the dynamics & geometry of multiresolution methods wayne m. lawton department of mathematics...

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The DYNAMICS & GEOMETRY of MULTIRESOLUTION METHODS Wayne M. Lawton Department of Mathematics National University of Singapore 2 Science Drive 2 Singapore 117543 Email [email protected] Tel (65) 874-2749 Fax (65) 779-5452

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Page 1: The DYNAMICS & GEOMETRY of MULTIRESOLUTION METHODS Wayne M. Lawton Department of Mathematics National University of Singapore 2 Science Drive 2 Singapore

The DYNAMICS & GEOMETRY of MULTIRESOLUTION METHODS

Wayne M. Lawton

Department of Mathematics

National University of Singapore

2 Science Drive 2

Singapore 117543

Email [email protected] (65) 874-2749Fax (65) 779-5452

Page 2: The DYNAMICS & GEOMETRY of MULTIRESOLUTION METHODS Wayne M. Lawton Department of Mathematics National University of Singapore 2 Science Drive 2 Singapore

OUTLINE

Dynamical Systems and Positional Notation

Multiresolution Computational Methods

Projective Geometry and Nonnegative Matrices

Transfer Operators in Statistical Physics and QFT

Refinable Functions and Wavelets

Recent Progress

Page 3: The DYNAMICS & GEOMETRY of MULTIRESOLUTION METHODS Wayne M. Lawton Department of Mathematics National University of Singapore 2 Science Drive 2 Singapore

POSITIONAL NOTATION - HISTORY

“The invention of positional notation was the first profound mathematical advance. It made accurate and efficient calculations possible”, Mathematics in Civilization, H. L. Resnikoff & R. O. Wells, Jr.,Dover, NY,1973,1984

Romans 750 BC - 476 AD

Sumerian and Babylonian (Akkadian) 6000-0 BC

}59,...,2,1,0{,...d,c,b,a ...60/dcb60a3600,...d;c,b,a

(I, V, X, L, C, D) = (1,5,10,50,100,500)

Page 4: The DYNAMICS & GEOMETRY of MULTIRESOLUTION METHODS Wayne M. Lawton Department of Mathematics National University of Singapore 2 Science Drive 2 Singapore

Z

DZ:h

INTEGER REPRESENTATION

Integers

Digits

andDefine functions

Base }1,0,1{\Zm

DmZZ|,m||D|,ZD0

ZZ:f Zn),n(fm)n(hn

and digit sequences

)n(fmnmmnn 1k1kk

k10

Zn,0j)),n(f(hn jj

Theorem An integer n admits an (m,D)-expansion if and only if the trajectory of n under f converges to 0

Proof )n(fmmnn)n(mfnn 22100

Page 5: The DYNAMICS & GEOMETRY of MULTIRESOLUTION METHODS Wayne M. Lawton Department of Mathematics National University of Singapore 2 Science Drive 2 Singapore

}1|m|

}Dd|:dmax{||n|:n{S

INTEGRAL DYNAMICS

is a basin of attraction since

ZZ:f For the dynamical system

S)S(f

and for every Zn there exists a positive integer

)n(k such that S)n(f )n(k

Therefore, the orbit of every point converges to a periodic orbit contained in S.

Page 6: The DYNAMICS & GEOMETRY of MULTIRESOLUTION METHODS Wayne M. Lawton Department of Mathematics National University of Singapore 2 Science Drive 2 Singapore

EXAMPLES

all nonnegative integers admit expansions

}1,0,1{S},9....,1,0{D,10m }0{})1,0({f},1{})1({f

}0{S},5,...,3,4{D,10m all integers admit expansions

}1,0,1{S},1,0{D,2m }0{})1,0({f},1{})1({f

all integers admit expansions

}2,1,0,1,2{S},5,1,0{D,3m }2{})1({f},1{})2,2({f},0{})1,0({f

some nonnegative integers admit expansions

Page 7: The DYNAMICS & GEOMETRY of MULTIRESOLUTION METHODS Wayne M. Lawton Department of Mathematics National University of Singapore 2 Science Drive 2 Singapore

RELATED PROBLEM

even,oddnfor2/n,2/)1n3(:)n(T

L. Collatz 1932 introduced the function

and conjectured that all its trajectories converge to {1,2}

Known as Ulam’s problem in computer science, it has connections with undecidability, numerical analysis, number theory and probability

Page 8: The DYNAMICS & GEOMETRY of MULTIRESOLUTION METHODS Wayne M. Lawton Department of Mathematics National University of Singapore 2 Science Drive 2 Singapore

REAL NUMBER REPRESENTATION

Dd:dm:F j1j

jj

Theorem FZR

Fractions

Proof

since FZ)FmZD(m)FZ(m 11 FZZm j

0j

FZ is closed since

Corollary F has nonempty interior and measure at least one, with measure one if and only if the representation is unique almost everywhere

it contains the dense set

F is compact, and

Page 9: The DYNAMICS & GEOMETRY of MULTIRESOLUTION METHODS Wayne M. Lawton Department of Mathematics National University of Singapore 2 Science Drive 2 Singapore

REAL NUMBER REPRESENTATION

satisfies refinement equation

0else,Dn if1)n(c If

then

h)h( W where

j )jmx()j(c)x(

RZ:c

satisfies

and

0else,Fx if1)x( RR:

RZ:h dx)nx()x()n(h

)Z(R)Z(R: 00 WL]}[-L,supp(f):RZ:f{:)Z(R0

)mk(fcc~m)k)(f( 1 W

)1|m/(|))Dmin()D(max(:L

Page 10: The DYNAMICS & GEOMETRY of MULTIRESOLUTION METHODS Wayne M. Lawton Department of Mathematics National University of Singapore 2 Science Drive 2 Singapore

REAL NUMBER REPRESENTATION

Proof (If)

Theorem

)(W

Construct the sequence

Almost all real numbers have unique representation (Z + F) if and only if 1 is a simple eigenvalue of W

is represented by a nonnegative matrix W

h

)Z(R0

W

0else,0n if1)n( by

Then observe that

However, uniqueness occurs if and only if

Page 11: The DYNAMICS & GEOMETRY of MULTIRESOLUTION METHODS Wayne M. Lawton Department of Mathematics National University of Singapore 2 Science Drive 2 Singapore

PROJECTIVE GEOMETRY AND NONNEGATIVE MATRICES

Proof

Theorem Pappus (conjectured 500 BC, proved 300 AD)

Cross ratios are invariant under projective maps

Corollary Perron-Frobenius theorem for nonnegative matrices

Page 12: The DYNAMICS & GEOMETRY of MULTIRESOLUTION METHODS Wayne M. Lawton Department of Mathematics National University of Singapore 2 Science Drive 2 Singapore

RUELLE TRANSFER OPERATORS

XX:A }0{RX:r

)X(R)X(R: R

x)y(A

)y(f)y(r)x)(f(R

Theorem If h)h( R0h and

then ))h(set_zero(A)h(set_zero Theorem

RFFWZ/RX

j j

j ))xid2exp((m)x(rCorollary Uniqueness if and only if D is relatively prime

and nice

Zmodmx)x(A then

If