DocumentCode :
301593
Title :
Filtering involuntary motion of people with tremor disability using optimal equalization
Author :
Gonzàlez, Juan G. ; Heredia, Edwin A. ; Rahman, Tariq ; Barner, Kenneth E. ; Arce, Gonaalo R.
Author_Institution :
Appl. Sci. & Eng. Lab., A.I. duPont Inst., Wilmington, DE, USA
Volume :
3
fYear :
1995
fDate :
22-25 Oct 1995
Firstpage :
2402
Abstract :
This paper introduces a novel approach to tremor suppression using optimally designed digital equalizers derived from pursuit tracking tasks. Due to inherent properties of the man-machine system, the design of tremor suppression equalizers presents two serious problems: First, performance criteria leading to optimizations that minimize mean-squared error are not efficient for tremor elimination. Second, movement signals show highly ill-conditioned autocorrelation matrices, which often results in useless or unstable solutions. A new performance indicator as introduced, namely the F-MSEd, and the optimal equalizer according to this new criterion is developed. Ill-condition of the autocorrelation matrix is overcome using a novel method which we call pulled-optimization. Experiments performed with a tremor simulating device show significant results in tremor elimination
Keywords :
FIR filters; biocontrol; electromyography; equalisers; handicapped aids; medical signal processing; minimisation; F-MSEd; autocorrelation matrix; digital equalizers; highly ill-conditioned autocorrelation matrices; ill-condition; involuntary motion filtering; man-machine system; movement signals; optimal equalization; performance indicator; pulled-optimization; tremor disability; tremor suppression equalizers; Autocorrelation; Equalizers; Filtering; Finite impulse response filter; Low pass filters; Man machine systems; Mobile robots; Nonlinear filters; Wheelchairs; World Wide Web;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Systems, Man and Cybernetics, 1995. Intelligent Systems for the 21st Century., IEEE International Conference on
Conference_Location :
Vancouver, BC
Print_ISBN :
0-7803-2559-1
Type :
conf
DOI :
10.1109/ICSMC.1995.538141
Filename :
538141
Link To Document :
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