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