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Joint Reconfiguration after Failure for Performing Emblematic Gestures in Humanoid Receptionist Robot.
Wisanu Jutharee1, Boonserm Kaewkamnerdpong2, Thavida Maneewarn1,3,4
1Institute of Field Robotics, King Mongkut's University of Technology Thonburi, Bangkok 10140, Thailand.
Sensors (Basel, Switzerland)
|November 25, 2023
Summary
Humanoid robots can recover from actuator failure using bio-inspired AI. The study developed a joint reconfiguration algorithm for robots like Namo, enabling them to perform gestures even after damage.
Area of Science:
- Robotics
- Artificial Intelligence
- Control Systems
Background:
- Humanoid robots with anthropomorphic arms face challenges with actuator failures during tasks.
- Failures in robotic actuators can impede the execution of pre-programmed motions and gestures.
Purpose of the Study:
- To develop a joint reconfiguration algorithm for the Namo receptionist robot to ensure gesture performance post-actuator failure.
- To enable quick fault recovery response in humanoid robots with 7-DOF arms.
Main Methods:
- Utilized bio-inspired artificial intelligence: Genetic Algorithm (GA), Bacteria Foraging Optimization Algorithm (BFOA), and Artificial Bee Colony (ABC).
- Proposed a gesture similarity measurement as an objective function for joint reconfiguration.
- Employed grid search for parameter tuning and compared the performance of AI methods.
Main Results:
- Bio-inspired AI methods successfully suggested reconfigured gestures within 1 second after simulated joint motor failure.
- Both BFOA and ABC provided optimal reconfigured gestures, with ABC showing higher reliability and less result variability.
- The joint reconfiguration method demonstrated effectiveness across all possible joint failure scenarios.
Conclusions:
- The proposed method enables effective joint failure recovery in humanoid robots under strict time constraints.
- Bio-inspired AI algorithms, particularly ABC, offer a robust solution for real-time robotic fault recovery.
- This strategy enhances the operational resilience of humanoid robots in dynamic environments.
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