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Automatic Generation and Execution of Test Scenarios for Camera-Based Driver Assistance Systems

机译:基于摄像头的驾驶员辅助系统的测试场景的自动生成和执行

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摘要

Advanced driver-assistance systems (ADAS) are one of the key technologies for future innovations in cars and commercial vehicles. Increasingly, these systems take over safety-related functions, e.g., autonomous braking and autonomous steering. Typically, the systems are based on radar sensors or cameras continuously monitoring the vehicle environment. These sensor technologies cannot provide completely reliable detection rates of objects. Correspondingly, the quality assurance for advanced driver-assistance systems is of high importance. In this keynote an approach for automatically testing camera-based driver-assistance systems will be presented. Systematic test design and test scenario generation is based on the classification-tree method, environment simulation and image generation are supported using vehicle dynamics and virtual test drive simulations, such as veDyna or CarMaker, and test execution and test evaluation are performed using the test environment MESSINA. The proposed test solution enables functional testing of ADAS features in different testing phases, e.g., software in the loop for testing functional models in early development phases, hardware in the loop for testing the electronic control units (ECU) with the integrated software, as well as back-to-back tests between functional models and ECUs. Additionally, the high degree of automation enables efficient regression testing.
机译:先进的驾驶员辅助系统(ADAS)是汽车和商用车未来创新的关键技术之一。这些系统越来越多地接管与安全相关的功能,例如自主制动和自主转向。通常,系统基于连续监视车辆环境的雷达传感器或摄像机。这些传感器技术无法提供完全可靠的物体检测率。相应地,高级驾驶员辅助系统的质量保证非常重要。在本主题演讲中,将介绍一种自动测试基于摄像头的驾驶员辅助系统的方法。系统的测试设计和测试场景的生成基于分类树方法,使用车辆动力学和虚拟测试驾驶仿真(例如veDyna或CarMaker)支持环境仿真和图像生成,并使用测试环境执行测试执行和测试评估墨西拿所提出的测试解决方案可以在不同的测试阶段对ADAS功能进行功能测试,例如,用于在早期开发阶段测试功能模型的循环软件,用于使用集成软件测试电子控制单元(ECU)的循环硬件。作为功​​能模型和ECU之间的背对背测试。此外,高度的自动化使高效的回归测试成为可能。

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