Reading Complexity in Chua's oscillator through Music. Part I: a New Way of Understanding Chaos

Modern Science is finding new methods of looking at biological, physical or social phenomena. Traditional methods of quantification are no longer sufficient and new approaches are emerging. These approaches make it apparent that the phenomena the observer is looking at are not classifiable by conventional methods. These phenomena are complex. A complex system, as Chua's oscillator, is a nonlinear configuration whose dynamical behavior is chaotic. Chua's oscillator equations allow to define the basic behavior of a dynamical system and to detect the changes in the qualitative behavior of a system when bifurcation occurs, as parameters are varied. The typical set of behavior of a dynamical system can be detailed as equilibrium points, limit cycles, strange attractors. The concepts, methods and paradigms of Dynamical Systems Theory can be applied to understand human behavior. Human behavior is emergent and behavior patterns emerge thanks to the way the parts or the processes are coordinated among themselves. In fact, the listening process in humans is complex and it develops over time as well. Sound and music can be both inside and outside humans. This tutorial concerns the translation of Chua's oscillators into music, in order to find a new way of understanding complexity by using music. By building up many computational models which allow the translation of some quantitative features of Chua's oscillator into sound and music, we have created many acoustical and musical compositions, which in turn present the characteristics of dynamical systems from a perceptual point of view. We have found interesting relationships between dynamical systems behavior and their musical translation since, in the process of listening, human subjects perceive many of the structures as possible to perceive in the behavior of Chua's oscillator. In other words, human cognitive abilities can analyze the large and complicated patterns produced by Chua's systems translated into music, achieving the cognitive economy and the coordination and synthesis of countless data at our disposal that occur in the perception of dynamic events in the real world. Music can be considered the semantics of dynamical systems, which gives us a powerful method for interpreting complexity.

[1]  L. Chua,et al.  A universal circuit for studying and generating chaos. I. Routes to chaos , 1993 .

[2]  M. Golubitsky,et al.  Fearful Symmetry: Is God a Geometer? , 1992 .

[3]  B. Kendall Nonlinear Dynamics and Chaos , 2001 .

[4]  M. Nowak,et al.  Towards an evolutionary theory of language , 2001, Trends in Cognitive Sciences.

[5]  L. Shilnikov Chua's circuit: rigorous results and future problems , 1993 .

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

[7]  Noam Chomsky,et al.  वाक्यविन्यास का सैद्धान्तिक पक्ष = Aspects of the theory of syntax , 1965 .

[8]  Dirk-Jan Povel,et al.  The Function of Accompanying Chords in the Recognition of Melodic Fragments , 1993 .

[9]  P. Lazarsfeld Principles of Topological Psychology , 1938 .

[10]  Guo-Qun Zhong,et al.  Periodicity and Chaos in Chua's Circuit , 1985 .

[11]  L. Tsimring,et al.  The analysis of observed chaotic data in physical systems , 1993 .

[12]  I. Xenakis,et al.  Formalized Music: Thought and Mathematics in Composition , 1971 .

[13]  Tracy Brown,et al.  The Embodied Mind: Cognitive Science and Human Experience , 2002, Cybern. Hum. Knowing.

[14]  Eleonora Bilotta,et al.  Observations on Complex Multi-state CAs , 2001, ECAL.

[15]  M A Schmuckler,et al.  Harmonic and rhythmic influences on musical expectancy , 1994, Perception & psychophysics.

[16]  D. Cope Virtual Music: Computer Synthesis of Musical Style , 2001 .

[17]  Michael Gogins,et al.  Iterated Functions Systems Music , 1991 .

[18]  Eleonora Bilotta,et al.  In search of musical fitness on consonance , 2000 .

[19]  T. Gelder,et al.  Mind as Motion: Explorations in the Dynamics of Cognition , 1995 .

[20]  L. Chua,et al.  The double scroll , 1985, 1985 24th IEEE Conference on Decision and Control.

[21]  W. Köhler The Mentality of Apes. , 2018, Nature.

[22]  Paul Glendinning Routes to Chaos , 2005 .

[23]  Gregory Kramer,et al.  Auditory Display: Sonification, Audification, And Auditory Interfaces , 1994 .

[24]  Jeffrey L. Elman,et al.  Language as a dynamical system , 1996 .

[25]  Bill Z. Manaris,et al.  Evolutionary Music and the Zipf-Mandelbrot Law: Developing Fitness Functions for Pleasant Music , 2003, EvoWorkshops.

[26]  D. Kunej,et al.  New perspectives on the beginnings of music: archaeological and musical analysis of a Middle Palaeolithic bone "flute" , 2000 .

[27]  P. Todd The Ecological Rationality of Mechanisms Evolved to make up Minds , 2000 .

[28]  Rabinder N Madan,et al.  Chua's Circuit: A Paradigm for Chaos , 1993, Chua's Circuit.

[29]  Eleonora Bilotta Artificial Life Music Tells of Complexity , 2001 .

[30]  Eduardo Miranda,et al.  Evolving Cellular Automata Music: From Sound Synthesis to Composition , 2001 .

[31]  Rick Bidlack Chaotic Systems as Simple (But Complex) Compositional Algorithms , 1992 .

[32]  Christopher G. Langton,et al.  Computation at the edge of chaos: Phase transitions and emergent computation , 1990 .

[33]  R. Voss,et al.  ‘1/fnoise’ in music and speech , 1975, Nature.

[34]  Tommaso Bolognesi Automatic Composition: Experiments with Self-Similar Music , 1983 .

[35]  C. Krumhansl The psychological representation of musical pitch in a tonal context , 1979, Cognitive Psychology.

[36]  Hussein A. Abbass,et al.  Artificial Life: An Introduction , 2003, Int. J. Comput. Intell. Appl..

[37]  Guy J. Brown,et al.  Computational auditory scene analysis , 1994, Comput. Speech Lang..

[38]  Xavier Rodet Sound and Music from Chua's Circuit , 1993, Chua's Circuit.

[39]  L. Chua,et al.  The double scroll family , 1986 .

[40]  E. Narmour The analysis and cognition of basic melodic structures , 1992 .

[41]  John R. Pierce,et al.  The science of musical sound , 1983 .

[42]  Lin-Bao Yang,et al.  Cellular neural networks: theory , 1988 .

[43]  Eleonora Bilotta,et al.  Self-reproducers use contrapuntal means , 2002 .

[44]  Eleonora Bilotta,et al.  Synthetic Harmonies: An Approach to Musical Semiosis by Means of Cellular Automata , 2002, Leonardo.

[45]  F. Lerdahl,et al.  Perception of musical tension in short chord sequences: The influence of harmonic function, sensory dissonance, horizontal motion, and musical training , 1996, Perception & psychophysics.

[46]  Angelo Cangelosi,et al.  Simulating the Evolution of Language , 2002, Springer London.

[47]  C. Morris,et al.  Writings on the General Theory of Signs , 1971 .

[48]  R. A. Brooks,et al.  Intelligence without Representation , 1991, Artif. Intell..

[49]  G. Zhong,et al.  Experimental confirmation of chaos from Chua's circuit , 1985 .

[50]  Peter J. Bentley,et al.  Introduction to creative evolutionary systems , 2001 .

[51]  W. Thompson Modeling perceived relationships between melody, harmony, and key , 1993, Perception & psychophysics.

[52]  Peter J. Bentley,et al.  CREATIVE EVOLUTIONARY SYSTEMS , 2001 .

[53]  S. McAdams Segregation of concurrent sounds. I: Effects of frequency modulation coherence. , 1989, The Journal of the Acoustical Society of America.

[54]  Lee Spector,et al.  Complex Adaptive Music Systems in the breve Simulation Environment , 2002 .

[55]  L M Parsons,et al.  Exploring the Functional Neuroanatomy of Music Performance, Perception, and Comprehension , 2001, Annals of the New York Academy of Sciences.

[56]  Jeff Pressing,et al.  Nonlinear Maps as Generators of Musical Design , 1988 .

[57]  L. Chua,et al.  GLOBAL BIFURCATION ANALYSIS OF THE DOUBLE SCROLL CIRCUIT , 1991 .

[58]  Angelo Cangelosi,et al.  Computersimulation:anewscientific Approachtothestudyoflanguageevolution Anewapproachtothestudyoflanguage Evolution:computersimulation , 2001 .

[59]  P. Todd,et al.  Musical networks: Parallel distributed perception and performance , 1999 .

[60]  John Fitch,et al.  Nature Music and Algorithmic Composition , 1995 .

[61]  L. Chua,et al.  Canonical realization of Chua's circuit family , 1990 .

[62]  Eleonora Bilotta,et al.  Artificial Life Models for Musical Applications: Workshop Report , 2002, Artificial Life.

[63]  Xavier Rodet Sound and Music from Chua's Circuit , 1993, J. Circuits Syst. Comput..

[64]  P. Pantano,et al.  Matematica, Musica e Tecnologie: un trinomio possibile , 2004 .

[65]  J. Risset,et al.  Exploration of timbre by analysis and synthesis , 1999 .

[66]  Takashi Matsumoto,et al.  A chaotic attractor from Chua's circuit , 1984 .

[67]  Michael Peter Kennedy,et al.  Three steps to chaos. I. Evolution , 1993 .

[68]  A. M. Turing,et al.  The chemical basis of morphogenesis , 1952, Philosophical Transactions of the Royal Society of London. Series B, Biological Sciences.

[69]  Functional neuroanatomy of the perception of musical rhythm in musicians and non-musicians , 2001, NeuroImage.

[70]  Robert C. Hilborn,et al.  Chaos And Nonlinear Dynamics: An Introduction for Scientists and Engineers , 1994 .

[71]  R. N. Madan,et al.  Observing and learning chaotic phenomena from Chua's circuit , 1992, [1992] Proceedings of the 35th Midwest Symposium on Circuits and Systems.

[72]  Christopher G. Langton,et al.  Studying artificial life with cellular automata , 1986 .

[73]  R. Voss,et al.  ’’1/f noise’’ in music: Music from 1/f noise , 1978 .

[74]  M. Witten,et al.  The sounds of science : II. Listening to dynamical systems : Towards a musical exploration of complexity , 1996 .

[75]  D'arcy W. Thompson,et al.  On Growth and Form , 1917, Nature.

[76]  Patrick Susini,et al.  Validation of a multidimensional distance model for perceptual dissimilarities among musical timbres , 1998 .

[77]  Mark Steedman,et al.  The well-tempered computer , 1994, Philosophical Transactions of the Royal Society of London. Series A: Physical and Engineering Sciences.

[78]  Xavier Rodet,et al.  Nonlinear Dynamics in Physical Models: Simple Feedback-Loop Systems and Properties , 1999, Computer Music Journal.

[79]  Stephen Wolfram,et al.  Computer Software in Science and Mathematics. , 1984 .

[80]  Michael Peter Kennedy,et al.  Three steps to chaos. II. A Chua's circuit primer , 1993 .

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

[82]  Julien Clinton Sprott,et al.  Chaos and Nonlinear Dynamics: An Introduction for Scientists and Engineers , 1994 .

[83]  Leon O. Chua,et al.  Reality of chaos in the double scroll circuit: A computer-assisted proof , 1988 .

[84]  Peter M. Todd,et al.  Frankensteinian methods for evolutionary music composition , 1999 .

[85]  Curtis Roads,et al.  The Computer Music Tutorial , 1996 .

[86]  H. C. Longuet-Higgins,et al.  Artificial intelligence and musical cognition , 1994, Philosophical Transactions of the Royal Society of London. Series A: Physical and Engineering Sciences.

[87]  M. Wertheimer Laws of organization in perceptual forms. , 1938 .

[88]  Charles Dodge "Profile": A Musical Fractal , 1988 .

[89]  Eleonora Bilotta,et al.  A VISUAL PROGRAMMING LANGUAGE FOR SOUND SYNTHESIS AND ANALYSIS , 2003 .

[90]  William Shottstaedt,et al.  Automatic counterpoint , 1989 .

[91]  Stephen McAdams,et al.  The Auditory Image: A Metaphor for Musical and Psychological Research on Auditory Organization , 1984 .

[92]  R. Shepard Circularity in Judgments of Relative Pitch , 1964 .

[93]  Leon O. Chua,et al.  Global unfolding of Chua's circuit , 1993 .

[94]  Perry R. Cook,et al.  Music, Cognition, and Computerized Sound , 1999 .

[95]  P. Arena,et al.  Chua's circuit can be generated by CNN cells , 1995 .

[96]  Stephan M. Schwanauer,et al.  Machine Models of Music , 1993 .

[97]  Leon O. Chua,et al.  The CNN paradigm , 1993 .

[98]  L. Chua,et al.  A universal circuit for studying and generating chaos. II. Strange attractors , 1993 .

[99]  Stuart A. Kauffman,et al.  The origins of order , 1993 .

[100]  Stephen Wolfram,et al.  Universality and complexity in cellular automata , 1983 .