Scalings of Pitches in Music

نویسنده

  • YU SHI
چکیده

We investigate correlations among pitches in several songs and pieces of piano music by mapping them to one-dimensional walks. Two kinds of correlations are studied, one is related to the real values of frequencies while they are treated only as different symbols for another. Long-range power law behavior is found in both kinds. The first is more meaningful. The structure of music, such as beat, measure and stanza, are reflected in the change of scaling exponents. Some interesting features are observed. Our results demonstrate the viewpoint that the fundamental principle of music is the balance between repetition and contrast. The aesthetic sense and perception remains a mystery in scientific level. One may expect that its mechanism should be dependent on the structure, especially a kind of collective effect of information possessed by the artistic or natural beauty and then the sensory processing of this information. The quantitative nature of most elements of music make analysis using methods of statistical physics feasible. 1/f noise was discovered in an earlier measurement of loudness fluctuations in music. Motivated by what was done recently on DNA sequences and human writings, we study here correlations among pitches according to musical scores. 25 songs and several pieces of piano music are studied. In equally tempered scale, the octave is divided into 12 semitones. A semitone is the interval between two tones whose frequency ratio is the twelfth root of 2. We consider two kinds of correlations, referred to as “frequency-dependent” (FD) one and “frequency-independent” one respectively. In the study of FD correlation, we map the real values of tones to positions within a one-dimensional walk, with a semitone corresponding to the unit of distance. The least of the duration of tones in the piece of music studied is selected as the duration unit. The rests are neglected. Hence the step of the walk, which corresponds to the difference between adjacent pitches, is not a constant. This walk reflects directly the change in the logarithm of frequency. Consequently, notes on the staff just make up an approximate landscape of this so-called “FD musical walk”. The correlation can be quantified by studying the displacement ∆X(t, T ) of the walker after T steps, which is the difference between the positions X(t+ T ) and X(t), ∆X(t, T ) = X(t+ T )−X(t). (1) ∆X(t, T ) is just the sum of changes in each step, i.e.,

برای دانلود رایگان متن کامل این مقاله و بیش از 32 میلیون مقاله دیگر ابتدا ثبت نام کنید

ثبت نام

اگر عضو سایت هستید لطفا وارد حساب کاربری خود شوید

منابع مشابه

A Hierarchical Bayesian Model of Chords, Pitches, and Spectrograms for Multipitch Analysis

This paper presents a statistical multipitch analyzer that can simultaneously estimate pitches and chords (typical pitch combinations) from music audio signals in an unsupervised manner. A popular approach to multipitch analysis is to perform nonnegative matrix factorization (NMF) for estimating the temporal activations of semitone-level pitches and then execute thresholding for making a pianor...

متن کامل

High-Capacity Data-Hiding Scheme on Synthesized Pitches Using Amplitude Enhancement - A New Vision of Non-Blind Audio Steganography

This work proposes a new and non-blind steganographic scheme for synthesized pitches. Synthesized music is popularly used to demonstrate early versions of compositions conveniently and at low-cost. They can also be utilized to pass secrets or obtain digital rights. The method consists of two procedures, of which the first is the realistic simulation of synthesized pitches using a computer and t...

متن کامل

Music transcription is the process of recovering the pitches and timings of notes in a piece of music from a recording of the music

Music transcription is the process of recovering the pitches and timings of notes in a piece of music from a recording of the music. This can be accomplished by a trained human musician, but automated music transcription, performed entirely by computer, has been a difficult task. For this project, I am exploring the problem and the potential applications of machine learning therein. I have exam...

متن کامل

NN Music: Improvising with a 'Living' Computer

unimagined music • unresolved and unpredictable characteristics – only with machinehuman collaboration. • computers might extend, not copy: machine music need not model established styles or practices, or be measured according to any associated aesthetic. musique informelle. • contributions of all performers involved – human and machine – may have equal significance, but may not necessarily be ...

متن کامل

Infants' perception of musical patterns.

This paper examines infants’ ability to perceive various aspects of musical material that are significant in music in general and in Western European music in particular: contour, intervals, exact pitches, diatonic structure, and rhythm. For the most part, infants focus on relational aspects of melodies, synthesizing global representations from local details. They encode the contour of a melody...

متن کامل

ذخیره در منابع من


  با ذخیره ی این منبع در منابع من، دسترسی به آن را برای استفاده های بعدی آسان تر کنید

عنوان ژورنال:

دوره   شماره 

صفحات  -

تاریخ انتشار 1995