Deformable linear objects

课题的总结 ^skip-numbering

  • 解决哪方面的问题?
    • 纯粹的DLO建模(modeling)
    • 纯粹的DLO识别(perception图像识别:)
    • DLO操控(运动规划,一般需要建模和识别的参与)
  • 如果是DLO的操控,那么问题的第一层,应用是什么(工业,医疗,制造等)?
    • folding cloth(house holding), food industry, robotic surgery, aerospace, automotive, electromechanical industries
    • 问题是如何抽象的,根据是否有惯性的参与,大类可分为static和dynamic,static一般属于quasi-static(参考Takahashi et al.的论文第三段 Cable manipulation is treated as a quasi-static task rather than a static task. Quasi-satatic assumes that the motion is slow and there are no inertial effects
      • [[0.paper/manipulation/deformable_object/deformable_linear_object/dlo_quasi_static_manipulation/dlo_knot|结绳结 tying/untying knots|]]、untangling 可以考虑使用topology
      • 穿洞 insert DLO into a hole
      • 走线 contact-based DLO routing
      • 塑形 form a shape
      • surgical suturing
      • 穿导管cathetering:力反馈?
      • dynamic rope manipulation
      • 其它
  • 问题的第二层:是否对DLO进行建模(model-based/model-free)?若建模,使用何种建模方式(Physical/Topology)?
  • 问题的第三层:如何对DLO进行识别?机器视觉?触觉?混合?
  • 问题的第四层:如何对运动进行规划?在线规划?离线规划?是否有视觉反馈的参与?Motion planning/manipulation planning
    • 离线规划现在已经很少见了
    • avoid contact with the environment
    • e.g., planner compute a path in the shape space
  • Shape control
    • Model-based/model-free
CategoryMethod
Application
Problem abstraction(绳结knoting,untangling,穿洞insertion,塑形shaping,走线routing,surgical suturing,穿导管cathetering,dynamic rope manipulation)
DLO perception method (CV/Tactile/Hybrid)
DLO model (mass-spring,elastic rod,multi-body,finite element,dynamic spline,position-based dynamics,data-driven, etc.)
Manipulation method

实验室/研究者 ^skip-numbering

  • Jihong Zhu,University of York,个人主页,现在已经不怎么再做这方面的研究了
  • LAR-UNIBO,Alessio Caporali,Gianluca Pallideng’r
  • AUTOLAB
  •  Bretl Research Group at the University of Illinois at Urbana-Champaign (UIUC)
  • Krzysztof Walas

Review类文章 ^skip-numbering

Robotic manipulation and sensing of deformable objects in domestic and industrial applications: a survey (2018)

Jose Sanchez et al., The International Journal of Robotics Rsearch 2018

  • 可形变物体的分类方式:参数类型
    • uniparametric单参数 (linear)一维:如cable
      • No compression strength: cables, strings, and ropes
      • Have a large strain: elastic tubes and beams
    • biparametric双参数 (planar, cloth-like):如paper
    • triparametric三参数:如solid objects

A review of techniques for modeling flexible cables (2020)

Naijing Lv et al., Computer-aided design 2020