The mobile robotic testbed is an essential and critical support to verify the effectiveness of mobile robotics research. This paper introduces a novel multi-robot testbed, named Robopheus, which exploits the ideas of virtual-physical modeling in digital-twin. Unlike most existing testbeds, the developed Robopheus constructs a bridge that connects the traditional physical hardware and virtual simulation testbeds, providing scalable, interactive, and high-fidelity simulations-tests on both sides. Another salient feature of the Robopheus is that it enables a new form to learn the actual models from the physical environment dynamically and is compatible with heterogeneous robot chassis and controllers. In turn, the virtual world's learned models are further leveraged to approximate the robot dynamics online on the physical side. Extensive experiments demonstrate the extraordinary performance of the Robopheus. Significantly, the physical-virtual interaction design increases the trajectory accuracy of a real robot by 300%, compared with that of not using the interaction.
翻译:移动机器人测试床是验证移动机器人研究有效性的重要和关键支持。 本文引入了一个新的多机器人测试床, 名为Robopheus, 以数字双利用虚拟物理建模理念。 与大多数现有的测试床不同, 发达的Robopheus 建造了一座桥梁, 连接传统物理硬件和虚拟模拟测试床, 提供两侧可缩放、 互动和高纤维模拟测试。 Robopheus 的另一个显著特征是, 它使得一种新形式能够动态地从物理环境中学习实际模型, 并且与混杂的机器人机床和控制器兼容。 反过来, 虚拟世界的学习模型被进一步利用, 以近似物理侧的机器人动态。 广泛的实验表明Robophius 的超常性表现。 值得注意的是, 物理- 虚拟互动设计使真正的机器人的轨迹精确度提高了300 %, 而不是不使用互动的精确度。