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A Networked Desktop Virtual Reality Setup for Decision Science and Navigation Experiments with Multiple Participants
06:28

A Networked Desktop Virtual Reality Setup for Decision Science and Navigation Experiments with Multiple Participants

Published on: August 26, 2018

Interactive navigation of heterogeneous agents using adaptive roadmaps.

Russell Gayle1, Avneesh Sud, Erik Andersen

  • 1Department of Computer Science, University of North Carolina, Chapel Hill, NC 27599-3175, USA. rgayle@cs.unc.edu

IEEE Transactions on Visualization and Computer Graphics
|November 15, 2008
PubMed
Summary
This summary is machine-generated.

This study introduces a new algorithm for collision-free navigation, enabling hundreds of agents to move safely in complex environments. It uses adaptive roadmaps and dynamic simulations for real-time, multi-agent path planning.

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Area of Science:

  • Robotics
  • Artificial Intelligence
  • Computer Science

Background:

  • Navigating large numbers of independent agents in complex, dynamic environments presents significant challenges.
  • Existing algorithms often struggle with real-time adaptation to dynamic obstacles and inter-agent interactions.

Purpose of the Study:

  • To develop a novel algorithm for collision-free navigation of numerous independent agents.
  • To enable simultaneous global path planning for each agent while considering environmental dynamics and agent interactions.

Main Methods:

  • Introduction of adaptive roadmaps for simultaneous global path planning.
  • Integration of a physically-based dynamics simulator to continuously update roadmaps.
  • Adaptive particle-based sampling for efficient link updates.
  • Development of 'link bands' to resolve multi-agent collisions.

Main Results:

  • The algorithm successfully performs real-time navigation for hundreds to thousands of agents.
  • Demonstrated effectiveness in both indoor and outdoor complex environments.
  • Handles dynamic obstacles and inter-agent forces through continuous roadmap adaptation.

Conclusions:

  • The proposed algorithm offers an efficient and effective solution for large-scale, multi-agent navigation.
  • Adaptive roadmaps and dynamic simulation provide robust collision-free path planning.
  • Enables real-time crowd simulation and navigation in complex scenarios.