Physical LiDAR Simulation in Real-Time Engine

08/22/2022
by   Wouter Jansen, et al.
0

Designing and validating sensor applications and algorithms in simulation is an important step in the modern development process. Furthermore, modern open-source multi-sensor simulation frameworks are moving towards the usage of video-game engines such as the Unreal Engine. Simulation of a sensor such as a LiDAR can prove to be difficult in such real-time software. In this paper we present a GPU-accelerated simulation of LiDAR based on its physical properties and interaction with the environment. We provide a generation of the depth and intensity data based on the properties of the sensor as well as the surface material and incidence angle at which the light beams hit the surface. It is validated against a real LiDAR sensor and shown to be accurate and precise although highly depended on the spectral data used for the material properties.

READ FULL TEXT

page 1

page 3

research
12/03/2019

Physics-based Simulation of Continuous-Wave LIDAR for Localization, Calibration and Tracking

Light Detection and Ranging (LIDAR) sensors play an important role in th...
research
05/26/2021

Learning to Detect Fortified Areas

High resolution data models like grid terrain models made from LiDAR dat...
research
03/09/2019

Realtime Rooftop Landing Site Identification and Selection in Urban City Simulation

Safe autonomous landing in urban cities is a necessity for the growing U...
research
05/07/2023

Living in a Material World: Learning Material Properties from Full-Waveform Flash Lidar Data for Semantic Segmentation

Advances in lidar technology have made the collection of 3D point clouds...
research
07/17/2019

End-to-end sensor modeling for LiDAR Point Cloud

Advanced sensors are a key to enable self-driving cars technology. Laser...
research
09/04/2023

White paper on LiDAR performance against selected Automotive Paints

LiDAR (Light Detection and Ranging) is a useful sensing technique and an...
research
09/23/2022

A direct time-of-flight image sensor with in-pixel surface detection and dynamic vision

3D flash LIDAR is an alternative to the traditional scanning LIDAR syste...

Please sign up or login with your details

Forgot password? Click here to reset