New Constants Arising in Non-linear Unimodal Maps
|
|
- Ginger Bridges
- 5 years ago
- Views:
Transcription
1 New Constants Arising in Non-linear Unimodal Maps Milton M. Chowdhury The University of Manchester Institute of Science and Technology Abstract We give new constants that arise in non linear unimodal maps. We discuss the arithmetic character of Feigenbaum s constant and related constants arising in mathematical physics. Keywords Non linear map, period doubling.. On The Logistic Map Theorem a Define u(x) by u(x) = if x < 0,u(x) = 0 if x 0. The logistic map [] which is x n+ = λx n ( x n ), λ R we give new results for λ = 4 this is the full logistic map. The full logistic map has the non-recursive representation x n = ( cos(n arccos( x 0 ))) []. It can be shown that if x n+ = 4x n ( x n ),and x n = ( cos(n arccos( x 0 ))) then x 0 = β 0 and x n = β n with β n+ = β n, β 0, n 0, with β 0 = δ, δ we have u(β n ) = u( x n ) = θ n+ n+ θ = arccos(δ) θ = + arccos( δ ) θ = 4 = u(0) + 4 if δ = 0 BitXor arccos(δ) if 0 < δ BitXor arccos( δ ) if δ < 0 We can show constants of the form, (α = δ ), u( x 0) + arccos α BitXor arccos α irrational we setch the proof, it is nown cos(p) = q when p & q are rational p = 0,±,±,± and and q =,,0, and respectively are the only 3 3 possible values see [4]. We immediately see that arccos p = q is irrational for nearly all and infinitely many p. The above determines a (finite) total of all the periodic orbits that have rational initial values. It can be shown that abitxor a is rational if a is rational. The bifurcation diagram below shows the relation of Feigenbaum s constant [3] and constants of the form u( x 0) + arccos α BitXor arccos α. are
2 . Generalisations The series n+ u(sinn ) = and n+ u(tann ) = are given in [5], [6]. Now define a(n,x ) below recursively, N. x is understood to be x for some. a(n,x ) = a n with initial value x we use similiar definitions for b(n,x ) = b n etc. a(n,x ) = sin( n arcsin(a 0 )) = a 0 = x if n = 0, 0 < x < = a 0 a 0 if n = = a n ( a n ) if n this recursive definition and the similar ones that follow can be derived using the double angle formulae for tan, sine and cos etc. Then u(a(n,x )) = arcsin(x ) see [5]. Define b n+ n by b(n,x ) = cos( n arccos(b 0 )) = x = b 0, 0 < x < if n = 0 = b n if n then it can be shown (for example a proof based on theorem ) that
3 Define the Plouffe recursion [6] with c n by u(b(n,x )) = arccos(x ) n+ BitXor arccos(x ) c(n,x ) = tan( n arctan(c 0 )) = c 0 = x if n = 0 c = n if n, c c n = if n, c = we consider 0 < x <, u(c(n,x )) = arctan(x ) n+ see [5]. Let d(n,x),e(n,x),f(n,x) be the analogous recursions for sec, csc and cot respectively which can obtained by using the double angle formula so for example for d(n,x) we have then it can be shown that (which is a new result) Define n d(n,x ) = x = d 0 = 0 < x < if n = 0 = if n + d n u(d(n,x )) = arcsec(x ) n+ BitXor arcsec(x ) BitXor f(v n ) = f(v )BitXor f(v )...f(v n)bitxor f(v n) Theorem It can be shown that ( A n+ u( A a(n,x A ) B b(n,x B ) C BitXor arcsin(x A ))BitXor( arctan(x C ))BitXor( D BitXor( F BitXor arccot(x F )) B c(n,x C ) D (d(n,x D ) E e(n,x E ) f(n,x F )) = F BitXor arccos(x B ))BitXor( BitXor C BitXor arcsec(x D ))BitXor( E BitXor arccsc(x E )) It is nown that the logistic has invariant measure ρ(x) = x( x) not an element of a set of measure zero []. Theorem b if x 0 is For x 0 = α and 0 < α in the logistic map then except when α is not an element of the set of measure zero above there are exist infinitely many numbers i) and ii) defined by i) arccos α, ii) arccos α BitXor arccos α that satisfy 3
4 the following conditions, & 3 (we call these collectively condition A) in a base f (for f ), ) simply normal, ) normal & 3) digit dense. Proof Consider when x 0 is not an element of the set of measure zero above. Observe that from the above probability distribution u( x n) behaves similar to a binary valued uniformly distributed random variable. From the invariant measure we see that / 0 ρ(x) = / ρ(x) = it follows that ii) and i) are simply normal in base two with x 0. Normality of a number in base b is equivalent to the digits being generated by a fair b sided die hence it follows that ii) are normal in base. The logistic map has chaotic dense orbits with x 0 it follows that then ii) are digit dense and the above result also follows from the invariant measure of the logistic map. Say ii) has the binary expansion y 0 y...y m y m+... and i) derived from the above expansion has the expansion z 0 z...z m... then the possibilities for z m are if y m+ y m and 0 otherwise hence the probability of z m being 0 or is and so it follows i) are normal and simply normal in base. From the chaotic dense orbits of the logistic map it follows that there can be any given sequence bits in ii) and this implies i) are digit dense in base. For R the digits of f, f 0 can be computed from the digits of it follows that the above results are true in base f. For example condition A is true for and BitXor f iff x f 0 = cos is not an element of the set of measure zero, and x 0 = cos is not an element of the set of measure zero see [] also this is a consequence of Theorem 7 in [7]. By a similar proof it can be shown that condition A is true for arccos α BitXor arccos α f, arcsec(γ) arcsec(γ) f and BitXor arcsec(γ) Z f Z for γ not an element of a set of measure zero with Z 0 and show chaotic properties with maps associated with the above constants. We can use the above result to construct sets for x 0 so that invariant measure of the logistic map does not apply or does apply for example we can select α = cos(c) for some non-normal number c or normal number c. Chaotic Orbits of the Logistic Map arccos p is irrational for infinitely many p (see above) for example tae p = cos(f) for some irrational 0 < f < and another value of p can be selected by choosing another two different irrationals (because abitxor a is a two to one function for a R) for the value of f repeating the above shows that there an infinite number of orbits that are not asymptotically periodic. It is easy to construct a countable set of infinite irrationals for f. We tae the orbit so there is at there are different symbols in the itinerary. By topological conjugacy the above constructed non asymptotically orbits mean there are infinite non asymptotic orbits for the tent map and such an itenary orbit for the tent map cannot be a sequence of zeroes. Let L,T,C be the logistic, tent and conjugacy maps respectively. Consider an 4
5 orbit of T and the corresponding orbit in L. By the using the conjugacy map we have lnt (x )...T (x )T (x ) = (ln C (x ) + ln C (x + ) + i= ln G (C(x i )) ). One way to show the Lyanpunov exponent is positive is to observe the for a not asymptotically periodic orbit of the tent map that does not have the consecutive same symbols in its itinerary the orbit never enters the intervals [0, ] and [-,] up to the iteration x. Hence this gives the bounds sin( ) C (x + ) (ln + ln sin( ))/ (ln C (x + ) )/ (ln )/ lim (ln C (x ) )/ = 0 lim ln T (x i ) = lim ln G (C(x i )) i= i= (it is nown that all chaotic orbits of T has Lyanpunov exponent ln) then the non asymptotic orbits we have considered for L has Lyanpunov exponent ln and hence are chaotic. Hence there are infinite number of chaotic orbits for L. We conjecture that the above results can be used to prove that Feigenbaum constant is simply normal. References [] Locate [] H.G. Schuster, Deterministic Chaos, VCH Weinhein, 989. [3] Feigenbaum, M. J., The Universal Metric Properties of Nonlinear Transformations, J. Stat. Phys., J. Stat. Phys., 979, [4] Niven, Zucerman and Montgomery, An Introduction To The Theory of Numbers, 5th Edition,Wiley,99 [5] J. Ardnt and C. Haenel, Unleashed, Springer, 000. [6] J. M. Borwien and R. Girgensohn, Addition Theorem and Binary Expansions, Cand. J. Math. 47, 995, 6-73 [7] M. Chowdhury, New Algorithms to Compute, Unpublished Note, 0/00 5
Inverse Trig Functions
6.6i Inverse Trigonometric Functions Inverse Sine Function Does g(x) = sin(x) have an inverse? What restriction would we need to make so that at least a piece of this function has an inverse? Given f (x)
More informationThe Sine Map. Jory Griffin. May 1, 2013
The Sine Map Jory Griffin May, 23 Introduction Unimodal maps on the unit interval are among the most studied dynamical systems. Perhaps the two most frequently mentioned are the logistic map and the tent
More informationINVERSE FUNCTIONS DERIVATIVES. terms on one side and everything else on the other. (3) Factor out dy. for the following functions: 1.
INVERSE FUNCTIONS DERIVATIVES Recall the steps for computing y implicitly: (1) Take of both sies, treating y like a function. (2) Expan, a, subtract to get the y terms on one sie an everything else on
More informationJune 9 Math 1113 sec 002 Summer 2014
June 9 Math 1113 sec 002 Summer 2014 Section 6.5: Inverse Trigonometric Functions Definition: (Inverse Sine) For x in the interval [ 1, 1] the inverse sine of x is denoted by either and is defined by the
More informationChapter 23. Predicting Chaos The Shift Map and Symbolic Dynamics
Chapter 23 Predicting Chaos We have discussed methods for diagnosing chaos, but what about predicting the existence of chaos in a dynamical system. This is a much harder problem, and it seems that the
More informationf(x) f(a) Limit definition of the at a point in slope notation.
Lesson 9: Orinary Derivatives Review Hanout Reference: Brigg s Calculus: Early Transcenentals, Secon Eition Topics: Chapter 3: Derivatives, p. 126-235 Definition. Limit Definition of Derivatives at a point
More information6.1 Reciprocal, Quotient, and Pythagorean Identities.notebook. Chapter 6: Trigonometric Identities
Chapter 6: Trigonometric Identities 1 Chapter 6 Complete the following table: 6.1 Reciprocal, Quotient, and Pythagorean Identities Pages 290 298 6.3 Proving Identities Pages 309 315 Measure of
More informationInverse Trigonometric Functions. September 5, 2018
Inverse Trigonometric Functions September 5, 08 / 7 Restricted Sine Function. The trigonometric function sin x is not a one-to-one functions..0 0.5 Π 6, 5Π 6, Π Π Π Π 0.5 We still want an inverse, so what
More informationExample Chaotic Maps (that you can analyze)
Example Chaotic Maps (that you can analyze) Reading for this lecture: NDAC, Sections.5-.7. Lecture 7: Natural Computation & Self-Organization, Physics 256A (Winter 24); Jim Crutchfield Monday, January
More informationPHY411 Lecture notes Part 5
PHY411 Lecture notes Part 5 Alice Quillen January 27, 2016 Contents 0.1 Introduction.................................... 1 1 Symbolic Dynamics 2 1.1 The Shift map.................................. 3 1.2
More informationMAT335H1F Lec0101 Burbulla
Fall 2011 Q 2 (x) = x 2 2 Q 2 has two repelling fixed points, p = 1 and p + = 2. Moreover, if I = [ p +, p + ] = [ 2, 2], it is easy to check that p I and Q 2 : I I. So for any seed x 0 I, the orbit of
More informationChaos and Cryptography
Chaos and Cryptography Vishaal Kapoor December 4, 2003 In his paper on chaos and cryptography, Baptista says It is possible to encrypt a message (a text composed by some alphabet) using the ergodic property
More informationACS MATHEMATICS GRADE 10 WARM UP EXERCISES FOR IB HIGHER LEVEL MATHEMATICS
ACS MATHEMATICS GRADE 0 WARM UP EXERCISES FOR IB HIGHER LEVEL MATHEMATICS DO AS MANY OF THESE AS POSSIBLE BEFORE THE START OF YOUR FIRST YEAR IB HIGHER LEVEL MATH CLASS NEXT SEPTEMBER Write as a single
More informationOne dimensional Maps
Chapter 4 One dimensional Maps The ordinary differential equation studied in chapters 1-3 provide a close link to actual physical systems it is easy to believe these equations provide at least an approximate
More informationTOTAL NAME DATE PERIOD AP CALCULUS AB UNIT 4 ADVANCED DIFFERENTIATION TECHNIQUES DATE TOPIC ASSIGNMENT /6 10/8 10/9 10/10 X X X X 10/11 10/12
NAME DATE PERIOD AP CALCULUS AB UNIT ADVANCED DIFFERENTIATION TECHNIQUES DATE TOPIC ASSIGNMENT 0 0 0/6 0/8 0/9 0/0 X X X X 0/ 0/ 0/5 0/6 QUIZ X X X 0/7 0/8 0/9 0/ 0/ 0/ 0/5 UNIT EXAM X X X TOTAL AP Calculus
More informationChaos and Liapunov exponents
PHYS347 INTRODUCTION TO NONLINEAR PHYSICS - 2/22 Chaos and Liapunov exponents Definition of chaos In the lectures we followed Strogatz and defined chaos as aperiodic long-term behaviour in a deterministic
More informationONE DIMENSIONAL CHAOTIC DYNAMICAL SYSTEMS
Journal of Pure and Applied Mathematics: Advances and Applications Volume 0 Number 0 Pages 69-0 ONE DIMENSIONAL CHAOTIC DYNAMICAL SYSTEMS HENA RANI BISWAS Department of Mathematics University of Barisal
More informationAlgebra/Trig Review Flash Cards. Changes. equation of a line in various forms. quadratic formula. definition of a circle
Math Flash cars Math Flash cars Algebra/Trig Review Flash Cars Changes Formula (Precalculus) Formula (Precalculus) quaratic formula equation of a line in various forms Formula(Precalculus) Definition (Precalculus)
More informationExercise Set 6.2: Double-Angle and Half-Angle Formulas
Exercise Set : Double-Angle and Half-Angle Formulas Answer the following π 1 (a Evaluate sin π (b Evaluate π π (c Is sin = (d Graph f ( x = sin ( x and g ( x = sin ( x on the same set of axes (e Is sin
More informationLecture 5: Inverse Trigonometric Functions
Lecture 5: Inverse Trigonometric Functions 5 The inverse sine function The function f(x = sin(x is not one-to-one on (,, but is on [ π, π Moreover, f still has range [, when restricte to this interval
More informationDYNAMICAL SYSTEMS PROBLEMS. asgor/ (1) Which of the following maps are topologically transitive (minimal,
DYNAMICAL SYSTEMS PROBLEMS http://www.math.uci.edu/ asgor/ (1) Which of the following maps are topologically transitive (minimal, topologically mixing)? identity map on a circle; irrational rotation of
More informationChapter 3: Transcendental Functions
Chapter 3: Transcendental Functions Spring 2018 Department of Mathematics Hong Kong Baptist University 1 / 32 Except for the power functions, the other basic elementary functions are also called the transcendental
More informationMATH section 3.1 Maximum and Minimum Values Page 1 of 7
MATH section. Maimum and Minimum Values Page of 7 Definition : Let c be a number in the domain D of a function f. Then c ) is the Absolute maimum value of f on D if ) c f() for all in D. Absolute minimum
More information7.3 CALCULUS WITH THE INVERSE TRIGONOMETRIC FUNCTIONS
. Calculus With The Inverse Trigonometric Functions Contemporary Calculus. CALCULUS WITH THE INVERSE TRIGONOMETRIC FUNCTIONS The three previous sections introduced the ideas of one to one functions and
More informationCALCULUS II MATH Dr. Hyunju Ban
CALCULUS II MATH 2414 Dr. Hyunju Ban Introduction Syllabus Chapter 5.1 5.4 Chapters To Be Covered: Chap 5: Logarithmic, Exponential, and Other Transcendental Functions (2 week) Chap 7: Applications of
More informationSolutions to homework assignment #7 Math 119B UC Davis, Spring for 1 r 4. Furthermore, the derivative of the logistic map is. L r(x) = r(1 2x).
Solutions to homework assignment #7 Math 9B UC Davis, Spring 0. A fixed point x of an interval map T is called superstable if T (x ) = 0. Find the value of 0 < r 4 for which the logistic map L r has a
More information(x) = f 0 (f 1 (x)) to check your answers, and then to calculate the derivatives of the other inverse trig functions: sin(arccos(x)
Reviewing the worksheet On the worksheet, you learne how to compute the erivatives of inverse functions, such as ln(x), arcsin(x), etc. You use implicit i erentiation to calculate the erivatives. x arcsin(x)=
More informationFind the domain and range of each function. Use interval notation (parenthesis or square brackets).
Page of 10 I. Functions & Composition of Functions A function is a set of points (x, y) such that for every x, there is one and only one y. In short, in a function, the x-values cannot repeat while the
More informationMath 132 Exam 3 Fall 2016
Math 3 Exam 3 Fall 06 multiple choice questions worth points each. hand graded questions worth and 3 points each. Exam covers sections.-.6: Sequences, Series, Integral, Comparison, Alternating, Absolute
More informationJuly 21 Math 2254 sec 001 Summer 2015
July 21 Math 2254 sec 001 Summer 2015 Section 8.8: Power Series Theorem: Let a n (x c) n have positive radius of convergence R, and let the function f be defined by this power series f (x) = a n (x c)
More informationMath 354 Transition graphs and subshifts November 26, 2014
Math 54 Transition graphs and subshifts November 6, 04. Transition graphs Let I be a closed interval in the real line. Suppose F : I I is function. Let I 0, I,..., I N be N closed subintervals in I with
More informationPersonal notes on renormalization
Personal notes on renormalization Pau Rabassa Sans April 17, 2009 1 Dynamics of the logistic map This will be a fast (and selective) review of the dynamics of the logistic map. Let us consider the logistic
More informationarxiv: v3 [nlin.ao] 3 Aug 2013
International Journal of Bifurcation and Chaos c World Scientific Publishing Company Period doubling, information entropy, and estimates for Feigenbaum s constants arxiv:1307.5251v3 [nlin.ao] 3 Aug 2013
More informationTHE GOLDEN MEAN SHIFT IS THE SET OF 3x + 1 ITINERARIES
THE GOLDEN MEAN SHIFT IS THE SET OF 3x + 1 ITINERARIES DAN-ADRIAN GERMAN Department of Computer Science, Indiana University, 150 S Woodlawn Ave, Bloomington, IN 47405-7104, USA E-mail: dgerman@csindianaedu
More informationNYS Algebra II and Trigonometry Suggested Sequence of Units (P.I's within each unit are NOT in any suggested order)
1 of 6 UNIT P.I. 1 - INTEGERS 1 A2.A.1 Solve absolute value equations and inequalities involving linear expressions in one variable 1 A2.A.4 * Solve quadratic inequalities in one and two variables, algebraically
More informationI.e., the range of f(x) = arctan(x) is all real numbers y such that π 2 < y < π 2
Inverse Trigonometric Functions: The inverse sine function, denoted by fx = arcsinx or fx = sin 1 x is defined by: y = sin 1 x if and only if siny = x and π y π I.e., the range of fx = arcsinx is all real
More informationExercises. 880 Foundations of Trigonometry
880 Foundations of Trigonometry 0.. Exercises For a link to all of the additional resources available for this section, click OSttS Chapter 0 materials. In Exercises - 0, find the exact value. For help
More informationIn this note we will evaluate the limits of some indeterminate forms using L Hôpital s Rule. Indeterminate Forms and 0 0. f(x)
L Hôpital s Rule In this note we will evaluate the its of some indeterminate forms using L Hôpital s Rule. Indeterminate Forms and 0 0 f() Suppose a f() = 0 and a g() = 0. Then a g() the indeterminate
More information4 There are many equivalent metrics used in the literature. 5 Sometimes the definition is that for any open sets U
5. The binary shift 5 SYMBOLIC DYNAMICS Applied Dynamical Systems This file was processed January 7, 208. 5 Symbolic dynamics 5. The binary shift The special case r = 4 of the logistic map, or the equivalent
More informationSolutions for B8b (Nonlinear Systems) Fake Past Exam (TT 10)
Solutions for B8b (Nonlinear Systems) Fake Past Exam (TT 10) Mason A. Porter 15/05/2010 1 Question 1 i. (6 points) Define a saddle-node bifurcation and show that the first order system dx dt = r x e x
More informationMATH 614 Dynamical Systems and Chaos Lecture 6: Symbolic dynamics.
MATH 614 Dynamical Systems and Chaos Lecture 6: Symbolic dynamics. Metric space Definition. Given a nonempty set X, a metric (or distance function) on X is a function d : X X R that satisfies the following
More informationL Enseignement Mathématique, t. 40 (1994), p AN ERGODIC ADDING MACHINE ON THE CANTOR SET. by Peter COLLAS and David KLEIN
L Enseignement Mathématique, t. 40 (994), p. 249-266 AN ERGODIC ADDING MACHINE ON THE CANTOR SET by Peter COLLAS and David KLEIN ABSTRACT. We calculate all ergodic measures for a specific function F on
More informationsin cos 1 1 tan sec 1 cot csc Pre-Calculus Mathematics Trigonometric Identities and Equations
Pre-Calculus Mathematics 12 6.1 Trigonometric Identities and Equations Goal: 1. Identify the Fundamental Trigonometric Identities 2. Simplify a Trigonometric Expression 3. Determine the restrictions on
More informationUniversal scalings of universal scaling exponents
Universal scalings of universal scaling exponents Rafael de la Llave 1, Arturo Olvera 2, Nikola P. Petrov 3 1 Department of Mathematics, University of Texas, Austin, TX 78712 2 IIMAS-UNAM, FENOME, Apdo.
More informationSHORT ANSWER. Write the word or phrase that best completes each statement or answers the question. and θ is in quadrant IV. 1)
Chapter 5-6 Review Math 116 Name SHORT ANSWER. Write the word or phrase that best completes each statement or answers the question. Use the fundamental identities to find the value of the trigonometric
More informationCurriculum Map for Mathematics HL (DP1)
Curriculum Map for Mathematics HL (DP1) Unit Title (Time frame) Sequences and Series (8 teaching hours or 2 weeks) Permutations & Combinations (4 teaching hours or 1 week) Standards IB Objectives Knowledge/Content
More informationWelcome to AP Calculus!!!
Welcome to AP Calculus!!! In preparation for next year, you need to complete this summer packet. This packet reviews & expands upon the concepts you studied in Algebra II and Pre-calculus. Make sure you
More informationINVESTIGATION OF CHAOTICITY OF THE GENERALIZED SHIFT MAP UNDER A NEW DEFINITION OF CHAOS AND COMPARE WITH SHIFT MAP
ISSN 2411-247X INVESTIGATION OF CHAOTICITY OF THE GENERALIZED SHIFT MAP UNDER A NEW DEFINITION OF CHAOS AND COMPARE WITH SHIFT MAP Hena Rani Biswas * Department of Mathematics, University of Barisal, Barisal
More informationSolution to Homework #5 Roy Malka 1. Questions 2,3,4 of Homework #5 of M. Cross class. dv (x) dx
Solution to Homework #5 Roy Malka. Questions 2,,4 of Homework #5 of M. Cross class. Bifurcations: (M. Cross) Consider the bifurcations of the stationary solutions of a particle undergoing damped one dimensional
More informationMath 112 (Calculus I) Midterm Exam 3 KEY
Math 11 (Calculus I) Midterm Exam KEY Multiple Choice. Fill in the answer to each problem on your computer scored answer sheet. Make sure your name, section and instructor are on that sheet. 1. Which of
More information9. The x axis is a horizontal line so a 1 1 function can touch the x axis in at most one place.
O Answers: Chapter 7 Contemporary Calculus PROBLEM ANSWERS Chapter Seven Section 7.0. f is one to one ( ), y is, g is not, h is not.. f is not, y is, g is, h is not. 5. I think SS numbers are supposeo
More informationCompletion Date: Monday February 11, 2008
MATH 4 (R) Winter 8 Intermediate Calculus I Solutions to Problem Set #4 Completion Date: Monday February, 8 Department of Mathematical and Statistical Sciences University of Alberta Question. [Sec..9,
More informationSummer Mathematics Prep
Summer Mathematics Prep Entering Calculus Chesterfield County Public Schools Department of Mathematics SOLUTIONS Domain and Range Domain: All Real Numbers Range: {y: y } Domain: { : } Range:{ y : y 0}
More informationMath 370 Semester Review Name
Math 370 Semester Review Name 1) State the following theorems: (a) Remainder Theorem (b) Factor Theorem (c) Rational Root Theorem (d) Fundamental Theorem of Algebra (a) If a polynomial f(x) is divided
More informationDynamical Systems and Chaos Part I: Theoretical Techniques. Lecture 4: Discrete systems + Chaos. Ilya Potapov Mathematics Department, TUT Room TD325
Dynamical Systems and Chaos Part I: Theoretical Techniques Lecture 4: Discrete systems + Chaos Ilya Potapov Mathematics Department, TUT Room TD325 Discrete maps x n+1 = f(x n ) Discrete time steps. x 0
More informationIntroduction to Dynamical Systems Basic Concepts of Dynamics
Introduction to Dynamical Systems Basic Concepts of Dynamics A dynamical system: Has a notion of state, which contains all the information upon which the dynamical system acts. A simple set of deterministic
More information90 Chapter 5 Logarithmic, Exponential, and Other Transcendental Functions. Name Class. (a) (b) ln x (c) (a) (b) (c) 1 x. y e (a) 0 (b) y.
90 Chapter 5 Logarithmic, Eponential, and Other Transcendental Functions Test Form A Chapter 5 Name Class Date Section. Find the derivative: f ln. 6. Differentiate: y. ln y y y y. Find dy d if ey y. y
More information12) y = -2 sin 1 2 x - 2
Review -Test 1 - Unit 1 and - Math 41 Name SHORT ANSWER. Write the word or phrase that best completes each statement or answers the question. Find and simplify the difference quotient f(x + h) - f(x),
More informationRandom processes and probability distributions. Phys 420/580 Lecture 20
Random processes and probability distributions Phys 420/580 Lecture 20 Random processes Many physical processes are random in character: e.g., nuclear decay (Poisson distributed event count) P (k, τ) =
More information2.1 Limits, Rates of Change and Slopes of Tangent Lines
2.1 Limits, Rates of Change and Slopes of Tangent Lines (1) Average rate of change of y f x over an interval x 0,x 1 : f x 1 f x 0 x 1 x 0 Instantaneous rate of change of f x at x x 0 : f x lim 1 f x 0
More informationChaotic motion. Phys 750 Lecture 9
Chaotic motion Phys 750 Lecture 9 Finite-difference equations Finite difference equation approximates a differential equation as an iterative map (x n+1,v n+1 )=M[(x n,v n )] Evolution from time t =0to
More information1 Chapter 2 Perform arithmetic operations with polynomial expressions containing rational coefficients 2-2, 2-3, 2-4
NYS Performance Indicators Chapter Learning Objectives Text Sections Days A.N. Perform arithmetic operations with polynomial expressions containing rational coefficients. -, -5 A.A. Solve absolute value
More information2. Determine the domain of the function. Verify your result with a graph. f(x) = 25 x 2
29 April PreCalculus Final Review 1. Find the slope and y-intercept (if possible) of the equation of the line. Sketch the line: y = 3x + 13 2. Determine the domain of the function. Verify your result with
More informationFunction and Relation Library
1 of 7 11/6/2013 7:56 AM Function and Relation Library Trigonometric Functions: Angle Definitions Legs of A Triangle Definitions Sine Cosine Tangent Secant Cosecant Cotangent Trig functions are functions
More informationECM Calculus and Geometry. Revision Notes
ECM1702 - Calculus and Geometry Revision Notes Joshua Byrne Autumn 2011 Contents 1 The Real Numbers 1 1.1 Notation.................................................. 1 1.2 Set Notation...............................................
More informationChapter 7: Techniques of Integration
Chapter 7: Techniques of Integration MATH 206-01: Calculus II Department of Mathematics University of Louisville last corrected September 14, 2013 1 / 43 Chapter 7: Techniques of Integration 7.1. Integration
More informationPART 1: USING SCIENTIFIC CALCULATORS (50 PTS.)
Math 141 Name: MIDTERM 4 PART 1 (CHAPTERS 5 AND 6: ANALYTIC & MISC. TRIGONOMETRY) MATH 141 SPRING 2018 KUNIYUKI 150 POINTS TOTAL: 50 FOR PART 1, AND 100 FOR PART 2 Show all work, simplify as appropriate,
More information(ii) y = ln 1 ] t 3 t x x2 9
Study Guide for Eam 1 1. You are supposed to be able to determine the domain of a function, looking at the conditions for its epression to be well-defined. Some eamples of the conditions are: What is inside
More informationFUNCTIONS AND MODELS
1 FUNCTIONS AND MODELS FUNCTIONS AND MODELS 1.6 Inverse Functions and Logarithms In this section, we will learn about: Inverse functions and logarithms. INVERSE FUNCTIONS The table gives data from an experiment
More informationChapter 4. Transition towards chaos. 4.1 One-dimensional maps
Chapter 4 Transition towards chaos In this chapter we will study how successive bifurcations can lead to chaos when a parameter is tuned. It is not an extensive review : there exists a lot of different
More informationChapter 5 Analytic Trigonometry
Chapter 5 Analytic Trigonometry Section 1 Section 2 Section 3 Section 4 Section 5 Using Fundamental Identities Verifying Trigonometric Identities Solving Trigonometric Equations Sum and Difference Formulas
More informationA Two-dimensional Discrete Mapping with C Multifold Chaotic Attractors
EJTP 5, No. 17 (2008) 111 124 Electronic Journal of Theoretical Physics A Two-dimensional Discrete Mapping with C Multifold Chaotic Attractors Zeraoulia Elhadj a, J. C. Sprott b a Department of Mathematics,
More informationCHAPTER 1 REAL NUMBERS KEY POINTS
CHAPTER 1 REAL NUMBERS 1. Euclid s division lemma : KEY POINTS For given positive integers a and b there exist unique whole numbers q and r satisfying the relation a = bq + r, 0 r < b. 2. Euclid s division
More informationCalculus I Exam 1 Review Fall 2016
Problem 1: Decide whether the following statements are true or false: (a) If f, g are differentiable, then d d x (f g) = f g. (b) If a function is continuous, then it is differentiable. (c) If a function
More informationCalculus I Sample Exam #01
Calculus I Sample Exam #01 1. Sketch the graph of the function and define the domain and range. 1 a) f( x) 3 b) g( x) x 1 x c) hx ( ) x x 1 5x6 d) jx ( ) x x x 3 6 . Evaluate the following. a) 5 sin 6
More informationCHAOTIC UNIMODAL AND BIMODAL MAPS
CHAOTIC UNIMODAL AND BIMODAL MAPS FRED SHULTZ Abstract. We describe up to conjugacy all unimodal and bimodal maps that are chaotic, by giving necessary and sufficient conditions for unimodal and bimodal
More informationCHAPTER 5: Analytic Trigonometry
) (Answers for Chapter 5: Analytic Trigonometry) A.5. CHAPTER 5: Analytic Trigonometry SECTION 5.: FUNDAMENTAL TRIGONOMETRIC IDENTITIES Left Side Right Side Type of Identity (ID) csc( x) sin x Reciprocal
More informationSolve the equation. 1) x + 1 = 2 x. Use a method of your choice to solve the equation. 2) x2 + 3x - 28 = 0
Precalculus Final Exam Review Sheet Solve the equation. 1) x + 1 = 2 x Use a method of your choice to solve the equation. 2) x2 + 3x - 28 = 0 Write the sum or difference in the standard form a + bi. 3)
More informationPrelim 2 Math Please show your reasoning and all your work. This is a 90 minute exam. Calculators are not needed or permitted. Good luck!
April 4, Prelim Math Please show your reasoning and all your work. This is a 9 minute exam. Calculators are not needed or permitted. Good luck! Trigonometric Formulas sin x sin x cos x cos (u + v) cos
More informationChapter P: Preliminaries
Chapter P: Preliminaries Winter 2016 Department of Mathematics Hong Kong Baptist University 1 / 59 Preliminaries The preliminary chapter reviews the most important things that you should know before beginning
More informationTechniques of Integration
Chapter 8 Techniques of Integration 8. Trigonometric Integrals Summary (a) Integrals of the form sin m x cos n x. () sin k+ x cos n x = ( cos x) k cos n x (sin x ), then apply the substitution u = cos
More informationTopological conjugacy and symbolic dynamics
Chapter 4 Topological conjugacy and symbolic dynamics Conjugacy is about when two maps have precisely the same dynamical behaviour. Equivalently it is about changing the co-ordinate system we use to describe
More informationAxioms for the Real Number System
Axioms for the Real Number System Math 361 Fall 2003 Page 1 of 9 The Real Number System The real number system consists of four parts: 1. A set (R). We will call the elements of this set real numbers,
More informationChapter 5 Logarithmic, Exponential, and Other Transcendental Functions
Chapter 5 Logarithmic, Exponential, an Other Transcenental Functions 5.1 The Natural Logarithmic Function: Differentiation 5.2 The Natural Logarithmic Function: Integration 5.3 Inverse Functions 5.4 Exponential
More informationb = 2, c = 3, we get x = 0.3 for the positive root. Ans. (D) x 2-2x - 8 < 0, or (x - 4)(x + 2) < 0, Therefore -2 < x < 4 Ans. (C)
SAT II - Math Level 2 Test #02 Solution 1. The positive zero of y = x 2 + 2x is, to the nearest tenth, equal to (A) 0.8 (B) 0.7 + 1.1i (C) 0.7 (D) 0.3 (E) 2.2 ± Using Quadratic formula, x =, with a = 1,
More informationSummer Assignment MAT 414: Calculus
Summer Assignment MAT 414: Calculus Calculus - Math 414 Summer Assignment Due first day of school in September Name: 1. If f ( x) = x + 1, g( x) = 3x 5 and h( x) A. f ( a+ ) x+ 1, x 1 = then find: x+ 7,
More informationMTH 112: Elementary Functions
1/19 MTH 11: Elementary Functions Section 6.6 6.6:Inverse Trigonometric functions /19 Inverse Trig functions 1 1 functions satisfy the horizontal line test: Any horizontal line crosses the graph of a 1
More information1. Use the properties of exponents to simplify the following expression, writing your answer with only positive exponents.
Math120 - Precalculus. Final Review. Fall, 2011 Prepared by Dr. P. Babaali 1 Algebra 1. Use the properties of exponents to simplify the following expression, writing your answer with only positive exponents.
More information1 Introduction. 2 Binary shift map
Introduction This notes are meant to provide a conceptual background for the numerical construction of random variables. They can be regarded as a mathematical complement to the article [] (please follow
More informationWeak Mean Stability in Random Holomorphic Dynamical Systems Hiroki Sumi Graduate School of Human and Environmental Studies Kyoto University Japan
Weak Mean Stability in Random Holomorphic Dynamical Systems Hiroki Sumi Graduate School of Human and Environmental Studies Kyoto University Japan E-mail: sumi@math.h.kyoto-u.ac.jp http://www.math.h.kyoto-u.ac.jp/
More informationProblem Sets for MATH1110 Fall 2017
Problem Sets for MATH1110 Fall 2017 Matt Hin November 27, 2017 Contents A Lectures L1-1 A.1 Lecture 1-22 August 2017................................... L1-1 A.2 Lecture 2-24 August 2017...................................
More informationAPPLIED SYMBOLIC DYNAMICS AND CHAOS
DIRECTIONS IN CHAOS VOL. 7 APPLIED SYMBOLIC DYNAMICS AND CHAOS Bai-Lin Hao Wei-Mou Zheng The Institute of Theoretical Physics Academia Sinica, China Vfö World Scientific wl Singapore Sinaaoore NewJersev
More informationInterpreting Derivatives, Local Linearity, Newton s
Unit #4 : Method Interpreting Derivatives, Local Linearity, Newton s Goals: Review inverse trigonometric functions and their derivatives. Create and use linearization/tangent line formulas. Investigate
More information(Section 4.7: Inverse Trig Functions) 4.82 PART F: EVALUATING INVERSE TRIG FUNCTIONS. Think:
PART F: EVALUATING INVERSE TRIG FUNCTIONS Think: (Section 4.7: Inverse Trig Functions) 4.82 A trig function such as sin takes in angles (i.e., real numbers in its domain) as inputs and spits out outputs
More informationLecture 4. Section 2.5 The Pinching Theorem Section 2.6 Two Basic Properties of Continuity. Jiwen He. Department of Mathematics, University of Houston
Review Pinching Theorem Two Basic Properties Lecture 4 Section 2.5 The Pinching Theorem Section 2.6 Two Basic Properties of Continuity Jiwen He Department of Mathematics, University of Houston jiwenhe@math.uh.edu
More informationChapitre 4. Transition to chaos. 4.1 One-dimensional maps
Chapitre 4 Transition to chaos In this chapter we will study how successive bifurcations can lead to chaos when a parameter is tuned. It is not an extensive review : there exists a lot of different manners
More information4-3 Trigonometric Functions on the Unit Circle
Find the exact value of each trigonometric function, if defined. If not defined, write undefined. 9. sin The terminal side of in standard position lies on the positive y-axis. Choose a point P(0, 1) on
More informationFormulas to remember
Complex numbers Let z = x + iy be a complex number The conjugate z = x iy Formulas to remember The real part Re(z) = x = z+z The imaginary part Im(z) = y = z z i The norm z = zz = x + y The reciprocal
More informationHow does a diffusion coefficient depend on size and position of a hole?
How does a diffusion coefficient depend on size and position of a hole? G. Knight O. Georgiou 2 C.P. Dettmann 3 R. Klages Queen Mary University of London, School of Mathematical Sciences 2 Max-Planck-Institut
More informationMATH 614 Dynamical Systems and Chaos Lecture 7: Symbolic dynamics (continued).
MATH 614 Dynamical Systems and Chaos Lecture 7: Symbolic dynamics (continued). Symbolic dynamics Given a finite set A (an alphabet), we denote by Σ A the set of all infinite words over A, i.e., infinite
More information