Model-based Real-time Testing of Drone Autopilots

Andrea Patelli, L. Mottola
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引用次数: 17

Abstract

Key to the operation of robot drones is the autopilot software that realizes the low-level control. The correctness of autopilot implementations is currently mainly verified based on simulations. These may overlook the timing aspects of control loop executions, which are however fundamental to dependable operation. We report on our experience in applying model-based real-time testing to Ardupilot, a widely adopted autopilot. We describe our approach at deriving a model of Ardupilot's core functionality and at reducing the model to enable practical testing. Our work reveals that Ardupilot may fail in meeting the time constraints associated to critical functionality, such as enabling fail-safe operation. Through controlled experiments, we demonstrate the real-world occurrence of such erroneous executions.
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无人机自动驾驶仪基于模型的实时测试
机器人无人机运行的关键是实现底层控制的自动驾驶软件。目前主要是通过仿真来验证自动驾驶仪实现的正确性。这些可能忽略了控制回路执行的定时方面,然而,这是可靠运行的基础。我们报告了我们将基于模型的实时测试应用于广泛采用的自动驾驶仪Ardupilot的经验。我们描述了我们在推导Ardupilot的核心功能模型和减少模型以实现实际测试的方法。我们的工作表明,Ardupilot可能无法满足与关键功能相关的时间限制,例如启用故障安全操作。通过对照实验,我们证明了这种错误执行在现实世界中的发生。
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