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Building a Real-Time Testing Platform for Unmanned Ground Vehicles with UDP Bridge.

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  • 1Institute of Theoretical and Applied Informatics, Polish Academy of Sciences, Bałtycka 5, 44-100 Gliwice, Poland.

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Summary
This summary is machine-generated.

This study introduces a new real-time testing platform for autonomous vehicles in challenging off-road environments. The system enhances simulation-to-reality transfer for unmanned ground vehicles (UGVs) using a novel UDP Bridge for faster communication.

Keywords:
AGVGoogle CartographerORB SLAMSLAMUDPautonomous drivingsimulation

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Area of Science:

  • Robotics and Autonomous Systems
  • Computer Simulation and Graphics
  • Vehicle Dynamics and Control

Background:

  • Autonomous driving faces significant perception and control challenges, necessitating robust testing methodologies.
  • Realistic simulations are crucial for testing autonomous systems in safety-critical and inaccessible scenarios.
  • Existing simulators often overlook non-urban environments, which present unique challenges for unmanned ground vehicles (UGVs).

Purpose of the Study:

  • To develop a flexible, real-time testing platform for UGVs in indoor and off-road settings.
  • To address the limitations of current simulators that predominantly focus on urban driving scenarios.
  • To facilitate efficient testing and algorithm validation for autonomous vehicle development.

Main Methods:

  • Developed an original simulator integrated with the Robotic Operating System (ROS).
  • Implemented a novel communication solution, the UDP Bridge, for real-time data exchange.
  • Generated real-life interchangeable data for seamless simulation-to-reality transfer.

Main Results:

  • The integrated platform enables real-time execution of autonomy algorithms directly within ROS.
  • The UDP Bridge demonstrated up to 9.5 times faster communication compared to existing solutions like ROS#.
  • Achieved successful experimental validation of autonomy algorithms using the developed platform.

Conclusions:

  • The proposed platform offers a flexible and efficient solution for testing UGVs in diverse, challenging environments.
  • The UDP Bridge significantly enhances communication speed, enabling real-time performance for complex autonomous systems.
  • This work contributes a valuable tool for advancing research and development in autonomous driving, particularly for non-urban applications.