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Updated: Jun 19, 2025

The Modular Design and Production of an Intelligent Robot Based on a Closed-Loop Control Strategy
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A survey of ontology-enabled processes for dependable robot autonomy.

Esther Aguado1,2, Virgilio Gomez1,2, Miguel Hernando2

  • 1Autonomous Systems Laboratory, Universidad Politécnica de Madrid, Madrid, Spain.

Frontiers in Robotics and AI
|July 25, 2024
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Summary

Knowledge-based approaches using ontologies enhance autonomous robots. This research reviews how robots can adapt and re-plan missions in real-time for improved dependability and trust.

Keywords:
adaptationontologyresiliencerobot autonomyrobustness

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Area of Science:

  • Robotics
  • Artificial Intelligence
  • Knowledge Representation

Background:

  • Autonomous robots operate in diverse domains but face challenges in dependability and trust.
  • Knowledge representation and reasoning offer tools for deeper situational understanding.

Purpose of the Study:

  • To explore the application of declarative knowledge and ontologies in autonomous robots.
  • To review research enhancing robot autonomy through knowledge-based systems.

Main Methods:

  • Systematic exploration and analysis of ontologies used in autonomous robotics.
  • Surveying research on knowledge representation for robot environment, design, and mission reasoning.

Main Results:

  • Ontologies facilitate robot adaptation and re-planning at runtime for mission completion.
  • Knowledge-driven approaches improve flexibility, explainability, and efficacy in autonomous systems.

Conclusions:

  • Declarative knowledge and ontologies are crucial for advancing robot autonomy.
  • Leveraging ontologies in real-time ensures mission success and aligns with user expectations.