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Investigating the Effect of LED Signals and Emotional Displays in Human-Robot Shared Workspaces

Published: September 18, 2025 | arXiv ID: 2509.14748v1

By: Maria Ibrahim , Alap Kshirsagar , Dorothea Koert and more

Potential Business Impact:

Robot lights show where it will move.

Business Areas:
Human Computer Interaction Design, Science and Engineering

Effective communication is essential for safety and efficiency in human-robot collaboration, particularly in shared workspaces. This paper investigates the impact of nonverbal communication on human-robot interaction (HRI) by integrating reactive light signals and emotional displays into a robotic system. We equipped a Franka Emika Panda robot with an LED strip on its end effector and an animated facial display on a tablet to convey movement intent through colour-coded signals and facial expressions. We conducted a human-robot collaboration experiment with 18 participants, evaluating three conditions: LED signals alone, LED signals with reactive emotional displays, and LED signals with pre-emptive emotional displays. We collected data through questionnaires and position tracking to assess anticipation of potential collisions, perceived clarity of communication, and task performance. The results indicate that while emotional displays increased the perceived interactivity of the robot, they did not significantly improve collision anticipation, communication clarity, or task efficiency compared to LED signals alone. These findings suggest that while emotional cues can enhance user engagement, their impact on task performance in shared workspaces is limited.

Page Count
8 pages

Category
Computer Science:
Robotics