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可变形物体形状伺服教程第一部分:基础

A Tutorial on Shape Servoing of Deformable Objects-Part I: Fundamentals

Ignacio Cuiral-Zueco · Alessio Caporali · Miguel Aranda · Gianluca Palli · Gonzalo L\'opez-Nicol\'as · Youcef Mezouar

中文摘要

在机器人学中,形状控制(shape servoing)指自动操纵可变形物体以达到期望形状,其反馈回路利用机器人运动与测量形状变化之间的关系。该关系称为交互雅可比(interaction Jacobian),在此语境下即变形雅可比(deformation Jacobian),取决于物体的力学属性、几何形状与边界条件(如抓取位置)。由于这些因素难以精确建模,变形雅可比可仅根据指令机器人运动所产生的观测形状变化进行局部估计,无需精细调校的力学模型。本文是两部分教程的第一部分,主题为数据驱动的雅可比形状控制。文章介绍该方法的核心要素:形状控制问题的形式化、形状表示、变形雅可比的估计与在线更新,以及文献中的标准控制律;随后将这些要素组装为完整的形状伺服回路,推导该回路的局部稳定性条件,并说明某些目标形状为何不可达。第二部分涵盖更高级的主题。两部分均以仿真平面示例贯穿说明:两台机械臂操纵一根由相机观测的弹性杆。

关键要点

  1. 01形状伺服通过机器人运动与形状变化的变形雅可比实现可变形物体的形状控制
  2. 02变形雅可比依赖力学属性、几何与边界条件,难以精确建模
  3. 03采用数据驱动方式从观测形状变化局部估计并在线更新雅可比,无需精细力学模型
  4. 04组装完整伺服回路并推导局部稳定性条件,指出部分目标形状不可达
  5. 05以双机械臂操纵弹性杆的仿真平面示例贯穿说明

解读

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原始英文摘要

arXiv:2610.40559v1 Announce Type: new Abstract: In robotics, shape control (or shape servoing) refers to the automatic manipulation of a deformable object to achieve a desired shape. It involves a feedback loop that exploits the relation between robot motion and changes in the measured shape. This relation, known as the interaction Jacobian or, in this context, the deformation Jacobian, depends on the object's mechanical properties, geometry, and boundary conditions (e.g., where the object is grasped). Because these factors are often difficult to model accurately, the deformation Jacobian can be estimated locally from observed shape changes produced by commanded robot motions, without requiring a fine-tuned mechanical model. This article is the first of a two-part tutorial on data-driven Jacobian-based shape control of deformable objects. It introduces the central elements of the approach: the formulation of the shape-control problem, shape representation, estimation and online update of the deformation Jacobian, and a standard control law from the literature. It then assembles these elements into a complete shape-servoing loop, derives a local stability condition for this loop, and illustrates why some target shapes cannot be reached. Part II covers more advanced topics. Throughout both parts, a simulated planar example in which two robot arms manipulate an elastic rod observed by a camera illustrates the concepts.

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