference on Intelligent Robots and Systems

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Authors Emma TakÑcs, MÑtyÑs Hajós, ÁdÑm Juniki, ÁdÑm Fischer, ZoltÑn KomÑromi, Kristóf Abai, DÑniel HorvÑth, SÑndor MÑthé, Konstantinos Kousias, Bence Tipary arXiv ID 2608.09658 Category cs.RO: Robotics Cross-listed cs.CV, cs.HC, cs.NI Citations 0 Venue the 2026 IEEE/RSJ International Conference on Intelligent Robots and Systems
Abstract
Human-Robot Collaboration (HRC) plays a vital role in dynamic, high mix, low volume industrial scenarios such as remanufacturing, which frequently face workcell rearrangements. Traditional setups are constrained by power and data cabling, restricting modularity and reconfigurations, while the selection of commercial wireless devices suitable for real-time perception and safe collaboration are limited in availability. This paper presents a highly flexible, wireless, 5G-based system that serves as a versatile experimental testbed for applications including remanufacturing, operator training, and user studies. To eliminate infrastructure barriers, the workcell integrates a novel battery-powered, multi-sensor platform prototype. Additionally, to support operator safety and system adaptability across environmental shifts, the system integrates a computer vision module for object detection and pose estimation, further augmented for robust hand recognition. Trained on synthetic and real data, the model reliably detects oriented grasping poses and human hands across varying lighting and background conditions (with an mAP@50-95 of 97.74 +- 0.10% and a mean inference time of 12.5 ms). Offloading these computationally intensive tasks to the edge via 5G, the proposed architecture contributes to resolving the bandwidth-latency trade-off. To demonstrate portability, the system was implemented in both Hungary and Norway, and was evaluated across a combination of public and private, Standalone and Non-Standalone 5G infrastructures. The performed network experiments produced results in round-trip response times down to 12 ms in case of compatible network-device pairings, suitable for safe, adaptive HRC. However, these measurements also revealed practical limitations related to interoperability in current 5G deployments that should be addressed in future works.
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