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)?
- 分类方式一:Robotic co-manipulation of deformable linear objects for large deformation tasks
- Model-based
- Jacobian-based
- Data-driven
- Hybrid
- physical (geometrical + mechanical)
- mass-spring
- elastic rod
- multi-body
- finite element
- dynamic spline
- position-based dynamics
- data-driven, etc.
- Geometrical 或 Topological
- vertices and edges
- 分类方式一:Robotic co-manipulation of deformable linear objects for large deformation tasks
- 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
| Category | Method |
|---|---|
| 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
- uniparametric单参数 (linear)一维:如cable
A review of techniques for modeling flexible cables (2020)
Naijing Lv et al., Computer-aided design 2020