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A Robotic Cognitive Control Framework for Collaborative Task Execution and Learning.
Riccardo Caccavale1, Alberto Finzi1
1Dipartimento di Ingegneria Elettrica e Tecnologie dell'Informazione (DIETI), Università degli Studi di Napoli "Federico II".
Topics in Cognitive Science
|November 26, 2021
Summary
This study introduces a cognitive control framework for robots to collaborate with humans on complex tasks. It uses a supervisory attentional system for adaptive behavior and learning in human-robot interaction.
Area of Science:
- Robotics
- Cognitive Science
- Human-Robot Interaction
Background:
- Robots increasingly need to perform complex collaborative tasks with humans.
- Robotic systems must adapt to human activities and commands during task execution.
- Current systems often lack natural and fluent interaction capabilities.
Purpose of the Study:
- To propose a cognitive control framework for social and service robots.
- To enhance adaptive responses and goal-directed behaviors in human-robot collaboration.
- To enable incremental task learning and flexible plan execution.
Main Methods:
- Exploiting the concept of cognitive control from psychology and neuroscience.
- Implementing a supervisory attentional system to orchestrate robotic behaviors.
- Developing a framework for collaborative task execution and learning.
Main Results:
- The supervisory attentional system paradigm facilitates flexible plan execution.
- This approach supports implicit, non-verbal communication in human-robot interaction.
- The framework enables robots to learn and adapt to human interventions.
Conclusions:
- The cognitive control framework offers a promising approach for natural human-robot collaboration.
- Supervisory attentional systems are pivotal for adaptive and fluent robot behavior.
- The framework has potential in diverse scenarios requiring human-robot teamwork for everyday activities.
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