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A Statistical Model to Determine Biomechanical Limits for Physically Safe Interactions With Collaborative Robots
Frontiers in Robotics and AI
|February 21, 2022
Summary
This study provides new, verified biomechanical limits for human-robot interactions, crucial for collaborative robot (cobot) safety. The findings account for gender differences in pain thresholds, enhancing safety standards for power and force limiting (PFL).
Area of Science:
- Robotics
- Human-Robot Interaction
- Biomechanics
- Occupational Safety
Background:
- Collaborative robots (cobots) offer ergonomic and efficiency benefits for manual workstations.
- Current safety standards (ISO/TS 15066) for power and force limiting (PFL) rely on preliminary data.
- Verified biomechanical limits are needed for safe human-cobot interactions, especially concerning impacts and pinching.
Purpose of the Study:
- To experimentally determine new, verified biomechanical limits for human-cobot interactions.
- To establish safe limits for impact and pinching forces from blunt and semi-sharp surfaces.
- To investigate and incorporate gender-specific pain thresholds into safety limit calculations.
Main Methods:
- A human-subject study involving 112 participants across 28 body locations.
- Gradual increase of contact force until slight pain was reported.
- Utilized a regression model to account for gender differences in pain thresholds.
Main Results:
- Experimentally verified biomechanical limits for human-cobot interactions were established.
- Pain thresholds differ significantly between males and females in specific body regions.
- A statistical model incorporating gender as a covariate was developed for personalized limit calculation.
Conclusions:
- The study provides crucial, verified data for enhancing cobot safety standards.
- Gender-specific pain thresholds must be considered for accurate biomechanical limit setting.
- The developed model allows for precise, percentile-based safety limits for diverse workforces.

