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(December 25, 2013)
Fourier series, Weyl equidistribution
Paul Garrett [email protected]
http://www.math.umn.edu/egarrett/
[This document is http://www.math.umn.edu/˜garrett/m/mfms/notes 2013-14/04 Fourier-Weyl.pdf]
• Dirichlet’s pigeon-hole principle, approximation theorem
• Kronecker’s approximation theorem
• Weyl equidistribution
1. Dirichlet’s pigeon-hole principle, approximation theorem
The pigeon-hole principle [1] formulated by Dirichlet by 1834, observes that when N +1 things are partitioned
into N disjoint subsets, there is at least one subset containing at least 2 things. The archetypical application
is the following:
[1.0.1] Theorem: (Dirichlet) For every real α and every integer N ≥ 1, there are integers p, q with
1 ≤ q ≤ N such that |qα − p| ≤ N1 .
Proof: For each m in the range 1 ≤ m ≤ N + 1, choose n = nm so that mα − nm ∈ [0, 1) is the fractional
part [2] of mα. The N + 1 choices of m produce N + 1 numbers mα − n in [0, 1). Dividing the interval into N
subintervals of length N1 , by the pigeon-hole principle some subinterval contains both mα − n and m0 α − n0
for some 1 ≤ m0 < m ≤ N + 1. That is,
1
≥ |(mα − n) − (m0 α − n0 )| = |(m − m0 )α − (n − n0 )|
N
so 1 ≤ q = m − m0 ≤ N and p = n − n0 meet the requirement of the theorem.
///
[1.0.2] Remark: This result admits many elaborations and strengthenings, with similar proofs.
2. Kronecker’s approximation theorem
The following is a special case of Kronecker’s 1884 generalization of Dirichlet’s approximation results, in
which Kronecker illustrates a different causal mechanism:
[2.0.1] Theorem: The collection of integer multiples nα of irrational real α is dense in T = R/Z.
Proof: The assertion is equivalent to Zα + Z being dense in R. The topological closure Γ of Zα + Z in R
is still a subgroup of R. The topologically-closed subgroups of R are classifiable: they are exactly {0}, free
Z-modules Zβ on a single generator β 6= 0, and the whole R. Granting this classification for a moment, if Γ
is not the whole, then Γ = Z · β for some β, and certainly Zα + Z ⊂ Zβ. Thus, Z ⊂ Zβ, so 1 = nβ for some
integer n, and β = n1 . Similarly, 1 · α = mβ = m
n for some n, so α is rational.
Now we classify topologically-closed subgroups Γ 6= {0} of R. Since Γ 6= {0} and is closed under additive
inverses, Γ contains positive elements.
[1] Dirichlet used Schubfachprinzip, which is drawer principle.
[2] The fractional part of a real number α, sometimes denoted {α} or hαi or α mod 1, in an elementary context is
hαi = α − bαc, where bαc is the greatest integer less than or equal α. More to the point, the fractional part is really
the image of α in the quotient R/Z.
1
Paul Garrett: Fourier series, Weyl equidistribution (December 25, 2013)
In the case that there is a least positive element γo , we claim that Γ = Z·γo . Indeed, given another 0 < γ ∈ Γ,
by the archimedean property of the real numbers there is an integer n such that nγo ≤ γ < (n + 1)γo . In
fact, nγo = γ, or else 0 < γ − nγo < γo , contradicting the minimality of γo .
In the case that there is no least positive γo ∈ Γ, let γ1 > γ2 > . . . > 0 be an infinite sequence of positive
elements of Γ. The infimum γo of this sequence is in Γ, since Γ is closed. Replacing γj by γj − γo , we can
assume that γj → 0. Given real β, there is integer n such that nγj ≤ β < (n + 1)γj by archimedean-ness, so
Zγj contains elements within |γj | of any real number. Since γj → 0, given ε > 0 there is |γj | < ε, so every
real number is within ε > 0 of Zγj . Thus, the topologically closed subgroup Γ must be R.
///
A similar argument would prove Kronecker’s multi-dimensional version:
[2.0.2] Theorem: (Kronecker) An n-tuple α = (α1 , . . . , αn ) of real numbers is linearly independent over Q
if and only if the topological closure of the collection {N · α : N = 1, 2, 3, . . .} of multiples of α is dense in
the n-torus Tn = Rn /Zn .
///
3. Weyl equidistribution
The idea of a sequence of real numbers α1 , α2 , . . . being equidistributed modulo Z, that is, in R/Z, is a
quantitative strengthening of a merely qualitative density assertion.
A sample equidistribution requirement is that the number of hαn i with 1 ≤ n ≤ N in any subinterval [a, b]
of [0, 1] is asymptotically N · |b − a| as N → ∞.
[3.1] One-dimensional equidistribution
With various formulations of integral, the stronger notion of
equidistribution is equivalent to
Z 1
N
1 X
f (α` ) =
f (x) dx
N →+∞ N
0
(for every Z-periodic f ∈ C ∞ (R))
lim
`=1
[3.1.1] Theorem: (Weyl) A sequence {α` } is equidistributed modulo Z if and only if
lim
N
N
1 X 2πinα`
e
= 0
N
(for every n 6= 0)
`=1
For example, for irrational real α, the sequence α, 2α, 3α, . . . is equidistributed modulo Z.
Proof: The function f (x) = e2πinx is smooth and Z-periodic, so the assumption of equidistribution of {α` }
implies
N
1 X 2πinα`
lim
e
= 0
N N
(for every n 6= 0)
`=1
On the other hand, smooth Z-periodic f has Fourier expansion
for all x. From the uniform estimate
N
1 X
e2πinα` ≤ 1
N
P b
2πinx
converging absolutely to f (x)
n f (n) e
(uniformly in n ∈ Z)
`=1
and noting fb(0) =
R1
0
f (x) dx,
N
N
N
N
X
1 X
1 XX b
1 X b X 2πinα`
1 X 2πinα`
f (α` ) =
f (n)e2πinα` =
f (n)
e
= fb(0) +
fb(n) ·
·
e
N
N
N n
N
n
`=1
`=1
`=1
2
n6=0
`=1
Paul Garrett: Fourier series, Weyl equidistribution (December 25, 2013)
1
N
For any cut-off b, estimate
X
|fb(n)| ·
n6=0
PN
`=1
f (α` ) −
R1
0
N
1 X
·
f (α` ) ≤
N
f (x) dx by
X
`=1
|fb(n)| ·
N
X
1 X
·
f (α` ) +
|fb(n)| · 1
N
`=1
0<|n|≤b
b<|n|
P
Since the Fourier series of f converges absolutely, given ε > 0 there is large-enough b so that |n|>b |fb(n)| < ε.
P
With that b, since N1 1≤`≤N e2πinα` → 0 for each fixed n 6= 0, and since there are only finitely-many n
with 0 < |n| ≤ b, for large-enough N
X
|fb(n)| ·
N
1 X
·
f (α` ) < ε
N
`=1
0<|n|≤b
Thus,
N
1 X
f (α` ) − fb(0) < 2ε
N
`=1
That is,
1
N
PN
`=1
f (α` ) −→
R1
0
f (x) dx, and Weyl’s criterion suffices for equidistribution.
In the example of integer multiples of an irrational number, by summing a geometric series, with n 6= 0,
=
N
1 − e2πin(N +1)α
1 X 2πin·`α
e
=
N
1 − e2πinα
`=1
The irrationality of α and n 6= 0 assure that the denominator does not vanish. Thus,
N
1 X 2πin·`α
1
2
e
≤
·
→ 0
N
N |1 − e2πinα |
(for each fixed n 6= 0)
`=1
proving equidistribution of {`α}.
///
[3.1.2] Remark: The proof only used absolute convergence pointwise of the Fourier series of f to f . Infinitedifferentiability of f assures this, but much less is needed. On the other hand, more than just continuity of
f is needed, since the Fourier series of typical continuous functions do not converge to them pointwise.
[3.2] Higher-dimension analogues Fourier series of functions f on Rn /Zn can be written
X
fb(ξ) e2πiξ·x
ξ∈Zn
where ξ · x = ξ1 x1 + ξ2 x2 + . . . + ξn xn , and
Z
fb(ξ) =
1
1
Z
e−2πiξ·x f (x) dx
...
0
0
The notion of equidistribution modulo Zn of a sequence {α` } in Rn is the same:
lim
N
1
N
X
1≤`≤N
Z
f (α` ) =
1
Z
...
0
1
(for all Zn -periodic smooth f on Rn )
f (x) dx
0
Assuming we know that Fourier series of a nice Zn -periodic function f on Rn converges absolutely to f
pointwise, the same argument proves
3
Paul Garrett: Fourier series, Weyl equidistribution (December 25, 2013)
[3.2.1] Theorem: (Weyl) A sequence {α` } in Rn is equidistributed modulo Zn if and only if
lim
N
1
N
X
e2πiξ·α` = 0
(for all 0 6= ξ ∈ Zn )
1≤`≤N
For example, for real numbers β1 , . . . , βn , the sequence α` = ` · (β1 , . . . , βn ) is equidistributed modulo Zn if
and only if 1, β1 , . . . , βn are linearly independent over Q.
///
[3.2.2] Remark: Weyl’s criterion for equidistribution can be applied to compact topological groups K of
various sorts, in place of Rn /Zn , especially compact Lie groups, because of the spectral decomposition of
L2 (K) analogous to Fourier series on Rn /Zn .
[3.2.3] Remark: Weyl treated a more serious problem, that of equidistribution modulo Z of sequences
α` = P (`) with polynomial P .
Bibliography
[Dirichlet 1829] P. G. L. Dirichlet, Sur la convergence des series trigonomeétriques que servent à représenter
une function arbitraire entre des limites données, J. für die reine und angew. Math. 4 (1829), 157-169.
[Dirichlet 1863] P. G. L. Dirichlet, Vorlesungen über Zahlentheorie, Vieweg, 1863.
[Erdös-Turán 1948] P. Erdös, P. Turán, On a problem in the theory of uniform distribution, I, II, Nederl.
Akad. Wetensch. 51, 1146-1154, 1262-1269.
[Fourier 1807] J. Fourier, Mémoire sur la propagation de la chaleur dans les corps solides, Nouveau Bulletin
des Sciences par la Soc. Phil. de Paris I no. 6, (1808), 112-116; Oeuvres complètes, tome 2, G. Darboux,
215-221.
[Kronecker 1884] L. Kronecker, Näherungsweise ganzzahlige Auflösung linearer Gleichungen, Werke 3,
Chelsea, 1968, 47-109 (original 1884).
[Miller 2013] J. Miller, Earliest known uses of some of the words of mathematics,
http://jeff560.tripod.com/mathword.html, uploaded Sept. 14, 2013.
[Weyl 1916] H. Weyl, Über die Gleichverteilung von Zahlen modulo Eins, Math. Ann. 77 no. 3 (1916),
313-352.
[Weyl 1921] H. Weyl, Zur Abschätzung von ζ(1 + it), Math. Zeit. 10 (1921), 88-101.
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