Crosscorrelation of m-sequences, Exponential sums and Dickson

Similar documents
By the end of this section you will be able to prove the Chinese Remainder Theorem apply this theorem to solve simultaneous linear congruences

BINOMIAL THEOREM An expression consisting of two terms, connected by + or sign is called a

BINOMIAL THEOREM NCERT An expression consisting of two terms, connected by + or sign is called a

Greatest term (numerically) in the expansion of (1 + x) Method 1 Let T

Recursion. Algorithm : Design & Analysis [3]

Lecture 3 : Concentration and Correlation

= 5! 3! 2! = 5! 3! (5 3)!. In general, the number of different groups of r items out of n items (when the order is ignored) is given by n!

Einstein Classes, Unit No. 102, 103, Vardhman Ring Road Plaza, Vikas Puri Extn., Outer Ring Road New Delhi , Ph. : ,

CHAPTER 5 : SERIES. 5.2 The Sum of a Series Sum of Power of n Positive Integers Sum of Series of Partial Fraction Difference Method

Minimization of the quadratic test function

I PUC MATHEMATICS CHAPTER - 08 Binomial Theorem. x 1. Expand x + using binomial theorem and hence find the coefficient of

Lecture 24: Observability and Constructibility

Lecture 6: October 16, 2017

Using Counting Techniques to Determine Probabilities

Finite q-identities related to well-known theorems of Euler and Gauss. Johann Cigler

Topic 9 - Taylor and MacLaurin Series

On ARMA(1,q) models with bounded and periodically correlated solutions

2012 GCE A Level H2 Maths Solution Paper Let x,

BINOMIAL THEOREM & ITS SIMPLE APPLICATION

( ) ( ) ( ) ( ) Solved Examples. JEE Main/Boards = The total number of terms in the expansion are 8.

Strong Result for Level Crossings of Random Polynomials

EXAMPLES. Leader in CBSE Coaching. Solutions of BINOMIAL THEOREM A.V.T.E. by AVTE (avte.in) Class XI

The Discrete Fourier Transform

( ) 1 Comparison Functions. α is strictly increasing since ( r) ( r ) α = for any positive real number c. = 0. It is said to belong to

Auchmuty High School Mathematics Department Sequences & Series Notes Teacher Version

Progression. CATsyllabus.com. CATsyllabus.com. Sequence & Series. Arithmetic Progression (A.P.) n th term of an A.P.

SVD ( ) Linear Algebra for. A bit of repetition. Lecture: 8. Let s try the factorization. Is there a generalization? = Q2Λ2Q (spectral theorem!

Sums of Involving the Harmonic Numbers and the Binomial Coefficients

Different kinds of Mathematical Induction

Applied Mathematical Sciences, Vol. 2, 2008, no. 9, Parameter Estimation of Burr Type X Distribution for Grouped Data

ICS141: Discrete Mathematics for Computer Science I

A note on random minimum length spanning trees

Chapter 2 The Solution of Numerical Algebraic and Transcendental Equations

Continuous Functions

LESSON 15: COMPOUND INTEREST

Using Difference Equations to Generalize Results for Periodic Nested Radicals

The Pigeonhole Principle 3.4 Binomial Coefficients

ECEN 644 HOMEWORK #5 SOLUTION SET

MATH /19: problems for supervision in week 08 SOLUTIONS

Range Symmetric Matrices in Minkowski Space

Ch 3.4 Binomial Coefficients. Pascal's Identit y and Triangle. Chapter 3.2 & 3.4. South China University of Technology

Induction. Induction and Recursion. Induction is a very useful proof technique

Lacunary Weak I-Statistical Convergence

Counting Functions and Subsets

Consider unordered sample of size r. This sample can be used to make r! Ordered samples (r! permutations). unordered sample

THE ANALYSIS OF SOME MODELS FOR CLAIM PROCESSING IN INSURANCE COMPANIES

On a Problem of Littlewood

Lesson 5. Chapter 7. Wiener Filters. Bengt Mandersson. r x k We assume uncorrelated noise v(n). LTH. September 2010

DANIEL YAQUBI, MADJID MIRZAVAZIRI AND YASIN SAEEDNEZHAD

MATH Midterm Solutions

1.3 Convergence Theorems of Fourier Series. k k k k. N N k 1. With this in mind, we state (without proof) the convergence of Fourier series.

Lesson 5. Chapter 7. Wiener Filters. Bengt Mandersson. r k s r x LTH. September Prediction Error Filter PEF (second order) from chapter 4

12.6 Sequential LMMSE Estimation

Strong Result for Level Crossings of Random Polynomials. Dipty Rani Dhal, Dr. P. K. Mishra. Department of Mathematics, CET, BPUT, BBSR, ODISHA, INDIA

62. Power series Definition 16. (Power series) Given a sequence {c n }, the series. c n x n = c 0 + c 1 x + c 2 x 2 + c 3 x 3 +

Math 166 Week-in-Review - S. Nite 11/10/2012 Page 1 of 5 WIR #9 = 1+ r eff. , where r. is the effective interest rate, r is the annual

On the Explicit Determinants and Singularities of r-circulant and Left r-circulant Matrices with Some Famous Numbers

FIXED POINT AND HYERS-ULAM-RASSIAS STABILITY OF A QUADRATIC FUNCTIONAL EQUATION IN BANACH SPACES

A New Result On A,p n,δ k -Summabilty

Discussion 02 Solutions

Electron states in a periodic potential. Assume the electrons do not interact with each other. Solve the single electron Schrodinger equation: KJ =

PRACTICE FINAL/STUDY GUIDE SOLUTIONS

Taylor Polynomials and Approximations - Classwork

THE COLORED JONES POLYNOMIAL OF CERTAIN PRETZEL KNOTS

Markscheme May 2017 Calculus Higher level Paper 3

Complementary Dual Subfield Linear Codes Over Finite Fields

a) The average (mean) of the two fractions is halfway between them: b) The answer is yes. Assume without loss of generality that p < r.

4. PERMUTATIONS AND COMBINATIONS

CHAPTER 5: FOURIER SERIES PROPERTIES OF EVEN & ODD FUNCTION PLOT PERIODIC GRAPH

AN ALMOST LINEAR RECURRENCE. Donald E. Knuth Calif. Institute of Technology, Pasadena, Calif.

Mathematical Statistics

Disjoint Sets { 9} { 1} { 11} Disjoint Sets (cont) Operations. Disjoint Sets (cont) Disjoint Sets (cont) n elements

It is often useful to approximate complicated functions using simpler ones. We consider the task of approximating a function by a polynomial.

Comparison Study of Series Approximation. and Convergence between Chebyshev. and Legendre Series

Math 210A Homework 1

Find a formula for the exponential function whose graph is given , 1 2,16 1, 6

The Structure of Z p when p is Prime

ON CERTAIN CLASS OF ANALYTIC FUNCTIONS

ELEMENTARY AND COMPOUND EVENTS PROBABILITY

physicsandmathstutor.com

Math 7409 Homework 2 Fall from which we can calculate the cycle index of the action of S 5 on pairs of vertices as

11.6 Absolute Convergence and the Ratio and Root Tests

In algebra one spends much time finding common denominators and thus simplifying rational expressions. For example:

SHIFTED HARMONIC SUMS OF ORDER TWO

ECE-S352 Introduction to Digital Signal Processing Lecture 3A Direct Solution of Difference Equations

Generalizations and analogues of the Nesbitt s inequality

KEY. Math 334 Midterm II Fall 2007 section 004 Instructor: Scott Glasgow

Solutions to Problem Set 7

Chapter 2: Random Variables

On Almost Increasing Sequences For Generalized Absolute Summability

On composite conformal mapping of an annulus to a plane with two holes

XT - MATHS Grade 12. Date: 2010/06/29. Subject: Series and Sequences 1: Arithmetic Total Marks: 84 = 2 = 2 1. FALSE 10.

+ au n+1 + bu n = 0.)

gcd(n, k) = 1 Kwang Ho Kim 1 and Sihem Mesnager 2 Pyongyang, Democratic People s Republic of Korea

CALCULUS BASIC SUMMER REVIEW

PROBLEM SET 5 SOLUTIONS 126 = , 37 = , 15 = , 7 = 7 1.

Practical Spectral Anaysis (continue) (from Boaz Porat s book) Frequency Measurement

Solutions to Problem Set 8

Then the number of elements of S of weight n is exactly the number of compositions of n into k parts.

COS 341 Discrete Mathematics. Exponential Generating Functions and Recurrence Relations

Transcription:

Cosscoelatio o m-equeces, Epoetial sums ad Dicso polyomials To Helleseth Uiesity o Bege NORWAY Joit wo with Aia Johase ad Aleade Kholosha

Itoductio Outlie m-sequeces Coelatio o sequeces Popeties o m-sequeces Two-leel ideal autocoelatio uey Thee-alued coss coelatio Fou-alued coss coelatio New ie-alued alued coss coelatios Dicso polyomials Ope poblems

m-sequece Eample Liea ecusio s t : 0000000 s t+4 = s t++ s t Pimitie polyomial = 4 ++ Popeties o m-sequeces Peiod =, pimitie polyomial o degee Good pseudoadom popeties Balaced Ru popety Two-leel autocoelatio s t -s t+ = s t+ ad s t = s t+ Decimatio by d, d, -= gies a m-sequece ace epesetatio s = t t, whee - =0 ad : GF GF is = i i=0

Coelatio o biay sequeces Let a t ad b t be biay sequeces o peiod The cosscoelatio betwee a t ad b t at shit is - a,b = - t=0 a t+ - b t The autocoelatio o a t at shit is - a,a = - t=0 a t+ -a t

Two-leel autocoelatio o m-sequeces Let s t be a m-sequece o peiod = - The the autocoelatio o the m-sequece is s,s = - i =0 mod - = - i 0 mod - Poo: Let 0 mod -. The s,s = t - s t+ -s t s t+ = t - =- sice m-sequece is balaced

Coss coelatio o m-sequeces Let s t be a m-sequece Let s dt be decimated m-sequece i.e., d, -= The coss coelatio betwee the two m-sequeces is deied by C d = t - s t+ -sdt I the case d i mod - the s dt =s t+ ad C d has oly two-alues autocoelatio I all othe cases, at least thee alues occu t

ome popeties p o C d d C d ad C d has the same distibutio whe d d mod - o whe d d i mod - = C d + C d + = C d = - - - + - - + a whee a is the umbe o solutios o + + + - + = 0 d + d + + - d + = 0 with i GF * = GF {0}

Biay -alued coss coelatio C d has eactly dieet alues i the cases: - Gold : d= + whee /, is odd - Kasami : d= - + whee /, is odd - Welch s cojectue: Cateau, Chapi, Dobbeti 000 d= m + whee =m+ is odd - Niho s cojectue: Dobbeti & Hollma, Xiag d= -/ + -/4 - whe mod 4 = -/ + -/4 - whe mod 4 - Cusic ad Dobbeti d= / + +/ + whe mod 4 d= +/ + whe mod 4

Biay 4-alued coss coelatio Theoem Dobbeti, Fele, Helleseth, Rosedal 006 Let < be gie such that - - ad + - eist mod d +. Lt Let < < ad d = -s+ with s = - - d = -s + with s = + - The C d τ taes o 4 alues ad distibutio is ow. Cojectue: All 4-alued decimatios o the om d= -s+ is coeed by the Theoem

Two Cojectues Cojectue Helleseth I the peiod is -ad = i the C d has at least 4 alues Cojectue Helleseth Fo ay d, -=, the C d = - o some Rema. The - cojectue is equialet with C d +=0 Calculatios show that the cojectue is equialet to poig: The system o equatios is a pimitie elemet 0 + + + + q- q- = 0 d d 0 + d + d + + d q- =0 has eactly q q- solutios i GF, whee q=

Decimatios d= +/ l + d = + / + = - + Kasami-Welch -Valued Cojectue Niho 97 d= t +/ +, t > odd, gies at most 5 alued coelatio Couteeample o t=7 Lagei, Leade, McGuie 007 ome cases ow with 5-alued coelatio - Kasami d= 5 + / +,=, odd - Bace d= 5 + / +,=, odd Coelatio alues -, -± +/, -± +/ Eact coelatio distibutio is uow Theoem Johase, Helleseth 008 d= + / + =, odd i.e., d=5/ gies 5-alued coss coelatio ad distibutio is completely detemied

etch o poo d= +/ +, =, odd. The coss coelatio is 5-alued with coelatio alues -, -± +/, -± +/ odd. The distibutio depeds o the umbe o solutios o + y + = 0 5 + y 5 + = 0. The distibutio o the coelatio alues depeds o the umbe o solutios A = N,0,0 o + y + u + = = a + y + u + = 0 = b 5 + 5 +u 5 + 5 =0=c = 4. Chapi, Helleseth, Zioie 005 showed that Na,b,c ca be epessed as a uctio o thee epoetial sums 5. N,0,0 ca be detemied eplicitly

. The coss coelatio is 5-alued The coss coelatio whe d= l +/ + ca be epessed by C d = 0 - a + d = 0 - a + + l + quaig the coelatio C d + = K a o 0 whee K a is the eos i GF o L a = l +a l +l +a l- l- + Fo l= L a = 4 +a +a + Fo odd, the possible umbe o solutios is, e, e, e, 4e o e =, Hece, the coss coelatio is 5-alued with coelatio alues -, -± +e/, -± +e/ odd ad e=,= l

. Detemiatio o thid powes Theoem Let d= l +/ + the C d + = b whee, y GF * = GF {0} + + y + + = 0 l + + y l + + = 0 The b = +l, + l-, - +l,l-,. Poo Elimiatig y gies + l + l - + = 0 Coollay Fo l= the b =, -

/4. olutios o equatio system Theoem Chapi, Helleseth, Zioe 005 Let Na,b,c be the umbe o solutios,y,,u i GF o + y + u + = = a +y +u + = 0 = b 5 + 5 + u 5 + 5 = 0 = c I is odd the Na,b,c ca be epessed by thee epoetial sums, especially A =N00= N,0,0 + + G - K - C whee C = - + Gold sum K = - + - Kloostema sum G = - + - Iese Gold sum ad tace is om GF to GF

5. O the umbe o solutios A =N,0,0, A =N,0,0 = + + G -K -C Fidig C C = εgf - + = - η - η C C =, =0 ad η, η ae eos o ++ ad C = / + whee / is the Jacobi symbol Fidig K K = 0 - + - = - η - η K =, K = ad η, η ae eos o +++ Fidig G + - G = 0 - = -η -η - η -η 4 G =, G = -, G =7 ad G 4 =7 η, η, η, η 4 ae eos o 4 + +++

Coelatio distibutio o d=5/ Let A =N,0,0 = + + G -K -C Theoem Distibutio o C d + I the case,= ± +/ occus A /96 times - +/ occus + - +/ -A /4 times + +/ occus + + +/ -A /4 times 0 occus m- - + A /6 times I the case,= - +/ occus - +5/ + A /96 times + +/ occus +5/ + A /96 times ± +/ occus + -A /4 times 0 occus - - + A /6 times

Geeal case d= +/ +, odd All peious steps wo ecept we eed to id A Coside the umbe o solutios A o + y + + u = a = + + y + + + + u + =0 + + y + + + + u + = 0 The complete 5-alued coelatio distibutio ca be detemied om A How to id A o geeal??

A = N,0,0, ad epoetial sums Kloostema sum: K = Σ - + - 0 Gold sum: C = Σ 0 - + + + Iese cubic: G +- = Σ 0 - Ge. sum: K = Σ 0 - whee Theoem Let be odd ad,= the A ++G C K = + Cojectue Fo ay,= the K = K ad G = G

Itoductio to Dicso polyomials Dicso polyomial D, u D +, = + i0 i Let u= ad D =D, D + + - = - D + = + + - + - + + i u i i D = D = D = + D = 4 = 5 = 6 4 D 5 + + D 6 + D 7 = 7 + + D 8 = 8 D 9 = 9 + 7 + 5 + D is a pemutatio polyomial i GF i, -= I, -= ad D 0 the / = /D

Dicso ad Kloostema Dicso ad Kloostema pemutatio polyomial is a the Let D. ad pemutatio polyomial is a the, Let D D K LEMMA D 0 : PROOF 0 K 0 D D D 0 D

The case l= I Coside the umbe o solutios A o Let + y + + u = a= + + y + + + + u + = 0 + + y + + + + u + = 0 + y = ad y = w = ie i.e., =0 + u = +a ad u = +a s i.e., s=0 The system becomes o D +, + D + +a,+a s = 0 D +a +, + D ++a,+a s = 0 + +++ + + - = + + +++ + + - + ++ + + - = + + ++ + + -

The case l= II Let = + ad s = s + s The A is the umbe o solutios o + + + = + + s + s + + ++ = + + + s +s + ad A /4 is the umbe o solutios o + = δ y + + = δ + y + y + whee m = m y = ad δ = +/ Elimiatig leads to the equatio y u y C 0 o some u ad whee C u K

A Key Theoem A Key Theoem Theoem Theoem Let A be the umbe o solutios i GF m o + y + + u =a= + y + + u = a = + + y + + + + u + = 0 + + + + + + + 0 + + y + + + + u + = 0 The A = 8N whee N is the umbe o solutios o T T T 0 m = m = m =0 whee 0, is i GF m ad,,

Desciptio o i + j s Desciptio o i j s

A ad epoetial ums p solutios o be the umbe o Let N The 0 {0,} 8 N A {0,} {0,}... {0,} ' sice uthe calculatios gie C K G ' -,, - C g K G

G = G o odd LEMMA. G Let be odd. GF whee ' s ae eos o L LEMMA. i G 4 m Let be odd. GF whee ' s ae eos o Hece, i L G G 6 m 5 m 4 L i m 4 5 - - 4 8 i - - G - - - 4-4 o odd - 5-6

K =K o = K =K o = Let 4 4 whee g ad 5 5 4 5 4 4 g Note 5 t g t D t LEMMA whee 5 g K K K ' : Poo ' the Let g g 0 0 0 0, 0 K K 0

Coectio to Dillo-Dobbeti D Let Δ = + -+ + -+ + Δ = Δ m- = = Δ is a -to- map ImΔ leads to Dillo - Dobbeti dieece sets Coectio: Dicso Kloostema Cojectue. Let be ee ad,=. The K GF ** D

Coclusios Oeiewo coss coelatio o m-sequeces Complete coelatio distibutio o ew amilies with 5-alued coelatio i A ca be calculated d= +/ +, odd Complete coelatio distibutio ib ti o = ad = Cojectued the coelatio distibutio to be the same o ay wheee,= Two ew cojectues o epoetial sums Coectios to Dicso polyomials ad Dillo- Dobbeti dieece sets

Appedi Computig ad = - C + Computig =-G, ad + Coectio to Dillo-Dobbeti dieece sets howig that =

Computig ad Co put g a d The., be odd ad Let LEMMA., GF C the Note that sice PROOF : Hece, T T 0,} { } {0, C

Computig, ad. The, be odd ad LEMMA Let G. the Let PROOF : {0,} G. Note. the Let PROOF : ad, is oe - to - oe sice The t t t Hece, t t t t t t t t, 0 0 0 0, m 0 G

Coectio to Dillo-Dobbeti D Let Δ = + -+ + -+ +. The Δ = Δ m- = = Δ is a -to- map ImΔ leads to Dillo - Dobbeti dieece sets Let g i0 i The g is a -to- map Img=ImΔ ad o ee ad 7 g g

Lemma howig that = Let be ee, odd ad,= the = = - K + Poo. ice is ee ad g -to- the Im =Im 7 7 0, 0, 0, 0 g