DocumentCode
2423516
Title
Design and validation of real time neuro fuzzy controller for haptic scissors
Author
Partovian, Sania ; Goli, Mohammad ; Shoorehdeli, Mahdi Aliyari
Author_Institution
Dept. of Mechatron., Islamic Azad Univ., Tehran, Iran
fYear
2012
fDate
21-22 May 2012
Firstpage
345
Lastpage
350
Abstract
This paper presents construction of haptic scissors that can be used for surgical training, using the MATLAB-Simulink Real-Time Workshop environment and SolidWorks software. In this instrument we have force feedback in every position and angle of the scissors. The data which was already gathered in [1,2] for different tissues were used here. However, the previous simulations lack flexibility because only the exact information obtained during data acquisition are used. In this paper the data has been made smoother by using Neuro Fuzzy Controller. Design of a neuro fuzzy controller is considered in this work because of its insensitivity to disturbances and uncertainties of model parameters. The design and optimization process of neuro fuzzy controller is based on an extended learning technique derived from adaptive neuro fuzzy inference system (ANFIS), and implementation of this haptic scissors control system had been realized under MATLAB/SIMULINK environment. The experimental results demonstrates the efficiency of this design procedure.
Keywords
CAD; computer based training; control engineering computing; control system synthesis; data acquisition; digital simulation; force feedback; fuzzy control; fuzzy reasoning; haptic interfaces; learning (artificial intelligence); mathematics computing; medical computing; medical control systems; neural nets; neurocontrollers; surgery; ANFIS; MATLAB-Simulink real-time workshop environment; SolidWorks software; adaptive neuro fuzzy inference system; data acquisition; extended learning technique; force feedback; haptic scissors; real time neuro fuzzy controller design; real time neuro fuzzy controller validation; surgical training; Force; Haptic interfaces; Interpolation; Noise; Real time systems; Splines (mathematics); Surgery; haptic; neuro fuzzy controller; real-time; virtual-reality;
fLanguage
English
Publisher
ieee
Conference_Titel
ELEKTRO, 2012
Conference_Location
Rajeck Teplice
Print_ISBN
978-1-4673-1180-9
Type
conf
DOI
10.1109/ELEKTRO.2012.6225618
Filename
6225618
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