Unfolding of a rectangular cloth based on action selection depending on recognition uncertainty
Hiroyuki Yuba, Solvi Arnold, Kimitoshi Yamazaki
- Year
- 2015
- Citations
- 5
Abstract
We propose a method for unfolding a rectangular cloth placed on a table in an arbitrary unarranged shape, using a dual arm robot. There are many situations where the manipulation of fabric products by dual arm robots takes time due to operation complexity. Also, observation of fabric products in unarranged shapes can to be fraught with uncertainty, posing further difficulties for robotic manipulation. In this article, we addressed these problems for our specific task, implementing a "pinch and slide motion" to address the former issue, and an operation selection mechanism based on partially observable Markov decision process (POMDP) to address the latter. We used this approach to let a robot unfold a rectangular cloth, thereby experimentally verifying the effectiveness of our proposal.
Keywords
Related papers
Statistical Learning Theory
Yuhai Wu, Vladimir Vapnik
1999
Artificial intelligence: a modern approach
1995
Applied Nonlinear Control
Jean-Jacques Slotine, Weiping Li
1991
A new optimizer using particle swarm theory
R.C. Eberhart, James Kennedy
2002