MAGELLAN: An Integrated Adaptive Architecture for Mobile Robotics

Abstract

In this paper we describe MAGELLAN, an integrated architecture for mobile robotics. The system represents its spatial knowledge in terms of a topological network that connects a set of distinct places, each represented by evidence grids that contain probabilistic descriptions of occupancy. MAGELLAN includes a module for place recognition that determines its initial location and when it has reached a goal, a module for continuous localization that maintains accurate estimates of the robot's position, and a module for navigation that generates path plans and executes them using reactive behaviors. Experiments in two laboratories with different characteristics suggest that the system can operate robustly across a range of environments, including ones that involve dynamic changes.

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Document Details

Document Type
Technical Report
Publication Date
May 01, 1998
Accession Number
ADA343712

Entities

People

  • Alan C. Schultz
  • Brian Yamauchi
  • John Grefenstette
  • Pat Langley
  • William Adams

Tags

Communities of Interest

  • Autonomy
  • Sensors

DTIC Thesaurus Topics

  • Artificial Intelligence
  • Autonomous Navigation
  • Autonomous Systems
  • Dead Reckoning
  • Environment
  • Machine Learning
  • Military Research
  • Motion Planning
  • Navigation
  • Probabilistic Models
  • Probability
  • Recognition
  • Robot Navigation
  • Robotics
  • Robots

Fields of Study

  • Computer science

Readers

  • Artificial Intelligence
  • Computer Vision.
  • Enterprise Information Systems Architecture and Joint Command Capability Interoperability Support.

Technology Areas

  • AI & ML
  • AI & ML - Autonomous Systems
  • Autonomy