arXiv:2411.11734cs.RO2024-11被引 1

用扰动观测器控制3D打印弹性机械臂,免去反复调参。

Joint-Space Control of a Structurally Elastic Humanoid Robot

  • 基于理想弹性执行器建模的扰动观测器,处理结构弹性差异。
  • 在10公斤摆锤和50牛推力下保持稳定,误差小于2度。
  • 适合快速迭代的3D打印机器人设计,无需控制器重调。

本文提出一种针对结构弹性人形机器人PANDORA的关节控制策略。与传统将弹性内置于电机外壳的方法不同,PANDORA的结构部件在负载下呈现柔性,即结构性弹性。为保留增材制造的快速设计优势,该控制策略采用基于理想弹性执行器的扰动观测器(DOB),将3D打印部件的模型偏差视为扰动进行补偿,无需对打印件进行系统辨识。这使机械设计工程师可自由迭代3D打印连杆,无需重新调整关节控制器。通过两组硬件实验验证:第一组在理想弹性执行器测试台上驱动一个未建模的1自由度带10公斤质量摆锤,结果表明DOB能有效应对显著模型偏差;第二组是在PANDORA的12自由度下肢上进行的鲁棒平衡实验,操作者对骨盆施加50牛推力时,机器人仍能保持平衡,左腿执行器跟踪结果展示其性能。

原文摘要 · Abstract (English)

In this work, the joint-control strategy is presented for the humanoid robot, PANDORA, whose structural components are designed to be compliant. As opposed to contemporary approaches which design the elasticity internal to the actuator housing, PANDORA's structural components are designed to be compliant under load or, in other words, structurally elastic. To maintain the rapid design benefit of additive manufacturing, this joint control strategy employs a disturbance observer (DOB) modeled from an ideal elastic actuator. This robust controller treats the model variation from the structurally elastic components as a disturbance and eliminates the need for system identification of the 3D printed parts. This enables mechanical design engineers to iterate on the 3D printed linkages without requiring consistent tuning from the joint controller. Two sets of hardware results are presented for validating the controller. The first set of results are conducted on an ideal elastic actuator testbed that drives an unmodeled, 1 DoF weighted pendulum with a 10 kg mass. The results support the claim that the DOB can handle significant model variation. The second set of results is from a robust balancing experiment conducted on the 12 DoF lower body of PANDORA. The robot maintains balance while an operator applies 50 N pushes to the pelvis, where the actuator tracking results are presented for the left leg.

人形机器人弹性控制3D打印扰动观测

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