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Sums of three squares and spatial statistics on the sphere Aisenstadt lecture Zeev Rudnick Cissie & Aaron Beare Chair, Tel Aviv University joint with Jean Bourgain & Peter Sarnak (IAS)

Sums of three squares and spatial statistics on the sphere ... · Sums of two squares Fermat: Primes are of the form p=x2+y2 ↔ p≠3 mod 4 ( 50% of the primes) An integer n>0 is

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Page 1: Sums of three squares and spatial statistics on the sphere ... · Sums of two squares Fermat: Primes are of the form p=x2+y2 ↔ p≠3 mod 4 ( 50% of the primes) An integer n>0 is

Sums of three squares and spatial

statistics on the sphere

Aisenstadt lecture

Zeev Rudnick Cissie & Aaron Beare Chair,

Tel Aviv University

joint with Jean Bourgain & Peter Sarnak (IAS)

Page 2: Sums of three squares and spatial statistics on the sphere ... · Sums of two squares Fermat: Primes are of the form p=x2+y2 ↔ p≠3 mod 4 ( 50% of the primes) An integer n>0 is

Sums of 4 squares

Lagrange (1770): Every positive integer is a sum of 4 squares

n=x2+y2 +z2+w2

Jacobi (1834): The number of such representations

4

|0mod4

( ) 8d nd

N n d

Example: n=7 then we have N(7) =8(7+1)=64

( 2, 1, 1, 1 ), ( 1, 2, 1, 1), ( 1, 1, 2, 1), ( 1, 1, 1, 2)

Page 3: Sums of three squares and spatial statistics on the sphere ... · Sums of two squares Fermat: Primes are of the form p=x2+y2 ↔ p≠3 mod 4 ( 50% of the primes) An integer n>0 is

Sums of two squares

Fermat: Primes are of the form p=x2+y2 ↔ p≠3 mod 4

( 50% of the primes)

An integer n>0 is a sum of two squares ↔ ordq(n) is even

for all primes q=3 mod 4

n=2c∏I pia(i)∏j qj

2b(j) pi =1 mod 4, qj =3 mod 4 primes,

e.g. 325=(3•2)2+(3•1)2 , but 33≠□+□

(0% of the integers !)

Page 4: Sums of three squares and spatial statistics on the sphere ... · Sums of two squares Fermat: Primes are of the form p=x2+y2 ↔ p≠3 mod 4 ( 50% of the primes) An integer n>0 is

The number of representations

In terms of prime decomposition: if n=2c∏I pia(i)∏j qj

2b(j)

pi =1 mod 4, qj =3 mod 4 primes, then: N2(n) =4∏i (a(i)+1)

Example: n=21125=53 ∙132 → N2(n)=48=4∙(3+1)∙(2+1)

2 2 2

2 : # ( , ) :N n x y x y n Z

Upper bound: N2(n) << nε , for all ε>0.

This is the number of points on a circle of radius √n

Landau (1908): “on average” <N2(n)>= const∙√log(n) .

Page 5: Sums of three squares and spatial statistics on the sphere ... · Sums of two squares Fermat: Primes are of the form p=x2+y2 ↔ p≠3 mod 4 ( 50% of the primes) An integer n>0 is

Sums of 3 squares

)78(4222 bnzyxn aLegendre/Gauss:

( n>0)

Primitive representation: gcd(x,y,z)=1

n is primitively represented as a sum of 3 squares ↔ n≠0,4,7 mod 8

Exercise: if n=4a then Nn=6

)2,1,0(),1,2,0(),2,0,1(

),1,0,2(),0,2,1(),0,1,2(

nzyxzyxNn 222:),,(#:

Example: n=5 then we have N5=24

The number of representations

Page 6: Sums of three squares and spatial statistics on the sphere ... · Sums of two squares Fermat: Primes are of the form p=x2+y2 ↔ p≠3 mod 4 ( 50% of the primes) An integer n>0 is

The number of representations

Gauss’ formula : For squarefree n, Nn≈√n •L(1,χ-n)

1(1, ), 0nL

n

Siegel:

If n is primitively representable as a sum of three squares then Nn=n1/2±o(1)

1

1

( ) ( )( , ) 1

s sn p

n pL s

n p

( )n

np

p

Legendre symbol

Dirichlet L-function

GRH implies (1, ) 1/ lognL n

(1, ) lognL n Upper bound

Page 7: Sums of three squares and spatial statistics on the sphere ... · Sums of two squares Fermat: Primes are of the form p=x2+y2 ↔ p≠3 mod 4 ( 50% of the primes) An integer n>0 is

Spatial distribution of solutions

Project the different representations of n

to the unit sphere S2:

2),,(1

),,( Szyxn

zyx

We get a set L(n) of Nn ≈√n points on S2

- call them “Linnik points”

Goal: are the point sets L(n) “random” or “rigid” ?

Page 8: Sums of three squares and spatial statistics on the sphere ... · Sums of two squares Fermat: Primes are of the form p=x2+y2 ↔ p≠3 mod 4 ( 50% of the primes) An integer n>0 is

Random and rigid points sets

Binomial process: N independent points, each uniformly distributed on S2 :

kNk AAk

NkA

))(1()()(# Bin(N)Prob

Random sets:

“Rigid” sets: Want point sets which look like a lattice in the plane -

doesn’t exist on the sphere

Page 9: Sums of three squares and spatial statistics on the sphere ... · Sums of two squares Fermat: Primes are of the form p=x2+y2 ↔ p≠3 mod 4 ( 50% of the primes) An integer n>0 is

Uniform distribution on S2

)(area

)(area

)(#

))((#2S

B

nE

BnEn

Definition: A collections of subsets E(n) in S2 become uniformly distributed if for any

nice set B in S2

Equivalently, for any continuous function fεC(S2),

2

)()(area

1)(

)(#

12

)( S

nnEP

dxxfS

PfnE

Page 10: Sums of three squares and spatial statistics on the sphere ... · Sums of two squares Fermat: Primes are of the form p=x2+y2 ↔ p≠3 mod 4 ( 50% of the primes) An integer n>0 is

Linnik’s conjecture

Uniform distribution (Linnik’s conjecture)

As n→∞, n≠0,4,7 mod 8, the sets L(n) becomes uniformly distributed on S2 .

Proved by Linnik, partially assuming GRH, (1940),

Proved unconditionally by Duke, Golubeva-Fomenko (1988), (via Iwaniec).

A similar result holds in higher dimension

(Pommerenke, 1959)

Page 11: Sums of three squares and spatial statistics on the sphere ... · Sums of two squares Fermat: Primes are of the form p=x2+y2 ↔ p≠3 mod 4 ( 50% of the primes) An integer n>0 is

Uniform distribution & its failure on

the circle Kátai-Környei (1977), Erdos-Hall (1999): For “almost all” n=□+□ ,

the projected lattice points (x,y)/√n εS1 are uniformly distributed

However:

Cillereuello: The is a subsequence of n’s so that the projected lattice points

converge to an average of 4 delta-masses

Kurlberg-Wigman (2014): Classified all possible limit measures on S1 .

2 2 12

1, ( )

( ) x y n S

x yf f z dz

N n n n

2 2

2

1 1, (1,0) ( 1,0) (0,1) (0, 1)

( ) 4x y n

x yf f f f f

N n n n

Page 12: Sums of three squares and spatial statistics on the sphere ... · Sums of two squares Fermat: Primes are of the form p=x2+y2 ↔ p≠3 mod 4 ( 50% of the primes) An integer n>0 is

Beyond equidistribution :

randomness on smaller scales

Uniform distribution means randomness on scale of O(1) – subsets in S2 of fixed size.

Question: randomness on smaller scales?

Page 13: Sums of three squares and spatial statistics on the sphere ... · Sums of two squares Fermat: Primes are of the form p=x2+y2 ↔ p≠3 mod 4 ( 50% of the primes) An integer n>0 is

The electrostatic energy

Visualization: Rob Womersley

N

i ij ji

NPP

PPEnergy1

1||

1:),,(

The electrostatic energy of N points on the sphere S2 is

Thomson’s question (1904): Find configurations of charges on

the sphere which minimize energy (stable configurations)

J.J. Thomson, Nobel prize 1903

Page 14: Sums of three squares and spatial statistics on the sphere ... · Sums of two squares Fermat: Primes are of the form p=x2+y2 ↔ p≠3 mod 4 ( 50% of the primes) An integer n>0 is

The known minimal energy configurations

Minimum energy configurations have been rigorously identified only for N=2,3,4,5,6,12

the optimal configuration consists of electrons residing at vertices of

• N=2: antipodal points.

• N=3: equilateral triangle about a great circle (Foppl, 1912)

• N=4: regular tetrahedron.

• N=5: triangular dipyramid (rigorous proof: R. Schwartz, 2013)

• N=6: regular octahedron. (Yudin 1993)

• N=12: regular icosahedron. (Andreev 1996)

triangular dipyramid

Finding stable configurations is notoriously difficult; known numerically for n <112 .

N=7

Page 15: Sums of three squares and spatial statistics on the sphere ... · Sums of two squares Fermat: Primes are of the form p=x2+y2 ↔ p≠3 mod 4 ( 50% of the primes) An integer n>0 is

Energy of stable configurations

for large N

Wagner (1992): The energy of stable configurations is ~ N2 :

22/3

1

2

1,,

~)(||

),,Energy(min2 2

21

NNOyx

dxdyNPP

S S

NSPP N

Question: What is the energy for Linnik points L(n)?

Peled (2010): for N “random” points, Energy~N2 almost surely

N

i ij ji

NPP

PPEnergy1

1||

1:),,(

Page 16: Sums of three squares and spatial statistics on the sphere ... · Sums of two squares Fermat: Primes are of the form p=x2+y2 ↔ p≠3 mod 4 ( 50% of the primes) An integer n>0 is

The energy of Linnik points

Theorem (Bourgain, ZR, Sarnak): The energy of the Linnik points L(n) is close to minimal

)())(( 22 NONnLEnergy

Proof: equidistribution + control of # of close neighbours

)( ||

1:))((

nLP PQ QPnLEnergy

NxP

dxN

QPS

QPnLQ

2 ||

~||

1

)(

Would like to use uniform distribution to claim that for each P

2

)(

~))(( NNnLEnergynLP

Problem: The function Q → 1/|P-Q| is not continuous !

In fact a point Q with |P-Q|<1/N1-o(1) , gives a contribution bigger than main term N

Page 17: Sums of three squares and spatial statistics on the sphere ... · Sums of two squares Fermat: Primes are of the form p=x2+y2 ↔ p≠3 mod 4 ( 50% of the primes) An integer n>0 is

Example: A close pair

)0,1,(1

)0,,1(1

,)1( 22 kkn

Qkkn

Pkkn

1 (1)

(1, )2 1| | n

o

LP Q

N Nn

A packing argument leads us to believe that typical nearest neighbor distance is 1/√N .

Page 18: Sums of three squares and spatial statistics on the sphere ... · Sums of two squares Fermat: Primes are of the form p=x2+y2 ↔ p≠3 mod 4 ( 50% of the primes) An integer n>0 is

Packing argument

Claim: For any set X of N points on the sphere

Xx

x 16)(

Indeed, the (spherical) area of a disk of (euclidean) radius A on the sphere is πA2 ;

around each x draw a disk of radius 𝛿/2 , which has area πδ(x)/4; these are disjoint so

their total area is at most the area of the sphere, which is 4 π

Xx

Sx

4)(area4

)( 2

Xx

X Nx

Nx

16)(

1:

Squared nearest neighbor distance:

2||min:)( yxxxy

Page 19: Sums of three squares and spatial statistics on the sphere ... · Sums of two squares Fermat: Primes are of the form p=x2+y2 ↔ p≠3 mod 4 ( 50% of the primes) An integer n>0 is

Controlling close pairs

hyxnyxyxhnA 2223 ||,|||:|,#:),( Z

Venkov 1931, Pall 1948 : Explicit computation of local factors (crucial).

2/1),gcd(),( hnnhnA

- allows to control contribution of “close” pairs and show Energy(L(n))~N2 . QED

Counting pairs of points at a given distance

2)2(|

2 ),(),(24),(

phnhp

p hnhnhnA Siegel’s mass formula:

h≠0

hyxnyxpyxp

hn k

kk

p

222

3||,|||:|mod,#

1),( lim

Page 20: Sums of three squares and spatial statistics on the sphere ... · Sums of two squares Fermat: Primes are of the form p=x2+y2 ↔ p≠3 mod 4 ( 50% of the primes) An integer n>0 is

For random points

1) Mean value <δ> ~ 4/N

2) Distribution of normalized squared nearest neighbor distances δ(x)/<δ> is exponential

- in particular is unbounded

Nearest neighbor distances

( )

1( ) : ( )

nx E nn

x xN

Squared nearest neighbor distance:

A packing argument leads us to believe that typical nearest neighbor distance is 1/√N .

Dahlberg (1978): For least energy configurations, the nearest neighbor distances are

ALL commensurable to 1/√N : There are 0<c<C s.t. for all N, any stable configuration

S(N) of N points on the sphere

2||min:)( yxxxy

N

Cx

N

cNSx )(:)( rigidity

Page 21: Sums of three squares and spatial statistics on the sphere ... · Sums of two squares Fermat: Primes are of the form p=x2+y2 ↔ p≠3 mod 4 ( 50% of the primes) An integer n>0 is

Distribution of nearest neighbor distances

Conjecture: For the Linnik points L(n), the squared n.n. distances behave like those of

random pts

1) Mean: <δ>n~ 4/Nn = random value

2) Distribution P(s) of δ(x)/<δ> is exponential: P(s)=exp(-s)

THM (BRS): Any possible limit P(s) is absolutely continuous (assuming GRH)

Page 22: Sums of three squares and spatial statistics on the sphere ... · Sums of two squares Fermat: Primes are of the form p=x2+y2 ↔ p≠3 mod 4 ( 50% of the primes) An integer n>0 is

The least spacing statistic

For N random points, least spacing is a.s. 1/N1±o(1) (lower & upper bound) --

“birthday paradox”

However for “rigid” points, and for minimal energy configurations,

the least spacing is of order 1/√N (Dahlberg 1978)

||min:)(

)(,

min yxnd

nEyxyx

N

CNSd

N

c ))((min

Page 23: Sums of three squares and spatial statistics on the sphere ... · Sums of two squares Fermat: Primes are of the form p=x2+y2 ↔ p≠3 mod 4 ( 50% of the primes) An integer n>0 is

Least spacing for Linnik points Because the point sets L(n) come from integer points, the least spacing is >1/√n

Theorem: For almost all n, dmin(L(n))≈n-1/2+o(1)=N-1+o(1)

Implied by: almost all n is a sum of two squares

and a “mini-square”

nzzyxn ||,222

Wooley (2013): For a.e. n, can make |z|<(log N)1+o(1)

(x,y,+z)

(x,y,-z)

2z

Linnik conjectured that this holds for ALL n

)1(1

||||)(,

min

1min||min:))((

22

o

QnP

QPnLyx

yxN

nyxnLd

i.e. random-like behaviour

Page 24: Sums of three squares and spatial statistics on the sphere ... · Sums of two squares Fermat: Primes are of the form p=x2+y2 ↔ p≠3 mod 4 ( 50% of the primes) An integer n>0 is

Summary

We studied properties of the sets L(n) of points on the sphere arising from writing

n=x2+y2+z2 which go beyond uniform distribution:

•The electrostatic energy is close to minimal .

•Distribution of nearest neighbors seems random

•Least spacing is typically random

•Some theoretical results.