论文标题

使用Lyapunov指数的物理互动中航空车的电源安全层

Power-based Safety Layer for Aerial Vehicles in Physical Interaction using Lyapunov Exponents

论文作者

Cuniato, Eugenio, Lawrance, Nicholas, Tognon, Marco, Siegwart, Roland

论文摘要

随着自主系统的性能提高,出现安全性问题,尤其是在非结构化环境中运行时。为了解决这些问题,这项工作为机械系统提供了一个安全层,该系统检测并响应了由外部干扰引起的不稳定动态。安全层独立实施,并在已经存在的名义控制器(例如姿势或扳手跟踪)的基础上实现,并在系统的响应导致不稳定时限制功率流。这种方法基于系统误差动力学最大的Lyapunov指数(LLE)的计算,该计算代表了动力学差异或收敛速率的度量。通过积极计算这一指标,可以迅速检测到这种不同的和可能的危险系统行为。然后将LLE与控制屏障功能(CBF)结合使用,以对混蛋受控系统施加功率极限限制。在自由飞行和交互任务中,在全向微型航空车辆(OMAV)上对所提出的架构进行了实验验证。

As the performance of autonomous systems increases, safety concerns arise, especially when operating in non-structured environments. To deal with these concerns, this work presents a safety layer for mechanical systems that detects and responds to unstable dynamics caused by external disturbances. The safety layer is implemented independently and on top of already present nominal controllers, like pose or wrench tracking, and limits power flow when the system's response would lead to instability. This approach is based on the computation of the Largest Lyapunov Exponent (LLE) of the system's error dynamics, which represent a measure of the dynamics' divergence or convergence rate. By actively computing this metric, divergent and possibly dangerous system behaviors can be promptly detected. The LLE is then used in combination with Control Barrier Functions (CBFs) to impose power limit constraints on a jerk controlled system. The proposed architecture is experimentally validated on an Omnidirectional Micro Aerial Vehicle (OMAV) both in free flight and interaction tasks.

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