DocumentCode :
173306
Title :
Discrete and rhythmic movements — Just a bifurcation apart?
Author :
Daffertshofer, Andreas ; van Veen, Bart ; Ton, Robert ; Huys, Raoul
Author_Institution :
MOVE Res. Inst. Amsterdam, VU Univ. Amsterdam, Amsterdam, Netherlands
fYear :
2014
fDate :
5-8 Oct. 2014
Firstpage :
778
Lastpage :
783
Abstract :
Whether discrete and rhythmic movements result from the same or from separate dynamical structures is yet unclear. We discuss a robust albeit computationally demanding approach to tackle this issue. Our approach capitalizes on conventional time-delay embedding techniques followed by fitting coefficients of a Kramers-Moyal expansion to the so-defined multivariate data. This procedure allows for identifying the generating dynamical systems on basis of possibly non-stationary and noisy signals. We apply this to data from recent experiments in which movement tempo was systematically modified to pinpoint spontaneous switches from discrete to rhythmic movement and back again. It appears that both movement archetypes live in the same phase space but in distinct dynamical regimes.
Keywords :
bifurcation; delays; phase space methods; signal processing; Kramers-Moyal expansion; bifurcation apart; discrete movement; fitting coefficients; movement tempo; multivariate data; noisy signal; nonstationary signal; phase space; pinpoint spontaneous switches; rhythmic movement; separate dynamical structure; time-delay embedding techniques; Bifurcation; Delays; Limit-cycles; Noise; Three-dimensional displays; Time series analysis; Trajectory;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Systems, Man and Cybernetics (SMC), 2014 IEEE International Conference on
Conference_Location :
San Diego, CA
Type :
conf
DOI :
10.1109/SMC.2014.6974005
Filename :
6974005
Link To Document :
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