RadaRays: Real-Time Simulation of Rotating FMCW Radar for Mobile Robotics via Hardware-Accelerated Ray Tracing

RadaRays allows for the accurate modeling and simulation of rotating FMCW radar sensors in complex environments, including the simulation of reflection, refraction, and scattering of radar waves. Our software is able to handle large numbers of objects and materials in real-time, making it suitable f...

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Vydáno v:IEEE robotics and automation letters Ročník 10; číslo 3; s. 2470 - 2477
Hlavní autoři: Mock, Alexander, Magnusson, Martin, Hertzberg, Joachim
Médium: Journal Article
Jazyk:angličtina
Vydáno: Piscataway IEEE 01.03.2025
The Institute of Electrical and Electronics Engineers, Inc. (IEEE)
Témata:
Algorithms
collision avoidance
Meteorological radar
Prototyping
Radar
Radar antennas
Radar cross-sections
Radar imaging
Radar scattering
range sensing
Ray tracing
Real time
Real-time systems
Robotics
Robots
Rotation
Sensors
Simulation
Simulation and animation
Simulators
SLAM
software tools for robot programming
Spaceborne radar
Wave reflection
ISSN:2377-3766, 2377-3766
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Abstract RadaRays allows for the accurate modeling and simulation of rotating FMCW radar sensors in complex environments, including the simulation of reflection, refraction, and scattering of radar waves. Our software is able to handle large numbers of objects and materials in real-time, making it suitable for use in a variety of mobile robotics applications. We demonstrate the effectiveness of RadaRays through a series of experiments and show that it can more accurately reproduce the behavior of FMCW radar sensors in a variety of environments, compared to the ray casting-based lidar-like simulations that are commonly used in simulators for autonomous driving such as CARLA. Our experiments additionally serve as a valuable reference point for researchers to evaluate their own radar simulations. By using RadaRays, developers can significantly reduce the time and cost associated with prototyping and testing FMCW radar-based algorithms. We also provide a Gazebo plugin that makes our work accessible to the mobile robotics community.
AbstractList RadaRays allows for the accurate modeling and simulation of rotating FMCW radar sensors in complex environments, including the simulation of reflection, refraction, and scattering of radar waves. Our software is able to handle large numbers of objects and materials in real-time, making it suitable for use in a variety of mobile robotics applications. We demonstrate the effectiveness of RadaRays through a series of experiments and show that it can more accurately reproduce the behavior of FMCW radar sensors in a variety of environments, compared to the ray casting-based lidar-like simulations that are commonly used in simulators for autonomous driving such as CARLA. Our experiments additionally serve as a valuable reference point for researchers to evaluate their own radar simulations. By using RadaRays, developers can significantly reduce the time and cost associated with prototyping and testing FMCW radar-based algorithms. We also provide a Gazebo plugin that makes our work accessible to the mobile robotics community.
Author Magnusson, Martin
Hertzberg, Joachim
Mock, Alexander
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SubjectTerms Algorithms
collision avoidance
Meteorological radar
Prototyping
Radar
Radar antennas
Radar cross-sections
Radar imaging
Radar scattering
range sensing
Ray tracing
Real time
Real-time systems
Robotics
Robots
Rotation
Sensors
Simulation
Simulation and animation
Simulators
SLAM
software tools for robot programming
Spaceborne radar
Wave reflection
Title RadaRays: Real-Time Simulation of Rotating FMCW Radar for Mobile Robotics via Hardware-Accelerated Ray Tracing
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