As the demand for connected and automated vehicles emerges, so to does the need for quality testing environments to support their development. In this paper, we introduce a Unity-based virtual simulation environment for emerging mobility systems, called Information and Decision Science Lab's Scaled Smart Digital City (IDS 3D City), intended to operate alongside its physical peer and its existing control framework. By utilizing the Robot Operation System, AirSim, and Unity, we have constructed a simulation environment capable of iteratively designing experiments significantly faster than is possible in a physical testbed. This provides us with an intermediate step to validate the effectiveness of our control framework prior to testing them in the physical testbed. Another benefit provided by the IDS 3D City is demonstrating that our control algorithms work independent of the physical vehicle dynamics, since the vehicle dynamics introduced by AirSim operate at a different scale than our scaled smart city. We finally demonstrate the effectiveness of our digital environment by performing an experiment in both virtual and physical environments.
翻译:随着对连接车辆和自动化车辆的需求的出现,因此需要高质量的测试环境来支持其发展。在本文中,我们为新兴的流动系统,即信息和决策科学实验室的智能数字城市(IDS 3D City)引入了基于团结的虚拟模拟环境,其目的是与物理同行和现有控制框架并驾齐驱。我们通过使用机器人操作系统、AirSim和Unity,建立了一个模拟环境,能够比在物理测试中可能做的更迅速地迭接设计实验。这为我们提供了一个中间步骤,在物理测试床测试我们控制框架之前验证我们控制框架的有效性。 IDS 3D City提供的另一个好处是表明,我们的控制算法独立于物理车辆动态,因为AirSim所引入的车辆动态运行的规模不同于我们规模智能城市。我们最终通过在虚拟和物理环境中进行实验来展示我们数字环境的有效性。