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Building a Real-Time Testing Platform for Unmanned Ground Vehicles with UDP Bridge
Łukasz Sobczak1, Katarzyna Filus1, Joanna Domańska1
1Institute of Theoretical and Applied Informatics, Polish Academy of Sciences, Bałtycka 5, 44-100 Gliwice, Poland.
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.
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.
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