arXiv:2509.17210cs.RO2025-09

通过优化控制策略,让弹性驱动机器人既安全又精准

Combining Performance and Passivity in Linear Control of Series Elastic Actuators

  • 采用执行器侧的PD控制搭配阻尼器,提升控制灵活性
  • 低物理刚度配合高增益控制,实现安全与精度兼得
  • 适合需要人机交互的工业或康复机器人场景

当人类与机器人进行物理交互时,需兼顾安全性与性能。串联弹性执行器(SEAs)通过引入柔性结构提升安全性,但会引发振荡并降低运动精度。本文系统分析了多种线性控制与机械配置对呈现柔顺性、无源性及跟踪性能的影响。不同于以往聚焦负载侧控制的研究,我们发现执行器侧控制更具优势:简单PD控制器在执行器侧可支持更宽范围的控制增益,同时在弹性传动中加入阻尼器能显著提升性能。仿真与真实实验表明,通过设计低物理刚度、高控制器增益的系统,可在保证碰撞安全的同时实现高精度运动控制。

原文摘要 · Abstract (English)

When humans physically interact with robots, we need the robots to be both safe and performant. Series elastic actuators (SEAs) fundamentally advance safety by introducing compliant actuation. On the one hand, adding a spring mitigates the impact of accidental collisions between human and robot; but on the other hand, this spring introduces oscillations and fundamentally decreases the robot's ability to perform precise, accurate motions. So how should we trade off between physical safety and performance? In this paper, we enumerate the different linear control and mechanical configurations for series elastic actuators, and explore how each choice affects the rendered compliance, passivity, and tracking performance. While prior works focus on load side control, we find that actuator side control has significant benefits. Indeed, simple PD controllers on the actuator side allow for a much wider range of control gains that maintain safety, and combining these with a damper in the elastic transmission yields high performance. Our simulations and real world experiments suggest that, by designing a system with low physical stiffness and high controller gains, this solution enables accurate performance while also ensuring user safety during collisions.

机器人控制弹性驱动人机交互

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