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Constructive Modelling of Parallelized Environmental Models for Structured Testing of Automated Driving Systems

机译:平行化环境模型的建设性建模,用于自动化驾驶系统结构测试

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In the automotive industry, current activities focus heavily on the development of automated driving systems (ADS). ADS process environmental data from different sensors, which are fused to generate a model of the surrounding world. Actors in the generated model are objects, which are e.g., classified as vehicles or pedestrians. The actors run in parallel, as in the real world actions from traffic participants can be taken independently and asynchronously from each other. For verification and validation of these systems a method is required, that allows for a realistic and hence parallel modeling of the system under test's environment. Additionally, the method should allow for structured testing in compliance with international norms such as the ISO 26262 and the first international standard for software testing ISO/IEC/IEEE 29119, published in 2013. In this paper we present an approach for creating environmental models for structured testing of automated driving systems with a constructive method. One step is the enumeration of all possible sequences, but we first decompose the task into manageable units by input/output dependency analysis. The expected behavior is formalized in temporal logic. In doing so, the effort for the creation of the model is feasible in industry. On the other hand, the test model guarantees the representation of all possible scenarios of use, making it a stable basis to derive significant test cases. We applied the method on an embedded system functionality in the automotive industry at AUDI. The system was architectured using the AUTOSAR 3.2 standard and implemented with Matlab Simulink. An existing, previously created test suite was available. This existing test suite served as a benchmark to assess the quality of the new test suite, derived from the environmental models. We compared the reachability of the test cases inside the implementation with code coverage measures and examined the variance of use imposed by the test suites. We present the promising results in this paper.
机译:在汽车行业中,目前的活动很大侧重于自动化驾驶系统的开发(广告)。广告处理来自不同传感器的环境数据,这些数据被融合以产生周围世界的模型。生成的模型中的演员是对象,其是例如车辆或行人。演员并行运行,如在现实世界中,来自交通参与者的行动可以彼此独立和异步地进行。对于这些系统的验证和验证,需要一种方法,允许在测试环境下的系统的逼真和平行建模。此外,该方法应允许符合ISO 26262等国际规范的结构化测试,以及2013年发布的ISO / IEC / IEEE 29119的第一个国际软件测试标准。在本文中,我们提出了一种创造环境模型的方法具有建设性方法的自动化驾驶系统的结构化测试。一步是所有可能序列的枚举,但我们首先通过输入/输出依赖性分析将任务分解为可管理的单元。预期行为在时间逻辑中正式化。在这样做时,在行业中创造模型的努力是可行的。另一方面,测试模型保证了所有可能的使用场景的代表,使其成为推导出显着的测试用例的稳定基础。我们在奥迪汽车工业中应用了嵌入式系统功能的方法。系统使用AutoSAR 3.2标准架构并使用Matlab Simulink实现。现有的先前创建的测试套件可用。该现有的测试套件作为评估从环境模型的新测试套件的质量的基准。我们将测试用例的可达性与代码覆盖措施进行了比较,并检查了测试套件所施加的使用方差。我们提出了有希望的结果。

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