基于分层分散LQR控制的协同移动机器人编队保持控制

Hendi Wicaksono Agung, I. Nilkhamhang
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引用次数: 1

摘要

本研究提供了一种基于共识的编队保持方法,用于协同运输应用的移动机器人,以防止意外损坏所携带的物体。该算法可用于移动刚性和弹性材料,其中所需的地层几何形状是预定义的。协作移动机器人即使遇到未知障碍物也必须保持队形,这些障碍物由每个机器人的车载传感器检测到。然后机器人会采取局部行动来避免碰撞。然而,由于视线或范围的限制,队内的其他机器人可能无法检测到障碍物。如果机器人之间没有足够的沟通和协调,局部避碰协议可能会导致编队几何形状的丢失。当被运输的物体是可变形的时,这个问题最为明显,与刚性材料相比,这减少了机器人之间的物理力相互作用。因此,提出了一种分散的、分层的LQR控制方案,该方案可以保证刚性和弹性物体在局部避免碰撞的情况下保持队形。采用多智能体系统框架表示协作机器人编队,采用图拉普拉斯势和李亚普诺夫稳定性分析来保证跟踪性能和一致性。通过对直线(2个机器人)和四边形(4个机器人)编队的计算机仿真,验证了该方法的有效性和可扩展性。对不同的通信拓扑进行了评估,并提供了维持队形一致性所需的最小带宽的见解。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Hierarchical Decentralized LQR Control for Formation-Keeping of Cooperative Mobile Robots in Material Transport Tasks
This study provides a formation-keeping method based on consensus for mobile robots used in cooperative transport applications that prevents accidental damage to the objects being carried. The algorithm can be used to move both rigid and elastic materials, where the desired formation geometry is predefined. The cooperative mobile robots must maintain formation even when encountering unknown obstacles, which are detected using each robot’s on-board sensors. Local actions would then be taken by the robot to avoid collision. However, the obstacles may not be detected by other robots in the formation due to line-of-sight or range limitations. Without sufficient communication or coordination between robots, local collision avoidance protocols may lead to the loss of formation geometry. This problem is most notable when the object being transported is deformable, which reduces the physical force interaction between robots when compared to rigid materials. Thus, a decentralized, hierarchical LQR control scheme is proposed that guarantees formation-keeping despite local collision avoidance actions, for both rigid and elastic objects. Representing the cooperative robot formation using multiagent system framework, graph Laplacian potential and Lyapunov stability analysis are used to guarantee tracking performance and consensus. The effectiveness and scalability of the proposed method are illustrated by computer simulations of line (2 robots) and quadrilateral (4 robots) formations. Different communication topologies are evaluated and provide insights into the minimum bandwidth required to maintain formation consensus.
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