论文标题
购物车上的实验多臂钟摆:用于混乱,学习和控制的基准系统
The Experimental Multi-Arm Pendulum on a Cart: A Benchmark System for Chaos, Learning, and Control
论文作者
论文摘要
单个,双重和三重摆已成为科学家研究动力学行为超过四个世纪的说明性实验基准系统。摆系统表现出广泛的有趣行为,从单个摆的简单谐波运动到多臂摆的混乱动力学。在强迫下,即使是单个钟摆也可能表现出混乱,提供了阻尼驱动系统的简单示例。所有多臂摆的特征都以索引 - 一个鞍点的存在,它介导系统中轨迹的运输,提供了从生物凝聚到太阳系内传输的各种复杂运输现象的简单机械类似物。此外,长期以来,长期以来,一直使用整个武器来设计和测试线性和非线性控制策略,增加了更多的武器,使问题更具挑战性。在这项工作中,我们为在购物车系统上的高性能,多连接摆板的构建和运行提供了广泛的设计。尽管已经建立了许多实验设置来研究摆系统的行为,但文献中缺少了有关设计,构造和操作的广泛文档。最终的实验系统具有高度灵活性,从而在动态系统建模,系统识别和学习以及控制中实现了广泛的基准问题。为了促进可重复的研究,我们将整个系统开源,包括3D CAD图,基本教程代码和数据。此外,我们讨论了扩展系统能力以远程操作的可能性,以使世界各地的研究人员能够使用它,从而增加访问权限。
The single, double, and triple pendulum has served as an illustrative experimental benchmark system for scientists to study dynamical behavior for more than four centuries. The pendulum system exhibits a wide range of interesting behaviors, from simple harmonic motion in the single pendulum to chaotic dynamics in multi-arm pendulums. Under forcing, even the single pendulum may exhibit chaos, providing a simple example of a damped-driven system. All multi-armed pendulums are characterized by the existence of index-one saddle points, which mediate the transport of trajectories in the system, providing a simple mechanical analog of various complex transport phenomena, from biolocomotion to transport within the solar system. Further, pendulum systems have long been used to design and test both linear and nonlinear control strategies, with the addition of more arms making the problem more challenging. In this work, we provide extensive designs for the construction and operation of a high-performance, multi-link pendulum on a cart system. Although many experimental setups have been built to study the behavior of pendulum systems, such an extensive documentation on the design, construction, and operation is missing from the literature. The resulting experimental system is highly flexible, enabling a wide range of benchmark problems in dynamical systems modeling, system identification and learning, and control. To promote reproducible research, we have made our entire system open-source, including 3D CAD drawings, basic tutorial code, and data. Moreover, we discuss the possibility of extending our system capability to be operated remotely to enable researchers all around the world to use it, thus increasing access.