DocumentCode :
321327
Title :
CONTROLAB: integration of intelligent systems for the control of a robot arm
Author :
Aude, Eliana P L ; Silveira, Julio T C ; Silva, Fabricio A B ; Martins, Mario F. ; Serdeira, Henrique ; Lopes, Ernesto P.
Author_Institution :
Univ. Fed. do Rio de Janeiro, Brazil
Volume :
2
fYear :
1997
fDate :
10-12 Dec 1997
Firstpage :
1597
Abstract :
CONTROLAB integrates intelligent systems and control algorithms aiming at applications in the area of robotics. This paper focuses on the analysis of the word recognition and the trajectory definition systems considering an application in which a robot arm is commanded by voice to pick up a specific tool placed on a table among other tools and obstacles. Neural network architectures based on the backpropagation and the recursive models are proposed for the implementation of a speaker-independent word recognition system. The robustness of the system using the backpropagation network has been verified in totally uncontrolled environments such as large public halls for the exhibition of new technology products. Experimental results with the recursive network show that a carefully designed network structure is able to overcome the false alarm problem faced by the backpropagation network. The trajectory to be followed by the robot arm is determined through the analysis of image information and the use of the VGRAPH algorithm to avoid obstacles. The algorithm performance is analysed and compared with that achieved by the PFIELD algorithm
Keywords :
CCD image sensors; adaptive control; backpropagation; intelligent control; manipulators; multivariable control systems; neural net architecture; position control; robot vision; self-adjusting systems; speech recognition; CONTROLAB; PFIELD algorithm; VGRAPH algorithm; backpropagation; false alarm problem; image information; intelligent systems; neural network architectures based; obstacles avoidance; recursive models; recursive network; robot arm; speaker-independent word recognition system; totally uncontrolled environments; trajectory definition systems; Algorithm design and analysis; Backpropagation algorithms; Control systems; Intelligent control; Intelligent robots; Intelligent systems; Neural networks; Robustness; Speech analysis; Speech recognition;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Decision and Control, 1997., Proceedings of the 36th IEEE Conference on
Conference_Location :
San Diego, CA
ISSN :
0191-2216
Print_ISBN :
0-7803-4187-2
Type :
conf
DOI :
10.1109/CDC.1997.657726
Filename :
657726
Link To Document :
بازگشت