B. Eberman et Jk. Salisbury, APPLICATION OF CHANGE DETECTION TO DYNAMIC CONTACT SENSING, The International journal of robotics research, 13(5), 1994, pp. 369-394
Citations number
31
Categorie Soggetti
Computer Application, Chemistry & Engineering","Controlo Theory & Cybernetics","Robotics & Automatic Control
The forces of contact during manipulation convey substantial informati
on about the state of the manipulation. Textures, slip, impacts, grasp
ing, and other contact conditions produce force and position signature
s that can be used for identifying the state of contact. This article
addresses the fundamental problems of interpreting the force signals w
ithout any additional context on the state of manipulation. Techniques
based on forms of the generalized sequential likelihood ratio test ar
e used to segment individual strain signals into statistically equival
ent pieces. The results of the segmentation are designed to be used in
a higher level procedure that will interpret the results within a man
ipulation context. We report on our experimental development of the se
gmentation algorithm and on its results for detecting and labeling imp
acts, slip, changes in texture, and condition. The sequential likeliho
od ratio test is reviewed, and some of its special cases and optimal p
roperties are discussed. Finally, we conclude by discussing extensions
to the techniques and lessons for sensor design.