+ All Categories
Home > Documents > Partial Differential Equations - Harvard...

Partial Differential Equations - Harvard...

Date post: 27-Mar-2020
Category:
Upload: others
View: 6 times
Download: 0 times
Share this document with a friend
32
Partial Differential Equations Oliver Knill, Harvard University October 7, 2019
Transcript
Page 1: Partial Differential Equations - Harvard Universitypeople.math.harvard.edu/~knill/pedagogy/pde/pde_slides.pdfWave Equation displacement second partial / \ ^ second partial derivative

Partial Differential Equations

Oliver Knill,Harvard University

October 7, 2019

Page 2: Partial Differential Equations - Harvard Universitypeople.math.harvard.edu/~knill/pedagogy/pde/pde_slides.pdfWave Equation displacement second partial / \ ^ second partial derivative

In Pursuit of the Unknown17 Equations That

Changed the World

Ian Stewart

“Stewart has a genius for explanation. . . . Mathematics doesn’t come more entertaining than this.”

—NEW SCIENTIST

“Combines a deep understanding of math with an engaging literary style.”

—THE WASHINGTON P OST

“Possibly mathematics’ most energetic evangelist.”

—THE SPECTATOR (LONDON)

“Stewart is able to write about mathematics for general readers. He can make tricky ideas

simple, and he can explain the maths of it with aplomb. . . . Stewart admirably captures

compelling and accessible mathematical ideas along with the pleasure of

thinking about them. He writes with clarity and precision.”

—LOS ANGELES TIMES

“A highly gifted communicator, able not only to explain the motivation of mathematicians

down the centuries but to elucidate the resulting mathematics with both clarity

and style. The whole is leavened by his inimitable understated wit.”

—THE TIMES EDUCATION SUPPLEMENT

$26.99 US / $30.00 CAN

ISBN 978-0-465-02973-0

9 7 8 0 4 6 5 0 2 9 7 3 0

5 2 6 9 9

M ost people are familiar with history’s

great equations: Pythagoras’s theorem,

for instance, or Newton’s Law of Gravity,

or Einstein’s theory of relativity. But the way these

mathematical breakthroughs have contributed to human

progress is seldom appreciated. In his new work, In

Pursuit of the Unknown, celebrated mathematician Ian

Stewart untangles the roots of our most important

mathematical statements to show that equations have long

been a driving force behind nearly every aspect of our lives.

Using seventeen of our most crucial equations,

Stewart illustrates that many of the advances we now

take for granted—in science, philosophy, technology, and

beyond—were made possible by mathematical discoveries.

For example, the Wave Equation allowed engineers to

measure a building’s response to earthquakes, saving

countless lives; without the Wave Equation, moreover,

scientists would never have discovered electromagnetic

waves, which in turn led to the invention of radio and

television. The equation at the heart of information

theory, devised by Claude Shannon, forms the basis for

modern digital communication systems, which have

revolutionized everything from politics to business to

interpersonal relationships. And the Black-Scholes model,

used by bankers to track the prices of financial derivatives

over time, led to massive growth in the financial sector,

thereby contributing to the banking crisis of 2008—the

effects of which we are still feeling today.

(continued on back flap)

$26 .99 US / $30.00 CAN(continued from front flap) MATHEMATICS

Praise for Ian Stewart≥ Δ Φ ∞ Φ Δ Φ ∞ Φ Δ ≤ ≥ Δ Φ ∞ Φ Δ Φ ∞ Φ Δ ≤

6.25” x 9.5”S: 1-1/8”B: 7/8”

BASICHC

4/COLOR

FINISH:MATTE POLYSPOT GLOSS ON EQUATIONS ON FRONT COVER

Ian Stewart is Emeritus Professor of

Mathematics, active researcher at Warwick University in

England, and author of many books on mathematics. His

writing has also appeared in publications including New

Scientist, Discover, and Scientific American. He lives in

Coventry, England.

Jacket design by Jennifer Carrow03/12

An approachable, lively, and informative guide to the

mathematical building blocks that form the foundations of

modern life, In Pursuit of the Unknown is also a penetrating

exploration of how we have long used equations to make

sense of, and in turn influence, our world.

© A

vril

Stew

art

A Member of the Perseus Books Groupwww.basicbooks.com

In Pursuit of the Unknown17 Equations That

Changed the World

Ian StewartStewart

In Pursuit of the Unknown

17 Equations That Changed the W

orld

Ian Stewart

Page 3: Partial Differential Equations - Harvard Universitypeople.math.harvard.edu/~knill/pedagogy/pde/pde_slides.pdfWave Equation displacement second partial / \ ^ second partial derivative

Transport Equation

f = f t x

Page 4: Partial Differential Equations - Harvard Universitypeople.math.harvard.edu/~knill/pedagogy/pde/pde_slides.pdfWave Equation displacement second partial / \ ^ second partial derivative

Signal processing

Advection

Traveling waves

f = f t x

Page 5: Partial Differential Equations - Harvard Universitypeople.math.harvard.edu/~knill/pedagogy/pde/pde_slides.pdfWave Equation displacement second partial / \ ^ second partial derivative

Heat Equation

f = f t xx

Page 6: Partial Differential Equations - Harvard Universitypeople.math.harvard.edu/~knill/pedagogy/pde/pde_slides.pdfWave Equation displacement second partial / \ ^ second partial derivative

f = f t xx

Heat propagation

Diffusion

Smoothing

Page 7: Partial Differential Equations - Harvard Universitypeople.math.harvard.edu/~knill/pedagogy/pde/pde_slides.pdfWave Equation displacement second partial / \ ^ second partial derivative

Evolution of Good

Nowak Automaton

Page 8: Partial Differential Equations - Harvard Universitypeople.math.harvard.edu/~knill/pedagogy/pde/pde_slides.pdfWave Equation displacement second partial / \ ^ second partial derivative

Wave equation

f = f tt xx

Light

Sound

Particles

Page 9: Partial Differential Equations - Harvard Universitypeople.math.harvard.edu/~knill/pedagogy/pde/pde_slides.pdfWave Equation displacement second partial / \ ^ second partial derivative

I i Good vibrationsWave Equation

displacements e c o n d p a r t i a l / \ ^ s e c o n d p a r t i a l

d e r i v a t i v e \ / > T d e r i v a t i v e

w i t h r e s p e c t / - * \ V ^ ^ - ^ w i t h r e s p e c tt o t i m e ' * ' t o s p a c e

speed squared

What does it say?The acceleration of a small segment of a violin string isproportional to the average displacement of neighbouringsegments.

Why is that important?It predicts that the string will move in waves, and it generalisesnaturally to other physical systems in which waves occur.

What did it lead to?Big advances in our understanding of water waves, soundwaves, light waves, elastic vibrations... Seismologists usemodified versions of it to deduce the structure of the interiorof the Earth from how it vibrates. Oil companies use similarmethods to find oil. In Chapter 11 we will see how it predictedthe existence of electromagnetic waves, leading to radio,television, radar, and modern communications.

Page 10: Partial Differential Equations - Harvard Universitypeople.math.harvard.edu/~knill/pedagogy/pde/pde_slides.pdfWave Equation displacement second partial / \ ^ second partial derivative
Page 11: Partial Differential Equations - Harvard Universitypeople.math.harvard.edu/~knill/pedagogy/pde/pde_slides.pdfWave Equation displacement second partial / \ ^ second partial derivative

Wave Tango

Page 12: Partial Differential Equations - Harvard Universitypeople.math.harvard.edu/~knill/pedagogy/pde/pde_slides.pdfWave Equation displacement second partial / \ ^ second partial derivative

Laplace Equation

f + f = 0 xx yy

Page 13: Partial Differential Equations - Harvard Universitypeople.math.harvard.edu/~knill/pedagogy/pde/pde_slides.pdfWave Equation displacement second partial / \ ^ second partial derivative

Chladni Patterns

Page 14: Partial Differential Equations - Harvard Universitypeople.math.harvard.edu/~knill/pedagogy/pde/pde_slides.pdfWave Equation displacement second partial / \ ^ second partial derivative

For networks

Page 15: Partial Differential Equations - Harvard Universitypeople.math.harvard.edu/~knill/pedagogy/pde/pde_slides.pdfWave Equation displacement second partial / \ ^ second partial derivative

For networks

Page 16: Partial Differential Equations - Harvard Universitypeople.math.harvard.edu/~knill/pedagogy/pde/pde_slides.pdfWave Equation displacement second partial / \ ^ second partial derivative

Burgers Equation

f + f f = 0 t x

Page 17: Partial Differential Equations - Harvard Universitypeople.math.harvard.edu/~knill/pedagogy/pde/pde_slides.pdfWave Equation displacement second partial / \ ^ second partial derivative

Schocks

Page 18: Partial Differential Equations - Harvard Universitypeople.math.harvard.edu/~knill/pedagogy/pde/pde_slides.pdfWave Equation displacement second partial / \ ^ second partial derivative

Schrödinger equation

i f = f t xx

+ V(x) f

Page 19: Partial Differential Equations - Harvard Universitypeople.math.harvard.edu/~knill/pedagogy/pde/pde_slides.pdfWave Equation displacement second partial / \ ^ second partial derivative

Quantum weirdnessSchrodinger's Equation

square root ofminus one

constantdividedby2rc

rate ofchange quantum

wave function

Hamilton ianoperator

withrespectto time

What does it say?The equation models matter not as a particle, but as a wave,and describes how such a wave propagates.

Why is that important?Schrodinger's equation is fundamental to quantummechanics, which together with general relativity constitutetoday's most effective theories of the physical universe.

What did it lead to?A radical revision of the physics of the world at very smallscales, in which every object has a 'wave function' thatdescribes a probability cloud of possible states. At this level theworld is inherently uncertain. Attempts to relate themicroscopic quantum world to our macroscopic classicalworld led to philosophical issues that still reverberate. Butexperimentally, quantum theory works beautifully, andtoday's computer chips and lasers wouldn't work without it.

Page 20: Partial Differential Equations - Harvard Universitypeople.math.harvard.edu/~knill/pedagogy/pde/pde_slides.pdfWave Equation displacement second partial / \ ^ second partial derivative

Navier Stokes

f + f f t x

+ F(u,p)

= f xx

Page 21: Partial Differential Equations - Harvard Universitypeople.math.harvard.edu/~knill/pedagogy/pde/pde_slides.pdfWave Equation displacement second partial / \ ^ second partial derivative

The ascent of humanityNavier-Stokes Equation

density velocity pressure s t ress body fo rces

^ ^ ^ i ^ ^ i i it i m e d e r i v a t i v e g r a d i e n t

dot productdivergence

What does it say?It's Newton's second law of motion in disguise. The left-handside is the acceleration of a small region of fluid. The right-hand side is the forces that act on it: pressure, stress, andinternal body forces.

Why is that important?It provides a really accurate way to calculate how fluids move.This is a key feature of innumerable scientific andtechnological problems.

What did it lead to?Modern passenger jets, fast and quiet submarines, Formula 1racing cars that stay on the track at high speeds, and medicaladvances on blood flow in veins and arteries. Computermethods for solving the equations, known as computationalfluid dynamics (CFD), are widely used by engineers to improvetechnology in such areas.

Page 22: Partial Differential Equations - Harvard Universitypeople.math.harvard.edu/~knill/pedagogy/pde/pde_slides.pdfWave Equation displacement second partial / \ ^ second partial derivative

1 Mio Dollars

Page 23: Partial Differential Equations - Harvard Universitypeople.math.harvard.edu/~knill/pedagogy/pde/pde_slides.pdfWave Equation displacement second partial / \ ^ second partial derivative

Gifted

Page 24: Partial Differential Equations - Harvard Universitypeople.math.harvard.edu/~knill/pedagogy/pde/pde_slides.pdfWave Equation displacement second partial / \ ^ second partial derivative

Sofia Kowalevsky

Page 25: Partial Differential Equations - Harvard Universitypeople.math.harvard.edu/~knill/pedagogy/pde/pde_slides.pdfWave Equation displacement second partial / \ ^ second partial derivative

Eiconal Equation

f x + f y2 2 = 1

Page 26: Partial Differential Equations - Harvard Universitypeople.math.harvard.edu/~knill/pedagogy/pde/pde_slides.pdfWave Equation displacement second partial / \ ^ second partial derivative
Page 27: Partial Differential Equations - Harvard Universitypeople.math.harvard.edu/~knill/pedagogy/pde/pde_slides.pdfWave Equation displacement second partial / \ ^ second partial derivative

Maxwell equations

div(B) = 0 div(E) = 4 πρ curl(E) = -B'/c

curl(B) = E'/c+4 πj/c

Page 28: Partial Differential Equations - Harvard Universitypeople.math.harvard.edu/~knill/pedagogy/pde/pde_slides.pdfWave Equation displacement second partial / \ ^ second partial derivative

HI

Waves in the etherMaxwell's Equations

V-E = 0 VxE=electricfield

magneticfield

i c ^ pcurl speed of

light

VxH =

magneticfield

;rate of changewith respect to time

electricfield

What do they say?

Electricity and magnetism can't just leak away. A spinningregion of electric field creates a magnetic field at right angles tothe spin. A spinning region of magnetic field creates an electricfield at right angles to the spin, but in the opposite direction.

Why is that important?It was the first major unification of physical forces, showingthat electricity and magnetism are intimately interrelated.

What did it lead to?The prediction that electromagnetic waves exist, travelling atthe speed of light, so light itself is such a wave. This motivatedthe invention of radio, radar, television, wireless connectionsfor computer equipment, and most modern communications.

Page 29: Partial Differential Equations - Harvard Universitypeople.math.harvard.edu/~knill/pedagogy/pde/pde_slides.pdfWave Equation displacement second partial / \ ^ second partial derivative

f + f f t x

= f-x fxx2

Black Scholes

Page 30: Partial Differential Equations - Harvard Universitypeople.math.harvard.edu/~knill/pedagogy/pde/pde_slides.pdfWave Equation displacement second partial / \ ^ second partial derivative
Page 31: Partial Differential Equations - Harvard Universitypeople.math.harvard.edu/~knill/pedagogy/pde/pde_slides.pdfWave Equation displacement second partial / \ ^ second partial derivative

The Midas formulaBlack-Scholes Equation

rate of changeof rate of change

volatility

iiliSlifciBliil

price of commodity

price of financial derivative—^ ra te o f change

risk-free interest rate

What does it say?It describes how the price of a financial derivative changes overtime, based on the principle that when the price is correct, thederivative carries no risk and no one can make a profit byselling it at a different price.

Why is that important?It makes it possible to trade a derivative before it matures byassigning an agreed 'rational' value to it, so that it can becomea virtual commodity in its own right.

What did it lead to?Massive growth of the financial sector, ever more complexfinancial instruments, surges in economic prosperitypunctuated by crashes, the turbulent stock markets of the1990s, the 2008-9 financial crisis, and the ongoing economicslump.

Page 32: Partial Differential Equations - Harvard Universitypeople.math.harvard.edu/~knill/pedagogy/pde/pde_slides.pdfWave Equation displacement second partial / \ ^ second partial derivative

The End

O. Knill, October 7, 2019


Recommended