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    Area of Science:

    • Robotics
    • Human-Computer Interaction
    • Biomechanics

    Background:

    • Cooperative tasks involving humans and robots require seamless interaction and coordination.
    • Existing assistive robot controllers often lack adaptability to real-time human motor behavior.
    • Dynamic and complex tasks pose significant challenges for human-robot teaming.

    Purpose of the Study:

    • To develop and evaluate a novel human-in-the-loop framework for assistive robots.
    • To improve the interaction and coordination between humans and robots in cooperative tasks.
    • To enable robots to adapt their assistance based on human motor function and manipulability.

    Main Methods:

    • Integration of online human motor function and manipulability data into a hybrid robot controller.
    • Implementation of a human-in-the-loop control strategy for adaptive robotic assistance.
    • Experimental validation in two human-robot co-manipulation tasks requiring complementary agent behaviors.

    Main Results:

    • The proposed approach demonstrated enhanced physical human-robot interaction performance.
    • The system successfully adapted robot assistance to human motor behavior across different task phases.
    • Effective complementary behavior between human and robot agents was achieved.

    Conclusions:

    • The novel human-in-the-loop framework significantly improves human-robot interaction in complex tasks.
    • Adaptive robotic assistance based on real-time human data enhances cooperative task execution.
    • The technique offers a promising direction for more intuitive and effective human-robot collaboration.