Finding downbeats with a relaxation oscillator

Abstract.A relaxation oscillator model of neural spiking dynamics is applied to the task of finding downbeats in rhythmical patterns. The importance of downbeat discovery or 'beat induction' is discussed, and the relaxation oscillator model is compared to other oscillator models. In a set of computer simulations the model is tested on 35 rhythmical patterns. The model performs well, making good predictions in 34 of 35 cases. In an analysis we identify some shortcomings of the model and relate model behavior to dynamical properties of relaxation oscillators.

[1]  A. Hodgkin,et al.  A quantitative description of membrane current and its application to conduction and excitation in nerve , 1952, The Journal of physiology.

[2]  R. FitzHugh Impulses and Physiological States in Theoretical Models of Nerve Membrane. , 1961, Biophysical journal.

[3]  S. Yoshizawa,et al.  An Active Pulse Transmission Line Simulating Nerve Axon , 1962, Proceedings of the IRE.

[4]  W. R. Garner,et al.  The Perception and Learning of Temporal Patterns , 1968, The Quarterly journal of experimental psychology.

[5]  Grosvenor W. Cooper,et al.  The Rhythmic Structure of Music , 1971 .

[6]  D. Povel,et al.  Accents in equitone sequences , 1981, Perception & psychophysics.

[7]  R. Jackendoff,et al.  A Generative Theory of Tonal Music , 1985 .

[8]  Roger B. Dannenberg,et al.  An On-Line Algorithm for Real-Time Accompaniment , 1984, ICMC.

[9]  Carme Torras I Genis Temporal-Pattern Learning in Neural Models , 1985 .

[10]  Peter Essens,et al.  Perception of Temporal Patterns , 1985 .

[11]  S. Handel Listening As Introduction to the Perception of Auditory Events , 1989 .

[12]  Robert A. Duke Musicians' Perception of Beat in Monotonic Stimuli , 1989 .

[13]  Jacqueline A. Jones,et al.  On the perception of meter , 1992 .

[14]  John F. Kolen,et al.  Resonance and the Perception of Musical Meter , 1994, Connect. Sci..

[15]  R. Parncutt A Perceptual Model of Pulse Salience and Metrical Accent in Musical Rhythms , 1994 .

[16]  Nancy Kopell,et al.  Waves and synchrony in networks of oscillators of relaxation and non-relaxation type , 1995 .

[17]  Michael Gasser,et al.  Meter as Mechanism: A Neural Network Model that Learns Metrical Patterns , 1999, Connect. Sci..

[18]  Neil P. McAngus Todd,et al.  A Sensory-Motor Theory of Rhythm, Time Perception and Beat Induction , 1999 .

[19]  J. Devin McAuley,et al.  The Effect of Tempo and Musical Experience on Perceived Beat , 1999 .

[20]  E. Large,et al.  The dynamics of attending: How people track time-varying events. , 1999 .

[21]  Douglas Eck,et al.  A Positive-Evidence Model for Rhythmical Beat Induction , 2001 .

[22]  Douglas Eck A Network of Relaxation Oscillators that Finds Downbeats in Rhythms , 2001, ICANN.

[23]  Nancy Kopell,et al.  Rapid synchronization through fast threshold modulation , 1993, Biological Cybernetics.