Data for: Emergence of the consonance pattern within synaptic weights of a neural network featuring Hebbian neuroplasticity

Abstract Consonance is a perception phenomenon that evokes pleasant feelings when listening to complex sounds. Since Pythagoras, people have attempted to explain consonance and dissonance, using various methodological means, with limited success and without providing convincing underlying causes. We demonstrate that a specific auditory spectral distribution caused by nonlinearities, as a first phenomenon, and the Hebbian neuroplasticity as a second, are sufficient set of phenomena a system should possess so it could generate the consonance pattern - the actual two-tone interval list ordered by consonance. The emergence of this pattern is explained in a step-by-step manner, utilizing an artificial neural network model. In a reverse engineering manner, our simulations are testing all the possible spectral distributions of auditory stimuli (within particular precision scales and applying certain abstractions) and reveal those that produce a result with a pattern perfectly matching the consonance ordered two-tone interval list, the one that is widely accepted in the Western musical culture. The results of this study suggest that the consonance pattern could be an expected outcome in any system containing the asserted set of features (including the higher animals). The intent of this study is not to realistically model the human auditory system, but to demonstrate a set of features an abstract and generic system should possess so it could produce the consonance pattern.

[1]  D. D. Greenwood,et al.  Auditory Masking and the Critical Band , 1961 .

[2]  Tsutomu Nakada,et al.  Cortical processing of musical consonance: an evoked potential study , 2003, Neuroreport.

[3]  A. Krishnan,et al.  Phase locked neural activity in the human brainstem predicts preference for musical consonance , 2014, Neuropsychologia.

[4]  Xiaoqin Wang,et al.  The harmonic organization of auditory cortex , 2013, Front. Syst. Neurosci..

[5]  D. Purves,et al.  A Biological Rationale for Musical Scales , 2009, PloS one.

[6]  D. Purves,et al.  A biological rationale for musical consonance , 2015, Proceedings of the National Academy of Sciences.

[7]  Gavin M. Bidelman,et al.  Neural Correlates of Consonance, Dissonance, and the Hierarchy of Musical Pitch in the Human Brainstem , 2009, The Journal of Neuroscience.

[8]  Fast calculation algorithm for discrete resonance-based band-pass filter , 2016 .

[9]  Juan G. Roederer,et al.  The Physics and Psychophysics of Music: An Introduction , 2007 .

[10]  R. Plomp,et al.  Tonal consonance and critical bandwidth. , 1965, The Journal of the Acoustical Society of America.

[11]  E. Donchin,et al.  On quantifying surprise: the variation of event-related potentials with subjective probability. , 1977, Psychophysiology.

[12]  Richard L. Crocker,et al.  Pythagorean Mathematics and Music , 1963 .

[13]  Lewi Stone,et al.  Perception of musical consonance and dissonance: an outcome of neural synchronization , 2008, Journal of The Royal Society Interface.

[14]  J. Polich Updating P300: An integrative theory of P3a and P3b , 2007, Clinical Neurophysiology.

[15]  Harvey Fletcher,et al.  Loudness, its definition, measurement and calculation , 1933 .

[16]  Sarah J Wilson,et al.  Consonance and pitch. , 2013, Journal of experimental psychology. General.

[17]  H. Helmholtz,et al.  On the Sensations of Tone as a Physiological Basis for the Theory of Music , 2005 .

[18]  E. Schellenberg,et al.  Natural Musical Intervals: Evidence From Infant Listeners , 1996 .

[19]  James Tenney,et al.  A history of consonance and dissonance , 1988 .

[20]  A J Hudspeth,et al.  Ca2+ current–driven nonlinear amplification by the mammalian cochlea in vitro , 2005, Nature Neuroscience.

[21]  Paul Hindemith,et al.  The craft of musical composition , 1941 .

[22]  C. Koch,et al.  A framework for consciousness , 2003, Nature Neuroscience.

[23]  Constantine Frithiof Malmberg,et al.  The perception of consonance and dissonance , 1918 .

[24]  J. Knott The organization of behavior: A neuropsychological theory , 1951 .

[25]  Andrea Orlandi,et al.  Brain processing of consonance/dissonance in musicians and controls: a hemispheric asymmetry revisited , 2016, The European journal of neuroscience.

[26]  Petr Janata,et al.  ERP Measures Assay the Degree of Expectancy Violation of Harmonic Contexts in Music , 1995, Journal of Cognitive Neuroscience.

[27]  E. Terhardt Pitch, consonance, and harmony. , 1974, The Journal of the Acoustical Society of America.

[28]  Israel Nelken,et al.  Auditory Neuroscience: Making Sense of Sound , 2012 .

[29]  Ernst Terhardt,et al.  The Concept of Musical Consonance: A Link between Music and Psychoacoustics , 1984 .

[30]  I. Peretz,et al.  Cortical deafness to dissonance. , 2001, Brain : a journal of neurology.