DocumentCode
3368161
Title
Analysis and grasp strategy modeling for underactuated multi-fingered robot hand
Author
Yao, Shuangji ; Qiang Zhan ; Ceccarelli, Marco ; Carbone, Giuseppe ; Lu, Zhen
Author_Institution
Sch. of Autom. Sci. & Electr. Eng., Beihang Univ., Beijing, China
fYear
2009
fDate
9-12 Aug. 2009
Firstpage
2817
Lastpage
2822
Abstract
A survey for grasping synthesis method with dexterous robot hand is presented in this paper. The difference of grasping characters is introduced between dexterous hand and underactuated hand. Especially the feature of self-adaptive enveloping grasp by underactuated finger mechanism is outlined as having good performance in grasping unknown objects. In order to generate valid grasps for unknown target objects and apply in real-time control system for underactuated robot hand, a grasping strategy for universal grasp tasks is proposed as based on human knowledge analysis. It is composed by off-line neural networks training section and on-line compute section. Firstly, daily grasped objects are used to build a sample space from human experience. Then, the discrete sample space is computed by a fuzzy clustering method. Finally, the data are used to generate grasp decision scheme by rough set mixed artificial neural networks. The choices of grasp configurations for the underactuated robot hand are simulated for with the aim to show the practical feasibility of the proposed modeling method.
Keywords
actuators; learning (artificial intelligence); modelling; pattern clustering; real-time systems; robots; self-adjusting systems; dexterous robot hand; fuzzy clustering; grasp strategy modeling; grasping synthesis; neural networks training; real-time control system; self-adaptive enveloping grasp; underactuated multi-fingered robot hand; Artificial neural networks; Clustering methods; Computer networks; Control systems; Fingers; Grasping; Humans; Orbital robotics; Real time systems; Robots; Underactuated robot hand; grasping strategy modeling; rough set mixed neural network;
fLanguage
English
Publisher
ieee
Conference_Titel
Mechatronics and Automation, 2009. ICMA 2009. International Conference on
Conference_Location
Changchun
Print_ISBN
978-1-4244-2692-8
Electronic_ISBN
978-1-4244-2693-5
Type
conf
DOI
10.1109/ICMA.2009.5246448
Filename
5246448
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