MUSIC & MATHEMATICS
SO FAR WE’VE LOOKED AT…▸ The origins of tuning theory - i.e. how to organize harmonic
sound
▸ Pythagorean tuning
▸ Seems to be both psychological and physical precedent for the way(s) we structure music
▸ Preferences for symmetry, “even” ratios, overtone series, etc.
▸ The algebra of music theory
▸ Ways of analyzing the structure of (most) Western music
▸ Symmetries on Z12
MUSIC & MATHEMATICS
TODAY▸ Complement our algebraic
understanding of how to structure music with the geometry of sound.
▸ Goal: create music from first principles
▸ Waves and harmonics
▸ Fourier Theory
▸ Analysis of acoustic instruments
▸ Synthesis of virtual instruments
MUSIC & MATHEMATICS
WHAT IS SOUND?▸ Vibrations through the air
▸ The mean velocity of air molecules at room temperature is 450-500 m/s (~1000 mph).
▸ The mean free path of an air molecule is about 6x10-8 m
▸ This is why air molecules don't fall down - so the effect of gravity on air takes the form of a gradation of pressure.
▸ When an object vibrates, it causes waves of increased and decreased pressure. These waves are perceived by our ears as sound.
MUSIC & MATHEMATICS
WAVES▸ Tempting to use ocean waves as analogy
▸ Transverse vs longitudinal waves
MUSIC & MATHEMATICS
MAIN ATTRIBUTES OF SOUND (WAVES)Perceptual PhysicalLoudness Amplitude
Pitch FrequencyTimbre SpectrumLength Duration
▸ Note: most vibrations do not consist of a single frequency
▸ E.g. the phenomenon of the missing fundamental.
▸ Recall: an instrument that produces a discernible pitch resonates at every integer multiple of the “fundamental” frequency.
▸ http://teropa.info/harmonics-explorer/
MUSIC & MATHEMATICS
COCHLEA▸ Separates sounds into frequency components before
passing to nerve pathways
▸ Twists 2-3/4 times around central axis. Unrolled…
▸ The cochlea is like our inner EQ
About 33mm ~ 1in long
Hairs connected to nerves
MUSIC & MATHEMATICS
WHAT HAPPENS WHEN SOUND ENTERS THE EAR?▸ Sound wave is focused into the meatus, where it vibrates
the ear drum
▸ Hammer, anvil and stapes move as a system of levers
▸ the stapes alternately pushes and pulls the membrana tympani secundaria in rapid succession.
▸ This causes fluid waves to flow back and forth round the length of the cochlea, in opposite directions in the scala vestibuli and the scala tympani,
▸ Basilar membrane to moves up and down.
MUSIC & MATHEMATICS
OHM AND HEMHOLTZ▸ Ohm’s acoustic law: the ear picks out frequency components of an incoming
sound
▸ Hemholtz: the place theory of pitch perception
▸ Consider a pure sine wave transmitted by the stapes:
▸ Speed of the wave of fluid in the cochlea at any particular point depends on the frequency of the vibration and on the area of cross-section of the cochlea at that point, as well as the stiffness and density of the basilar membrane.
▸ Speed of travel decreases towards the apical end, and falls to almost zero at the point where the narrowness causes a wave of that frequency to be too hard to maintain.
▸ Just to the wide side of that point, the basilar membrane will have to have a peak of amplitude of vibration in order to absorb the motion.
MUSIC & MATHEMATICS
WHY SINE WAVES?▸ This differential equation represents what happens when
an object is subject to a force towards an equilibrium position, the magnitude of the force being proportional to the distance from equilibrium.
▸ Not 100% accurate
▸ Forced damped harmonic motion
MUSIC & MATHEMATICS
VIBRATING STRINGS▸ Single weight in center:
▸ Uniformly distributed weight allows for other vibrational modes
▸ 12th Fret Harmonic (just touch the string at the half way point)
▸ Other harmonics
MUSIC & MATHEMATICS
▸ In general, a plucked string will vibrate with a mixture of all the modes described by multiples of the natural frequency, with various amplitudes.
▸ Those amplitudes will differ depending on the pluck or hammer - e.g. plucking vs. picking vs. finger-picking etc.
▸ Note: k is really κ/m - i.e. the constant of proportionality divided by mass
MUSIC & MATHEMATICS
TRIG IDENTITIES AND BEATS▸ Treble (higher-end) pitches on a piano typically have three
strings. The tenor and bass notes have two and one, respectively.
▸ Suppose a piano tuner plays two of the strings intended for A440Hz and gets two frequencies: 440Hz and 436Hz
▸ Play these two frequencies in our oscillators.
▸ What do you hear?
▸ Change the 436Hz to something else close by and compare.
MUSIC & MATHEMATICS
▸ A piano tuner comparing two of the three strings on the same note of a piano hears five beats a second. If one of the two notes is concert pitch A (440 Hz), what are the possibilities for the frequency of vibration of the other string?
MUSIC & MATHEMATICS
DAMPED HARMONIC MOTION▸ If we take our differential equation for harmonic motion
and add in a term for friction (frictional force is proportional to velocity) we get the differential equation for damped harmonic motion:
MUSIC & MATHEMATICS
EXAMPLE▸ Consider the following equation:
▸ With an appropriate choice of coefficients, we might get answers that are audible. Try some in Wolfram Alpha:
▸ Type “play e^(-at)sin(f 2pi t)” where a is some coefficient and f is the frequency you want to play.
▸ How is the sound different that the plain sine wave?
MUSIC & MATHEMATICS
FOURIER THEORY▸ How can a string vibrate with a
number of different frequencies at the same time?
▸ Decomposition of a periodic wave
▸ Usually Infinite series
▸ Frequencies are the integer multiples of the fundamental frequency of the periodic wave
▸ Each has an amplitude which can be determined as an integral
MUSIC & MATHEMATICS
THE BIG IDEA▸ Fourier introduced the idea that periodic functions can be
analyzed by using trigonometric series.
▸ Periodicity: A function is said to be periodic with period T provided that f(t + T) = f(t)
MUSIC & MATHEMATICS
▸ We can add any combination of sines and cosines to get a function with period 2π:
▸ Determining the coefficients requires some serious cleverness…starting with these integrals:
MUSIC & MATHEMATICS
▸ To use those integrals to simplify things, we multiply f(θ) by cos(mθ)
▸ Which gives us a (gross) way of computing the a’s:
MUSIC & MATHEMATICS
▸ We repeat this to get the b coefficients.
▸ Now suppose the period of our function is T seconds. Then our fundamental frequency is given by v=1/T Hz.
▸ We get the general Fourier Series by substituting θ=2πvT:
MUSIC & MATHEMATICS
AN EXAMPLE!!!▸ The square wave sounds kinda like a clarinet. It’s defined
as follows
▸ Find the Fourier coefficients…
MUSIC & MATHEMATICS
▸ Examine the first few terms of this series.
▸ Plug them into Wolfram and listen
▸ You’ll have to change the frequency to something audible
▸ Go back to our overtone generator and hit “square wave”
▸ Does it match up with what you came up with?
MUSIC & MATHEMATICS
DRUMS▸ Why do (most) percussion instruments admit no
discernible pitch?
▸ Their frequency spectra are irregular. That is to say, the overtones are not integer multiples of the fundamental
▸ Create a damped sound that is percussive in Wolfram
▸ Is it percussive?
MUSIC & MATHEMATICS
NOW WHAT▸ With Fourier analysis at our disposal (and tools that’ll do it
for us), we can decompose sounds into their frequency spectra.
▸ What else do we need in order to synthesize the sounds generated by instruments?
▸ In other words, what are the other, more subtle properties of (musical) sound?