2xy 0 y = ln y 0. d(p 2 x p) =0. p = 1 ± p 1+Cx. 1 ± 1+Cx 1+Cx ln

Size: px
Start display at page:

Download "2xy 0 y = ln y 0. d(p 2 x p) =0. p = 1 ± p 1+Cx. 1 ± 1+Cx 1+Cx ln"

Transcription

1 () Consider the di erential equation Find all solutions and the discriminant xy y = ln y Solution: Let F (x, y, p) = xp y ln p, where p = y Let us consider the surface M = {(x, y, p): F (x, y, p) =} in the space of -jets Solutions of the di erential equation correspond to curves in M whose tangent vectors lie on the contact planes dy pdx= So, we need to find the integral curves of the following system: F (x, y, p) = =) xp y ln p = df = =) pdx dy (x ) dp = p dy pdx= =) dy pdx= Using dy = pdx, the second equation becomes pdx+(x ) dx = Multiplying by p gives p That is, Thus, p x p dx +(xp ) dx = d(p x p) = p C, where C is a constant Solving for p gives 4 p = ± p +Cx x Using the first equation, y =xp ln p, we find y =± p p ± +Cx +Cx ln x The criminant is the set of points in the surface M = {(x, y, p): F (x, y, p) =} such = That is, the set of points in the -jet space such xp y = ln p x p = The second equation gives x = Plugging this into the first equation gives y = ln p p Thus, the criminant can be described by the parametric curve in the -jet space given by x(t) = t y(t) = z(t) =t The discriminant is the projection of the criminant onto the xy-plane via (x, y, p) 7! (x, y) This results in the parametric curve in the xy-plane given by ln t x(t) = t y(t) = ln t One can also describe this curve as the graph of y = + ln(x)

2 () Find a curve on the plane whose tangent lines form with the coordinate axis triangles of area a Remark: The following two solutions are ultimately equivalent Solution : The area of the triangle formed by the coordinate axes and the line Y = mx + b is A = b The tangent line to a curve Y = f(x) at a point (x, y) is given by Y = m f (x)x +(f(x) xf (x)) Thus, we require that or equivalently, (f(x) (f(x) xf (x)) f (x) Letting y = f(x) and p = f (x), we have (y =a, xf (x)) =(a) f (x) px) =(a) p, and hence y px = ±a p p Let F (x, y, p) := y px ± a p p Solutions to the di erential equation correspond to curves in M = {(x, y, p): F (x, y, p) =} whose tangent vectors lie on the contact planes dy pdx= Thus, we have =df = pdx+ dy +( x ± p a sgn(p)) dx p =( x ± p a sgn(p)) dx p This implies that x = ± p a sgn(p), so that x = a a, so p = In other words, f (x) =± a, p p x x so that f(x) =± a x Solution : We will use the fact that every curve y = f(x) is the envelope of its family of tangent lines Note first (cf Arnold: page ) that the envelope of a family of lines {y = px g(p)} pr is the curve y = f(x), where f is the Legendre transform of g Second, note that the family of lines {y = px ± a p p } pr form triangles of area a with the coordinate axes Thus, the required curve is the Legendre transform of g(p) =±a p p To calculate the Legendre transform of g, we (px ± ap p ) =, which x = p a, so p = a, so p = ± a Thus, p x x f(x) =px ± a p p = ± a x a x = a x

3 (3) Prove that the rank of any skew-symmetric bilinear form is even Solution (Sketch): Show that the eigenvalues of any skew-symmetric bilinear form are either zero or pure imaginary, and that the eigenvalues come in complex-conjugate pairs Thus, the number of non-zero eigenvalues ie, the rank of the bilinear form is even Solution : Let! be a skew-symmetric bilinear form on a finite-dimensional vector space V The result will follow from the following structure theorem Theorem: There exists a basis for V, denoted {u,,u k,e,,e m,f,,f m }, for which Such a basis is called a symplectic basis!(u i,v)=,!(e i,e j )=!(f i,f j )=!(e i,f j )= ij 8v V Proof of Theorem: Let U := {u V :!(u, v) =, 8v V } denote the nullspace of! Let {u,,u k } be a basis of U Write V = U W We will (inductively) decompose W into a direct sum of -dimensional subspaces If W =, we re done, so assume W 6= Let e W, e 6= Since e W, there exists f W with!(e,f ) 6= By rescaling, we may assume that!(e,f )= Let W := span{e,f } Let W! := {w W :!(w, v) =, 8v W } denote the symplectic complement to W in W, so that W = W W! Let e W!, e 6= Then there exists f W! with!(e,f ) 6= By rescaling, we may assume that!(e,f )= Repeat this process This process eventually terminates because dim V < Thus, we have a direct sum decomposition V = U span{e,f } span{e m,f m } With respect to a symplectic basis for!, the skew-symmetric bilinear form! can be written as Id!(u, v) =u T A v Id m m That is, with respect to a symplectic basis, the form! is represented by the matrix Id m m which has rank m In other words, rank(!) =m is even A,

4 (4) Let us view C n as R n with the operation of multiplication by i Prove that SO(n) \ Sp(n; R) =GL(n; C) \ SO(n) =GL(n; C) \ Sp(n; R) =U(n) Notation: Let g denote the standard inner product, let! denote the standard symplectic form, and let h denote the standard Hermitian form We let z,w C n denote z =(x,,x n,y,,y n )= X x k + iy k w =(u,,u n,v,,v n )= X u k + iv k Solution (Sketch): Recall from basic linear algebra that Let J denote the matrix SO(n) ={A GL(n; R): A T A = Id and det R (A) =} U(n) ={A GL(n; C): A A =Id} Idn J = Id n We observe that the matrix J corresponds to multiplication by i That is, x x Jz = J n Idn x y = n Id n y = B C B C y n y n We observe also that J T = is, From these facts, it follows that x y y n x x n = i X x k + iy k = iz C A J is the matrix representation of! in the standard basis That!(z,w) =z T J T w GL(n; C) ={A GL(n; R): AJ = JA} Sp(n; R) ={A GL(n; R): A T JA = J} Using these four descriptions of the matrix groups SO(n), U(n), GL(n; C), Sp(n; R), the first three desired intersections are now fairly immediate For example: If A GL(n; C) \ O(n), then JA = AJ and A T A = Id, so A T JA = A T AJ = J, so A Sp(n; R) Thus, O(n) \ GL(n; C) Sp(n; R) Analogous arguments hold for the other two If A U(n), then A GL(n; C) and g(az, Az) =h(az, Az) =h(z,z) =g(z,z), so g O(n), so A Sp(n; R) by the preceding paragraph, and so A lies in any of these pairwise intersections Conversely, if A GL(n; C) \ SO(n), then h(az, Az) = g(az, Az) = g(z,z) = h(z,z), hence (by polarization) h(az, Aw) =h(z,w), so A U(n)

5 (4) Let us view C n as R n with the operation of multiplication by i Prove that SO(n) \ Sp(n; R) =GL(n; C) \ SO(n) =GL(n; C) \ Sp(n; R) =U(n) Notation: Let g denote the standard inner product, let! denote the standard symplectic form, and let h denote the standard Hermitian form We let z,w C n denote z =(x,,x n,y,,y n )= X x k + iy k w =(u,,u n,v,,v n )= X u k + iv k Solution (Sketch): Let us observe first that h(z,w) = X z k w k = X (x k + iy k )(u k iv k ) = X (x k u k + y k v k )+i(y k v k x k u k ) = g(z,w) i!(z,w) () From this, we observe secondly that!(z,w)+ig(z,w) =ih(z,w) =h(iz, w) =g(iz, w) i!(iz, w), and so by equating real parts, we obtain g(iz, w) =!(z, w) () Using equations () and (), the result is now straightforward to check If A SO(n) \ Sp(n; R), then h(az, Aw) =g(az, Aw) i!(az, Aw) =g(z,w) i!(z,w) =h(z,w), so A U(n) Thus, SO(n) \ Sp(n; R) U(n) If A U(n), then g(az, Aw) i!(az, Aw) = h(az, Aw) = h(z,w) = g(z, w) i!(z,w), so equating real and imaginary parts shows that A SO(n) \ Sp(n; R) Thus, U(n) SO(n) \ Sp(n; R) This shows that U(n) =SO(n) \ Sp(n; R) If A GL(n; C) \ SO(n), then!(az, Aw) = g(iaz, Aw) = g(a(iz), Aw) = g(iz, w) =!(z,w), so! Sp(n; R) Thus, GL(n; C) \ SO(n) U(n) If A GL(n; C) \ Sp(n; R), then g(az, Aw) =!(iaz, Aw) =!(A(iz), Aw) =!(iz, w) =g(z,w), so A SO(n) Thus, GL(n; C) \ Sp(n; R) U(n) Finally, if A U(n) = SO(n) \ Sp(n; R), then g(iaz, Aw) =!(Az, Aw) =!(z, w) =g(iz, w) =g(a(iz), Aw), so g(iaz Aiz, Aw) = Since g is non-degenerate, this forces A(iz) = i(az), so A GL(n; C)

6 (5) Prove that the plane fields given by equations dz ydx= and dz (xdy ydx)=are di eomorphic, but the plane fields dz (xdy ydx) = and dz (xdy+ydx) = are not Solution: Let = dz ydxand = dz (xdy ydx) Consider the normal vector fields # @z # @z Let : R 3! R 3 be a di eomorphism Note that = if and only if ( ) T ( # )= # This fact suggests a way of finding Namely, by observing that y y x A x A, we are led to search for bijections : R 3! R 3 with A One possibility is (x, y, z) =(x, y, z + xy) It is easy to check that is bijective and is invertible, so that is indeed a di eomorphism One can also verify that = To see that the plane fields dz (xdy ydx) = and dz (xdy+ ydx) = are not di emorphic, observe that the first is not integrable, whereas the second one is

7 (6) Consider the = u xy Solve the Cauchy problem for the initial data u(,y)=+y Solution : Let A denote the vector field in R given by A If (t) =(x(t),y(t)) is an integral curve of A, then (t) =A (t), so that x (t) =x(t) =) x(t) =x e t y (t) =y(t) =) y(t) =y e t Thus, the flow of A is given by t (x, y) =(xe t,ye t ) Let S = {(,s): s R} denote the initial hypersurface in R The flowout of A along the line S R is defined by One can check the following properties of We remark that (x, y) = (ln(x/), y/x) (t, s) := t (,s)=(e t, se t ) (which are generally true of flowouts): )=A Pulling back our Cauchy problem to the (t, = bu set, bu(,s)=+s, results in the new problem where bu := u = u Regarding s as fixed, we may view this problem as an ODE for bu(,s), namely bu = bu se t Multiplying by the integrating factor e (e t bu) = se t Integrating yields e t bu = se t + h(s) for some function h(s) Invoking the initial condition bu(,s)=+s shows that bu(t, s) = se t +(s +) e t Pulling back to the (x, y)-plane via, we find x u(x, y) =bu ln, y = x x +y xy + y x

8 (6) Consider the = u xy Solve the Cauchy problem for the initial data u(,y)=+y Solution : Let R 3 = R R have coordinates (x, y; z) Let be the characteristic vector field in R 3, ie: If (t) =(x(t),y(t),z(t)) is an integral curve of, then (t) = (t), so that x (t) =x(t) =) x(t) =x e t y (t) =y(t) =) y(t) =y e t z (t) =z(t) x(t)y(t) =) z(t) = x y e t +(z + x y )e t Thus, the flow of is given by t (x, y, z) =(xe t,ye t, xye t +(z + xy)e t ) Let S = {(,s): s R} be denote the initial hypersurface in R Let ': S! R denote '(,s)=+s Then Graph(') can be parametrized as ((,s), '(,s)) = (,s;+s ) The flowout of along the curve Graph(') R 3 is defined by (t, s) := t (, s, +s )=(e t, se t, se t +(s +) e t ) A solution to our Cauchy problem is the function u whose graph is the flowout above ie: Image( ) = Graph(u) Thus, setting we find that (e t, se t, se t +(s +) e t )=(x, y, u(x, y)), x =e t y = se t, t = ln(x/) s =y/x, so that x u(x, y) =bu ln, y = x x +y xy + y x

October 25, 2013 INNER PRODUCT SPACES

October 25, 2013 INNER PRODUCT SPACES October 25, 2013 INNER PRODUCT SPACES RODICA D. COSTIN Contents 1. Inner product 2 1.1. Inner product 2 1.2. Inner product spaces 4 2. Orthogonal bases 5 2.1. Existence of an orthogonal basis 7 2.2. Orthogonal

More information

MATH 2250 Final Exam Solutions

MATH 2250 Final Exam Solutions MATH 225 Final Exam Solutions Tuesday, April 29, 28, 6: 8:PM Write your name and ID number at the top of this page. Show all your work. You may refer to one double-sided sheet of notes during the exam

More information

Problem set 2. Math 212b February 8, 2001 due Feb. 27

Problem set 2. Math 212b February 8, 2001 due Feb. 27 Problem set 2 Math 212b February 8, 2001 due Feb. 27 Contents 1 The L 2 Euler operator 1 2 Symplectic vector spaces. 2 2.1 Special kinds of subspaces....................... 3 2.2 Normal forms..............................

More information

SPRING 2006 PRELIMINARY EXAMINATION SOLUTIONS

SPRING 2006 PRELIMINARY EXAMINATION SOLUTIONS SPRING 006 PRELIMINARY EXAMINATION SOLUTIONS 1A. Let G be the subgroup of the free abelian group Z 4 consisting of all integer vectors (x, y, z, w) such that x + 3y + 5z + 7w = 0. (a) Determine a linearly

More information

MA 201: Partial Differential Equations Lecture - 2

MA 201: Partial Differential Equations Lecture - 2 MA 201: Partial Differential Equations Lecture - 2 Linear First-Order PDEs For a PDE f(x,y,z,p,q) = 0, a solution of the type F(x,y,z,a,b) = 0 (1) which contains two arbitrary constants a and b is said

More information

THE NATIONAL UNIVERSITY OF IRELAND, CORK COLÁISTE NA hollscoile, CORCAIGH UNIVERSITY COLLEGE, CORK. Summer Examination 2009.

THE NATIONAL UNIVERSITY OF IRELAND, CORK COLÁISTE NA hollscoile, CORCAIGH UNIVERSITY COLLEGE, CORK. Summer Examination 2009. OLLSCOIL NA héireann, CORCAIGH THE NATIONAL UNIVERSITY OF IRELAND, CORK COLÁISTE NA hollscoile, CORCAIGH UNIVERSITY COLLEGE, CORK Summer Examination 2009 First Engineering MA008 Calculus and Linear Algebra

More information

Math Linear Algebra II. 1. Inner Products and Norms

Math Linear Algebra II. 1. Inner Products and Norms Math 342 - Linear Algebra II Notes 1. Inner Products and Norms One knows from a basic introduction to vectors in R n Math 254 at OSU) that the length of a vector x = x 1 x 2... x n ) T R n, denoted x,

More information

Math 185 Homework Exercises II

Math 185 Homework Exercises II Math 185 Homework Exercises II Instructor: Andrés E. Caicedo Due: July 10, 2002 1. Verify that if f H(Ω) C 2 (Ω) is never zero, then ln f is harmonic in Ω. 2. Let f = u+iv H(Ω) C 2 (Ω). Let p 2 be an integer.

More information

Module 2: First-Order Partial Differential Equations

Module 2: First-Order Partial Differential Equations Module 2: First-Order Partial Differential Equations The mathematical formulations of many problems in science and engineering reduce to study of first-order PDEs. For instance, the study of first-order

More information

Tangent Plane. Linear Approximation. The Gradient

Tangent Plane. Linear Approximation. The Gradient Calculus 3 Lia Vas Tangent Plane. Linear Approximation. The Gradient The tangent plane. Let z = f(x, y) be a function of two variables with continuous partial derivatives. Recall that the vectors 1, 0,

More information

Math 4263 Homework Set 1

Math 4263 Homework Set 1 Homework Set 1 1. Solve the following PDE/BVP 2. Solve the following PDE/BVP 2u t + 3u x = 0 u (x, 0) = sin (x) u x + e x u y = 0 u (0, y) = y 2 3. (a) Find the curves γ : t (x (t), y (t)) such that that

More information

1.1 Limits and Continuity. Precise definition of a limit and limit laws. Squeeze Theorem. Intermediate Value Theorem. Extreme Value Theorem.

1.1 Limits and Continuity. Precise definition of a limit and limit laws. Squeeze Theorem. Intermediate Value Theorem. Extreme Value Theorem. STATE EXAM MATHEMATICS Variant A ANSWERS AND SOLUTIONS 1 1.1 Limits and Continuity. Precise definition of a limit and limit laws. Squeeze Theorem. Intermediate Value Theorem. Extreme Value Theorem. Definition

More information

2 Complex Functions and the Cauchy-Riemann Equations

2 Complex Functions and the Cauchy-Riemann Equations 2 Complex Functions and the Cauchy-Riemann Equations 2.1 Complex functions In one-variable calculus, we study functions f(x) of a real variable x. Likewise, in complex analysis, we study functions f(z)

More information

Math 10C - Fall Final Exam

Math 10C - Fall Final Exam Math 1C - Fall 217 - Final Exam Problem 1. Consider the function f(x, y) = 1 x 2 (y 1) 2. (i) Draw the level curve through the point P (1, 2). Find the gradient of f at the point P and draw the gradient

More information

Name: ID: Math 233 Exam 1. Page 1

Name: ID: Math 233 Exam 1. Page 1 Page 1 Name: ID: This exam has 20 multiple choice questions, worth 5 points each. You are allowed to use a scientific calculator and a 3 5 inch note card. 1. Which of the following pairs of vectors are

More information

LECTURE 25-26: CARTAN S THEOREM OF MAXIMAL TORI. 1. Maximal Tori

LECTURE 25-26: CARTAN S THEOREM OF MAXIMAL TORI. 1. Maximal Tori LECTURE 25-26: CARTAN S THEOREM OF MAXIMAL TORI 1. Maximal Tori By a torus we mean a compact connected abelian Lie group, so a torus is a Lie group that is isomorphic to T n = R n /Z n. Definition 1.1.

More information

LB 220 Homework 4 Solutions

LB 220 Homework 4 Solutions LB 220 Homework 4 Solutions Section 11.4, # 40: This problem was solved in class on Feb. 03. Section 11.4, # 42: This problem was also solved in class on Feb. 03. Section 11.4, # 43: Also solved in class

More information

Dr. Allen Back. Sep. 10, 2014

Dr. Allen Back. Sep. 10, 2014 Dr. Allen Back Sep. 10, 2014 The chain rule in multivariable calculus is in some ways very simple. But it can lead to extremely intricate sorts of relationships (try thermodynamics in physical chemistry...

More information

Lecture 5 - Fundamental Theorem for Line Integrals and Green s Theorem

Lecture 5 - Fundamental Theorem for Line Integrals and Green s Theorem Lecture 5 - Fundamental Theorem for Line Integrals and Green s Theorem Math 392, section C September 14, 2016 392, section C Lect 5 September 14, 2016 1 / 22 Last Time: Fundamental Theorem for Line Integrals:

More information

2015 Math Camp Calculus Exam Solution

2015 Math Camp Calculus Exam Solution 015 Math Camp Calculus Exam Solution Problem 1: x = x x +5 4+5 = 9 = 3 1. lim We also accepted ±3, even though it is not according to the prevailing convention 1. x x 4 x+4 =. lim 4 4+4 = 4 0 = 4 0 = We

More information

Polytechnic Institute of NYU MA 2132 Final Practice Answers Fall 2012

Polytechnic Institute of NYU MA 2132 Final Practice Answers Fall 2012 Polytechnic Institute of NYU MA Final Practice Answers Fall Studying from past or sample exams is NOT recommended. If you do, it should be only AFTER you know how to do all of the homework and worksheet

More information

11 a 12 a 21 a 11 a 22 a 12 a 21. (C.11) A = The determinant of a product of two matrices is given by AB = A B 1 1 = (C.13) and similarly.

11 a 12 a 21 a 11 a 22 a 12 a 21. (C.11) A = The determinant of a product of two matrices is given by AB = A B 1 1 = (C.13) and similarly. C PROPERTIES OF MATRICES 697 to whether the permutation i 1 i 2 i N is even or odd, respectively Note that I =1 Thus, for a 2 2 matrix, the determinant takes the form A = a 11 a 12 = a a 21 a 11 a 22 a

More information

Practice problems. 1. Given a = 3i 2j and b = 2i + j. Write c = i + j in terms of a and b.

Practice problems. 1. Given a = 3i 2j and b = 2i + j. Write c = i + j in terms of a and b. Practice problems 1. Given a = 3i 2j and b = 2i + j. Write c = i + j in terms of a and b. 1, 1 = c 1 3, 2 + c 2 2, 1. Solve c 1, c 2. 2. Suppose a is a vector in the plane. If the component of the a in

More information

VANDERBILT UNIVERSITY. MATH 2300 MULTIVARIABLE CALCULUS Practice Test 1 Solutions

VANDERBILT UNIVERSITY. MATH 2300 MULTIVARIABLE CALCULUS Practice Test 1 Solutions VANDERBILT UNIVERSITY MATH 2300 MULTIVARIABLE CALCULUS Practice Test 1 Solutions Directions. This practice test should be used as a study guide, illustrating the concepts that will be emphasized in the

More information

(1) Recap of Differential Calculus and Integral Calculus (2) Preview of Calculus in three dimensional space (3) Tools for Calculus 3

(1) Recap of Differential Calculus and Integral Calculus (2) Preview of Calculus in three dimensional space (3) Tools for Calculus 3 Math 127 Introduction and Review (1) Recap of Differential Calculus and Integral Calculus (2) Preview of Calculus in three dimensional space (3) Tools for Calculus 3 MATH 127 Introduction to Calculus III

More information

Edexcel GCE Further Pure Mathematics (FP1) Required Knowledge Information Sheet. Daniel Hammocks

Edexcel GCE Further Pure Mathematics (FP1) Required Knowledge Information Sheet. Daniel Hammocks Edexcel GCE Further Pure Mathematics (FP1) Required Knowledge Information Sheet FP1 Formulae Given in Mathematical Formulae and Statistical Tables Booklet Summations o =1 2 = 1 + 12 + 1 6 o =1 3 = 1 64

More information

Linear maps. Matthew Macauley. Department of Mathematical Sciences Clemson University Math 8530, Spring 2017

Linear maps. Matthew Macauley. Department of Mathematical Sciences Clemson University  Math 8530, Spring 2017 Linear maps Matthew Macauley Department of Mathematical Sciences Clemson University http://www.math.clemson.edu/~macaule/ Math 8530, Spring 2017 M. Macauley (Clemson) Linear maps Math 8530, Spring 2017

More information

Ph.D. Katarína Bellová Page 1 Mathematics 2 (10-PHY-BIPMA2) EXAM - Solutions, 20 July 2017, 10:00 12:00 All answers to be justified.

Ph.D. Katarína Bellová Page 1 Mathematics 2 (10-PHY-BIPMA2) EXAM - Solutions, 20 July 2017, 10:00 12:00 All answers to be justified. PhD Katarína Bellová Page 1 Mathematics 2 (10-PHY-BIPMA2 EXAM - Solutions, 20 July 2017, 10:00 12:00 All answers to be justified Problem 1 [ points]: For which parameters λ R does the following system

More information

LINEAR ALGEBRA SUMMARY SHEET.

LINEAR ALGEBRA SUMMARY SHEET. LINEAR ALGEBRA SUMMARY SHEET RADON ROSBOROUGH https://intuitiveexplanationscom/linear-algebra-summary-sheet/ This document is a concise collection of many of the important theorems of linear algebra, organized

More information

SOLUTIONS FOR PROBLEMS 1-30

SOLUTIONS FOR PROBLEMS 1-30 . Answer: 5 Evaluate x x + 9 for x SOLUTIONS FOR PROBLEMS - 0 When substituting x in x be sure to do the exponent before the multiplication by to get (). + 9 5 + When multiplying ( ) so that ( 7) ( ).

More information

Solutions to the Calculus and Linear Algebra problems on the Comprehensive Examination of January 28, 2011

Solutions to the Calculus and Linear Algebra problems on the Comprehensive Examination of January 28, 2011 Solutions to the Calculus and Linear Algebra problems on the Comprehensive Examination of January 8, Solutions to Problems 5 are omitted since they involve topics no longer covered on the Comprehensive

More information

Integration - Past Edexcel Exam Questions

Integration - Past Edexcel Exam Questions Integration - Past Edexcel Exam Questions 1. (a) Given that y = 5x 2 + 7x + 3, find i. - ii. - (b) ( 1 + 3 ) x 1 x dx. [4] 2. Question 2b - January 2005 2. The gradient of the curve C is given by The point

More information

The second-order 1D wave equation

The second-order 1D wave equation C The second-order D wave equation C. Homogeneous wave equation with constant speed The simplest form of the second-order wave equation is given by: x 2 = Like the first-order wave equation, it responds

More information

MS 3011 Exercises. December 11, 2013

MS 3011 Exercises. December 11, 2013 MS 3011 Exercises December 11, 2013 The exercises are divided into (A) easy (B) medium and (C) hard. If you are particularly interested I also have some projects at the end which will deepen your understanding

More information

Further Mathematical Methods (Linear Algebra)

Further Mathematical Methods (Linear Algebra) Further Mathematical Methods (Linear Algebra) Solutions For The 2 Examination Question (a) For a non-empty subset W of V to be a subspace of V we require that for all vectors x y W and all scalars α R:

More information

2.3. VECTOR SPACES 25

2.3. VECTOR SPACES 25 2.3. VECTOR SPACES 25 2.3 Vector Spaces MATH 294 FALL 982 PRELIM # 3a 2.3. Let C[, ] denote the space of continuous functions defined on the interval [,] (i.e. f(x) is a member of C[, ] if f(x) is continuous

More information

x 3y 2z = 6 1.2) 2x 4y 3z = 8 3x + 6y + 8z = 5 x + 3y 2z + 5t = 4 1.5) 2x + 8y z + 9t = 9 3x + 5y 12z + 17t = 7

x 3y 2z = 6 1.2) 2x 4y 3z = 8 3x + 6y + 8z = 5 x + 3y 2z + 5t = 4 1.5) 2x + 8y z + 9t = 9 3x + 5y 12z + 17t = 7 Linear Algebra and its Applications-Lab 1 1) Use Gaussian elimination to solve the following systems x 1 + x 2 2x 3 + 4x 4 = 5 1.1) 2x 1 + 2x 2 3x 3 + x 4 = 3 3x 1 + 3x 2 4x 3 2x 4 = 1 x + y + 2z = 4 1.4)

More information

Lecture 7 - Separable Equations

Lecture 7 - Separable Equations Lecture 7 - Separable Equations Separable equations is a very special type of differential equations where you can separate the terms involving only y on one side of the equation and terms involving only

More information

Chapter 5 Eigenvalues and Eigenvectors

Chapter 5 Eigenvalues and Eigenvectors Chapter 5 Eigenvalues and Eigenvectors Outline 5.1 Eigenvalues and Eigenvectors 5.2 Diagonalization 5.3 Complex Vector Spaces 2 5.1 Eigenvalues and Eigenvectors Eigenvalue and Eigenvector If A is a n n

More information

Homogeneous para-kähler Einstein manifolds. Dmitri V. Alekseevsky

Homogeneous para-kähler Einstein manifolds. Dmitri V. Alekseevsky Homogeneous para-kähler Einstein manifolds Dmitri V. Alekseevsky Hamburg,14-18 July 2008 1 The talk is based on a joint work with C.Medori and A.Tomassini (Parma) See ArXiv 0806.2272, where also a survey

More information

A 2 G 2 A 1 A 1. (3) A double edge pointing from α i to α j if α i, α j are not perpendicular and α i 2 = 2 α j 2

A 2 G 2 A 1 A 1. (3) A double edge pointing from α i to α j if α i, α j are not perpendicular and α i 2 = 2 α j 2 46 MATH 223A NOTES 2011 LIE ALGEBRAS 11. Classification of semisimple Lie algebras I will explain how the Cartan matrix and Dynkin diagrams describe root systems. Then I will go through the classification

More information

APPLIED MATHEMATICS. Part 1: Ordinary Differential Equations. Wu-ting Tsai

APPLIED MATHEMATICS. Part 1: Ordinary Differential Equations. Wu-ting Tsai APPLIED MATHEMATICS Part 1: Ordinary Differential Equations Contents 1 First Order Differential Equations 3 1.1 Basic Concepts and Ideas................... 4 1.2 Separable Differential Equations................

More information

18.06 Problem Set 8 - Solutions Due Wednesday, 14 November 2007 at 4 pm in

18.06 Problem Set 8 - Solutions Due Wednesday, 14 November 2007 at 4 pm in 806 Problem Set 8 - Solutions Due Wednesday, 4 November 2007 at 4 pm in 2-06 08 03 Problem : 205+5+5+5 Consider the matrix A 02 07 a Check that A is a positive Markov matrix, and find its steady state

More information

Solutions for Math 225 Assignment #5 1

Solutions for Math 225 Assignment #5 1 Solutions for Math 225 Assignment #5 1 (1) Find a polynomial f(x) of degree at most 3 satisfying that f(0) = 2, f( 1) = 1, f(1) = 3 and f(3) = 1. Solution. By Lagrange Interpolation, ( ) (x + 1)(x 1)(x

More information

THE EULER CHARACTERISTIC OF A LIE GROUP

THE EULER CHARACTERISTIC OF A LIE GROUP THE EULER CHARACTERISTIC OF A LIE GROUP JAY TAYLOR 1 Examples of Lie Groups The following is adapted from [2] We begin with the basic definition and some core examples Definition A Lie group is a smooth

More information

LECTURE 16: LIE GROUPS AND THEIR LIE ALGEBRAS. 1. Lie groups

LECTURE 16: LIE GROUPS AND THEIR LIE ALGEBRAS. 1. Lie groups LECTURE 16: LIE GROUPS AND THEIR LIE ALGEBRAS 1. Lie groups A Lie group is a special smooth manifold on which there is a group structure, and moreover, the two structures are compatible. Lie groups are

More information

z x = f x (x, y, a, b), z y = f y (x, y, a, b). F(x, y, z, z x, z y ) = 0. This is a PDE for the unknown function of two independent variables.

z x = f x (x, y, a, b), z y = f y (x, y, a, b). F(x, y, z, z x, z y ) = 0. This is a PDE for the unknown function of two independent variables. Chapter 2 First order PDE 2.1 How and Why First order PDE appear? 2.1.1 Physical origins Conservation laws form one of the two fundamental parts of any mathematical model of Continuum Mechanics. These

More information

Numerical Linear Algebra

Numerical Linear Algebra University of Alabama at Birmingham Department of Mathematics Numerical Linear Algebra Lecture Notes for MA 660 (1997 2014) Dr Nikolai Chernov April 2014 Chapter 0 Review of Linear Algebra 0.1 Matrices

More information

n=0 ( 1)n /(n + 1) converges, but not

n=0 ( 1)n /(n + 1) converges, but not Math 07H Topics for the third exam (and beyond) (Technically, everything covered on the first two exams plus...) Absolute convergence and alternating series A series a n converges absolutely if a n converges.

More information

1 Linear Algebra Problems

1 Linear Algebra Problems Linear Algebra Problems. Let A be the conjugate transpose of the complex matrix A; i.e., A = A t : A is said to be Hermitian if A = A; real symmetric if A is real and A t = A; skew-hermitian if A = A and

More information

Spectral Theorem for Self-adjoint Linear Operators

Spectral Theorem for Self-adjoint Linear Operators Notes for the undergraduate lecture by David Adams. (These are the notes I would write if I was teaching a course on this topic. I have included more material than I will cover in the 45 minute lecture;

More information

The first order quasi-linear PDEs

The first order quasi-linear PDEs Chapter 2 The first order quasi-linear PDEs The first order quasi-linear PDEs have the following general form: F (x, u, Du) = 0, (2.1) where x = (x 1, x 2,, x 3 ) R n, u = u(x), Du is the gradient of u.

More information

26.2. Cauchy-Riemann Equations and Conformal Mapping. Introduction. Prerequisites. Learning Outcomes

26.2. Cauchy-Riemann Equations and Conformal Mapping. Introduction. Prerequisites. Learning Outcomes Cauchy-Riemann Equations and Conformal Mapping 26.2 Introduction In this Section we consider two important features of complex functions. The Cauchy-Riemann equations provide a necessary and sufficient

More information

Linear Ordinary Differential Equations

Linear Ordinary Differential Equations MTH.B402; Sect. 1 20180703) 2 Linear Ordinary Differential Equations Preliminaries: Matrix Norms. Denote by M n R) the set of n n matrix with real components, which can be identified the vector space R

More information

1. For each function, find all of its critical points and then classify each point as a local extremum or saddle point.

1. For each function, find all of its critical points and then classify each point as a local extremum or saddle point. Solutions Review for Exam # Math 6. For each function, find all of its critical points and then classify each point as a local extremum or saddle point. a fx, y x + 6xy + y Solution.The gradient of f is

More information

Introduction to Linear Algebra, Second Edition, Serge Lange

Introduction to Linear Algebra, Second Edition, Serge Lange Introduction to Linear Algebra, Second Edition, Serge Lange Chapter I: Vectors R n defined. Addition and scalar multiplication in R n. Two geometric interpretations for a vector: point and displacement.

More information

EXAM. Exam #1. Math 3350 Summer II, July 21, 2000 ANSWERS

EXAM. Exam #1. Math 3350 Summer II, July 21, 2000 ANSWERS EXAM Exam #1 Math 3350 Summer II, 2000 July 21, 2000 ANSWERS i 100 pts. Problem 1. 1. In each part, find the general solution of the differential equation. dx = x2 e y We use the following sequence of

More information

Math 350 Fall 2011 Notes about inner product spaces. In this notes we state and prove some important properties of inner product spaces.

Math 350 Fall 2011 Notes about inner product spaces. In this notes we state and prove some important properties of inner product spaces. Math 350 Fall 2011 Notes about inner product spaces In this notes we state and prove some important properties of inner product spaces. First, recall the dot product on R n : if x, y R n, say x = (x 1,...,

More information

D. Correct! This is the correct answer. It is found by dy/dx = (dy/dt)/(dx/dt).

D. Correct! This is the correct answer. It is found by dy/dx = (dy/dt)/(dx/dt). Calculus II - Problem Solving Drill 4: Calculus for Parametric Equations Question No. of 0 Instructions: () Read the problem and answer choices carefully () Work the problems on paper as. Find dy/dx where

More information

LECTURE 7, WEDNESDAY

LECTURE 7, WEDNESDAY LECTURE 7, WEDNESDAY 25.02.04 FRANZ LEMMERMEYER 1. Singular Weierstrass Curves Consider cubic curves in Weierstraß form (1) E : y 2 + a 1 xy + a 3 y = x 3 + a 2 x 2 + a 4 x + a 6, the coefficients a i

More information

b) The system of ODE s d x = v(x) in U. (2) dt

b) The system of ODE s d x = v(x) in U. (2) dt How to solve linear and quasilinear first order partial differential equations This text contains a sketch about how to solve linear and quasilinear first order PDEs and should prepare you for the general

More information

Practice problems for Exam 1. a b = (2) 2 + (4) 2 + ( 3) 2 = 29

Practice problems for Exam 1. a b = (2) 2 + (4) 2 + ( 3) 2 = 29 Practice problems for Exam.. Given a = and b =. Find the area of the parallelogram with adjacent sides a and b. A = a b a ı j k b = = ı j + k = ı + 4 j 3 k Thus, A = 9. a b = () + (4) + ( 3)

More information

Math 250B Final Exam Review Session Spring 2015 SOLUTIONS

Math 250B Final Exam Review Session Spring 2015 SOLUTIONS Math 5B Final Exam Review Session Spring 5 SOLUTIONS Problem Solve x x + y + 54te 3t and y x + 4y + 9e 3t λ SOLUTION: We have det(a λi) if and only if if and 4 λ only if λ 3λ This means that the eigenvalues

More information

ALGEBRAIC GEOMETRY HOMEWORK 3

ALGEBRAIC GEOMETRY HOMEWORK 3 ALGEBRAIC GEOMETRY HOMEWORK 3 (1) Consider the curve Y 2 = X 2 (X + 1). (a) Sketch the curve. (b) Determine the singular point P on C. (c) For all lines through P, determine the intersection multiplicity

More information

LECTURE 2: SYMPLECTIC VECTOR BUNDLES

LECTURE 2: SYMPLECTIC VECTOR BUNDLES LECTURE 2: SYMPLECTIC VECTOR BUNDLES WEIMIN CHEN, UMASS, SPRING 07 1. Symplectic Vector Spaces Definition 1.1. A symplectic vector space is a pair (V, ω) where V is a finite dimensional vector space (over

More information

MULTILINEAR ALGEBRA MCKENZIE LAMB

MULTILINEAR ALGEBRA MCKENZIE LAMB MULTILINEAR ALGEBRA MCKENZIE LAMB 1. Introduction This project consists of a rambling introduction to some basic notions in multilinear algebra. The central purpose will be to show that the div, grad,

More information

LECTURE 3: REPRESENTATION THEORY OF SL 2 (C) AND sl 2 (C)

LECTURE 3: REPRESENTATION THEORY OF SL 2 (C) AND sl 2 (C) LECTURE 3: REPRESENTATION THEORY OF SL 2 (C) AND sl 2 (C) IVAN LOSEV Introduction We proceed to studying the representation theory of algebraic groups and Lie algebras. Algebraic groups are the groups

More information

Lecture 23: 6.1 Inner Products

Lecture 23: 6.1 Inner Products Lecture 23: 6.1 Inner Products Wei-Ta Chu 2008/12/17 Definition An inner product on a real vector space V is a function that associates a real number u, vwith each pair of vectors u and v in V in such

More information

Spring 2018 CIS 610. Advanced Geometric Methods in Computer Science Jean Gallier Homework 3

Spring 2018 CIS 610. Advanced Geometric Methods in Computer Science Jean Gallier Homework 3 Spring 2018 CIS 610 Advanced Geometric Methods in Computer Science Jean Gallier Homework 3 March 20; Due April 5, 2018 Problem B1 (80). This problem is from Knapp, Lie Groups Beyond an Introduction, Introduction,

More information

Problems in Linear Algebra and Representation Theory

Problems in Linear Algebra and Representation Theory Problems in Linear Algebra and Representation Theory (Most of these were provided by Victor Ginzburg) The problems appearing below have varying level of difficulty. They are not listed in any specific

More information

Linear Algebra 1 Exam 2 Solutions 7/14/3

Linear Algebra 1 Exam 2 Solutions 7/14/3 Linear Algebra 1 Exam Solutions 7/14/3 Question 1 The line L has the symmetric equation: x 1 = y + 3 The line M has the parametric equation: = z 4. [x, y, z] = [ 4, 10, 5] + s[10, 7, ]. The line N is perpendicular

More information

Lecture two. January 17, 2019

Lecture two. January 17, 2019 Lecture two January 17, 2019 We will learn how to solve rst-order linear equations in this lecture. Example 1. 1) Find all solutions satisfy the equation u x (x, y) = 0. 2) Find the solution if we know

More information

PRE-LEAVING CERTIFICATE EXAMINATION, 2010

PRE-LEAVING CERTIFICATE EXAMINATION, 2010 L.7 PRE-LEAVING CERTIFICATE EXAMINATION, 00 MATHEMATICS HIGHER LEVEL PAPER (300 marks) TIME : ½ HOURS Attempt SIX QUESTIONS (50 marks each). WARNING: Marks will be lost if all necessary work is not clearly

More information

Indefinite Integration

Indefinite Integration Indefinite Integration 1 An antiderivative of a function y = f(x) defined on some interval (a, b) is called any function F(x) whose derivative at any point of this interval is equal to f(x): F'(x) = f(x)

More information

APPENDIX A. Background Mathematics. A.1 Linear Algebra. Vector algebra. Let x denote the n-dimensional column vector with components x 1 x 2.

APPENDIX A. Background Mathematics. A.1 Linear Algebra. Vector algebra. Let x denote the n-dimensional column vector with components x 1 x 2. APPENDIX A Background Mathematics A. Linear Algebra A.. Vector algebra Let x denote the n-dimensional column vector with components 0 x x 2 B C @. A x n Definition 6 (scalar product). The scalar product

More information

THEODORE VORONOV DIFFERENTIABLE MANIFOLDS. Fall Last updated: November 26, (Under construction.)

THEODORE VORONOV DIFFERENTIABLE MANIFOLDS. Fall Last updated: November 26, (Under construction.) 4 Vector fields Last updated: November 26, 2009. (Under construction.) 4.1 Tangent vectors as derivations After we have introduced topological notions, we can come back to analysis on manifolds. Let M

More information

Mathematics of Physics and Engineering II: Homework problems

Mathematics of Physics and Engineering II: Homework problems Mathematics of Physics and Engineering II: Homework problems Homework. Problem. Consider four points in R 3 : P (,, ), Q(,, 2), R(,, ), S( + a,, 2a), where a is a real number. () Compute the coordinates

More information

MATH 200 WEEK 5 - WEDNESDAY DIRECTIONAL DERIVATIVE

MATH 200 WEEK 5 - WEDNESDAY DIRECTIONAL DERIVATIVE WEEK 5 - WEDNESDAY DIRECTIONAL DERIVATIVE GOALS Be able to compute a gradient vector, and use it to compute a directional derivative of a given function in a given direction. Be able to use the fact that

More information

Series Solutions of ODEs. Special Functions

Series Solutions of ODEs. Special Functions C05.tex 6/4/0 3: 5 Page 65 Chap. 5 Series Solutions of ODEs. Special Functions We continue our studies of ODEs with Legendre s, Bessel s, and the hypergeometric equations. These ODEs have variable coefficients

More information

SYMPLECTIC GEOMETRY: LECTURE 5

SYMPLECTIC GEOMETRY: LECTURE 5 SYMPLECTIC GEOMETRY: LECTURE 5 LIAT KESSLER Let (M, ω) be a connected compact symplectic manifold, T a torus, T M M a Hamiltonian action of T on M, and Φ: M t the assoaciated moment map. Theorem 0.1 (The

More information

Period Domains. Carlson. June 24, 2010

Period Domains. Carlson. June 24, 2010 Period Domains Carlson June 4, 00 Carlson - Period Domains Period domains are parameter spaces for marked Hodge structures. We call Γ\D the period space, which is a parameter space of isomorphism classes

More information

NOTES ON BILINEAR FORMS

NOTES ON BILINEAR FORMS NOTES ON BILINEAR FORMS PARAMESWARAN SANKARAN These notes are intended as a supplement to the talk given by the author at the IMSc Outreach Programme Enriching Collegiate Education-2015. Symmetric bilinear

More information

Math 554 Qualifying Exam. You may use any theorems from the textbook. Any other claims must be proved in details.

Math 554 Qualifying Exam. You may use any theorems from the textbook. Any other claims must be proved in details. Math 554 Qualifying Exam January, 2019 You may use any theorems from the textbook. Any other claims must be proved in details. 1. Let F be a field and m and n be positive integers. Prove the following.

More information

ENGI Linear Approximation (2) Page Linear Approximation to a System of Non-Linear ODEs (2)

ENGI Linear Approximation (2) Page Linear Approximation to a System of Non-Linear ODEs (2) ENGI 940 4.06 - Linear Approximation () Page 4. 4.06 Linear Approximation to a System of Non-Linear ODEs () From sections 4.0 and 4.0, the non-linear system dx dy = x = P( x, y), = y = Q( x, y) () with

More information

MATH PROBLEM SET 6

MATH PROBLEM SET 6 MATH 431-2018 PROBLEM SET 6 DECEMBER 2, 2018 DUE TUESDAY 11 DECEMBER 2018 1. Rotations and quaternions Consider the line l through p 0 := (1, 0, 0) and parallel to the vector v := 1 1, 1 that is, defined

More information

First order Partial Differential equations

First order Partial Differential equations First order Partial Differential equations 0.1 Introduction Definition 0.1.1 A Partial Deferential equation is called linear if the dependent variable and all its derivatives have degree one and not multiple

More information

Extrema of Functions of Several Variables

Extrema of Functions of Several Variables Extrema of Functions of Several Variables MATH 311, Calculus III J. Robert Buchanan Department of Mathematics Fall 2011 Background (1 of 3) In single-variable calculus there are three important results

More information

x 1. x n i + x 2 j (x 1, x 2, x 3 ) = x 1 j + x 3

x 1. x n i + x 2 j (x 1, x 2, x 3 ) = x 1 j + x 3 Version: 4/1/06. Note: These notes are mostly from my 5B course, with the addition of the part on components and projections. Look them over to make sure that we are on the same page as regards inner-products,

More information

3 Applications of partial differentiation

3 Applications of partial differentiation Advanced Calculus Chapter 3 Applications of partial differentiation 37 3 Applications of partial differentiation 3.1 Stationary points Higher derivatives Let U R 2 and f : U R. The partial derivatives

More information

LINEAR ALGEBRA BOOT CAMP WEEK 4: THE SPECTRAL THEOREM

LINEAR ALGEBRA BOOT CAMP WEEK 4: THE SPECTRAL THEOREM LINEAR ALGEBRA BOOT CAMP WEEK 4: THE SPECTRAL THEOREM Unless otherwise stated, all vector spaces in this worksheet are finite dimensional and the scalar field F is R or C. Definition 1. A linear operator

More information

Problem set 7 Math 207A, Fall 2011 Solutions

Problem set 7 Math 207A, Fall 2011 Solutions Problem set 7 Math 207A, Fall 2011 s 1. Classify the equilibrium (x, y) = (0, 0) of the system x t = x, y t = y + x 2. Is the equilibrium hyperbolic? Find an equation for the trajectories in (x, y)- phase

More information

Math 11 Fall 2018 Midterm 1

Math 11 Fall 2018 Midterm 1 Math 11 Fall 2018 Midterm 1 October 3, 2018 NAME: SECTION (check one box): Section 1 (I. Petkova 10:10) Section 2 (M. Kobayashi 11:30) Section 3 (W. Lord 12:50) Section 4 (M. Kobayashi 1:10) Instructions:

More information

Examples 2: Composite Functions, Piecewise Functions, Partial Fractions

Examples 2: Composite Functions, Piecewise Functions, Partial Fractions Examples 2: Composite Functions, Piecewise Functions, Partial Fractions September 26, 206 The following are a set of examples to designed to complement a first-year calculus course. objectives are listed

More information

Definite versus Indefinite Linear Algebra. Christian Mehl Institut für Mathematik TU Berlin Germany. 10th SIAM Conference on Applied Linear Algebra

Definite versus Indefinite Linear Algebra. Christian Mehl Institut für Mathematik TU Berlin Germany. 10th SIAM Conference on Applied Linear Algebra Definite versus Indefinite Linear Algebra Christian Mehl Institut für Mathematik TU Berlin Germany 10th SIAM Conference on Applied Linear Algebra Monterey Bay Seaside, October 26-29, 2009 Indefinite Linear

More information

ALGEBRA QUALIFYING EXAM PROBLEMS LINEAR ALGEBRA

ALGEBRA QUALIFYING EXAM PROBLEMS LINEAR ALGEBRA ALGEBRA QUALIFYING EXAM PROBLEMS LINEAR ALGEBRA Kent State University Department of Mathematical Sciences Compiled and Maintained by Donald L. White Version: August 29, 2017 CONTENTS LINEAR ALGEBRA AND

More information

Paradoxical Euler: Integrating by Differentiating. Andrew Fabian Hieu D. Nguyen. Department of Mathematics Rowan University, Glassboro, NJ 08028

Paradoxical Euler: Integrating by Differentiating. Andrew Fabian Hieu D. Nguyen. Department of Mathematics Rowan University, Glassboro, NJ 08028 Paradoxical Euler: Integrating by Differentiating Andrew Fabian Hieu D Nguyen Department of Mathematics Rowan University, Glassboro, NJ 0808 3-3-09 I Introduction Every student of calculus learns that

More information

Linear DifferentiaL Equation

Linear DifferentiaL Equation Linear DifferentiaL Equation Massoud Malek The set F of all complex-valued functions is known to be a vector space of infinite dimension. Solutions to any linear differential equations, form a subspace

More information

Linear Algebra. Workbook

Linear Algebra. Workbook Linear Algebra Workbook Paul Yiu Department of Mathematics Florida Atlantic University Last Update: November 21 Student: Fall 2011 Checklist Name: A B C D E F F G H I J 1 2 3 4 5 6 7 8 9 10 xxx xxx xxx

More information

MANIFOLD STRUCTURES IN ALGEBRA

MANIFOLD STRUCTURES IN ALGEBRA MANIFOLD STRUCTURES IN ALGEBRA MATTHEW GARCIA 1. Definitions Our aim is to describe the manifold structure on classical linear groups and from there deduce a number of results. Before we begin we make

More information

Problem 1A. Suppose that f is a continuous real function on [0, 1]. Prove that

Problem 1A. Suppose that f is a continuous real function on [0, 1]. Prove that Problem 1A. Suppose that f is a continuous real function on [, 1]. Prove that lim α α + x α 1 f(x)dx = f(). Solution: This is obvious for f a constant, so by subtracting f() from both sides we can assume

More information