论文标题

用于物理人类互动的控制器设计的计算多标准优化方法

A Computational Multi-Criteria Optimization Approach to Controller Design for Physical Human-Robot Interaction

论文作者

Aydin, Yusuf, Tokatli, Ozan, Patoglu, Volkan, Basdogan, Cagatay

论文摘要

物理人类机器人互动(PHRI)将人类操作员的好处和涉及物理互动的任务中的协作机器人整合在一起,以提高任务绩效。但是,实现安全和透明操作的交互控制者的设计主要是由于这些目标的性质矛盾。知道实现完美的透明度实际上是无法实现的,因此希望在这些目标之间更好地妥协的控制器是可取的。在本文中,我们提出了一个多标准优化框架,该框架共同优化了给定相互作用控制器的闭环PHRI系统的稳定性和透明度。特别是,我们提出了一个帕累托优化框架,该框架使设计师可以通过彻底研究稳定性和透明度之间的权衡做出明智的决定。所提出的框架涉及对离散的控制器参数空间进行搜索,以计算Pareto前曲线以及通过研究此权衡曲线的最大可实现透明度和稳定性的最大可实现透明度和稳定性的选择。所提出的框架不仅导致了最佳控制器的设计,而且还可以在不同的交互控制器之间进行公平的比较。为了证明所提出的方法的实际使用,将整数和分数入学控制器作为案例研究进行了研究,并在分析和实验上进行了比较。实验结果验证了拟议的设计框架,并表明,当两个控制器设计以确保相同水平的稳定性稳健性时,分数订单接收器下的可实现的透明度高于整数订单。

Physical human-robot interaction (pHRI) integrates the benefits of human operator and a collaborative robot in tasks involving physical interaction, with the aim of increasing the task performance. However, the design of interaction controllers that achieve safe and transparent operations is challenging, mainly due to the contradicting nature of these objectives. Knowing that attaining perfect transparency is practically unachievable, controllers that allow better compromise between these objectives are desirable. In this paper, we propose a multi-criteria optimization framework, which jointly optimizes the stability robustness and transparency of a closed-loop pHRI system for a given interaction controller. In particular, we propose a Pareto optimization framework that allows the designer to make informed decisions by thoroughly studying the trade-off between stability robustness and transparency. The proposed framework involves a search over the discretized controller parameter space to compute the Pareto front curve and a selection of controller parameters that yield maximum attainable transparency and stability robustness by studying this trade-off curve. The proposed framework not only leads to the design of an optimal controller, but also enables a fair comparison among different interaction controllers. In order to demonstrate the practical use of the proposed approach, integer and fractional order admittance controllers are studied as a case study and compared both analytically and experimentally. The experimental results validate the proposed design framework and show that the achievable transparency under fractional order admittance controller is higher than that of integer order one, when both controllers are designed to ensure the same level of stability robustness.

扫码加入交流群

加入微信交流群

微信交流群二维码

扫码加入学术交流群,获取更多资源