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    Environment Perception for ADAS and Autonomous Driving

    Sensor Simulation with DYNA4

    Sensor Simulation: Environment Perception for ADAS and AD

    The detection of the environment builds the basis for assisted and automated driving (ADAS/AD). For the development and testing of driving functions, the vehicle and environment simulation DYNA4 offers models of lidar, camera, radar and ultrasonic sensors. Depending on the boundaries of your system under test, DYNA4  provides virtual sensor input on different levels, from physics-based raw sensor data to fused object lists. This enables, for example, the following use-cases:

    • Testing object detection with virtually generated camera pictures or lidar point clouds
    • Testing sensor fusion algorithms with object lists from multiple sensors such as radar and camera
    • Testing ADAS/AD functions with a fused object list as an input
    Sensor input on different levels from physics-based raw sensor data to fused object lists
    Sensor input on different levels from physics-based raw sensor data to fused object lists

    Advantages

    • Real-time capable simulation for development and testing of sensor-based ADAS/AD functions
    • From early development phases to determine the sensor configuration up to virtual validation
    • Full sensor set-up with ultrasonic, lidar, camera and radar sensors
    • Output as raw data, target lists or object lists
    • Variety of scenarios covering complex static and dynamic environments from parking to autonomous driving in surrounding traffic
    • Closed-loop system tests from environment perception over actuation to realistic vehicle reaction
    • Vehicle dynamics for realistic sensor movements
    • Efficient test coverage through test automation with numerous variants

    Object Lists

    Object list: Semantic image segmentation
    Object list: Semantic image segmentation
    • Sensor-specific object lists or fused object list
    • Idealized ground-truth information or consideration of occlusion
    • Highly efficient computation based on bounding-boxes or semantic image segmentation with consideration of exact geometries
    • Provide simulated sensor data in ASAM OSI format 

    Lidar

    Simulation of Lidar point cloud in DYNA4
    Simulation of Lidar point cloud in DYNA4
    • Reflection intensity based on angle between laser beam and object surface and its material properties
    • Availability of rotating and non-rotating lidar sensors
    • Opening angle and signal resolution adjustable
    • 3D point cloud output as ROS Topic via DDS or via UDP in Velodyne format
    • Video: Vehicle simulation with Velodyne sensor and city traffic in DYNA4

    Cameras

    Configurable cameras with ultra wide angle view
    Configurable cameras with ultra wide angle view
    • Configurable cameras with opening angles up to 360°
    • Distortion parameterization with OpenCV or Scaramuzza parameters
    • Support of dirt on the lens
    • Display of RGB image streams on separate screens for image injection
    • Usage from MiL (algorithm development) to HiL (image injection on ECU)
    • Video: Configurable cameras for virtual ADAS testing with DYNA4

    Ultrasound

    Simulation of ultrasonic sensors in a parking scenario
    Simulation of ultrasonic sensors in a parking scenario
    • Consideration of propagation and atmospheric attenuation 
    • Absorption and reflection based on object geometry and material properties
    • Adjustable opening angle and signal resolution
    • Output of an intensity depth histogram

    Radar

    Simulation of radar sensors as input for ADAS function development, e.g. ACC, AEB, BSD etc.
    Simulation of radar sensors as input for ADAS function development, e.g. ACC, AEB, BSD etc.
    • Scattered radar waves based on object geometry and material properties
    • Consideration of different antenna characteristics (Short-, Mid-, Long-Range)
    • Adjustable opening angle and signal resolution
    • Output of raw data such as relative velocity and distance to the object as well as the intensity of the electric field or GPU-based Fourier transform to generate range Doppler plots

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    Related Pages

    ADAS Testing with DYNA4
    Closed-loop function tests with simulation models for vehicles, traffic, environment and sensors.
    DYNA4 | Release Information
    DYNA4 version history with the highlights of new developments.
    Radar Sensor Testing in Closed Loop
    Testing real radar sensors with DYNA4 and ASGARD by over-the-air stimulation.
    HIL Validation of Radar Sensors
    Reliable test of radar sensors in the lab with virtual test drives and R&S radar test hardware.