Math 273 (51) - Final

Size: px
Start display at page:

Download "Math 273 (51) - Final"

Transcription

1 Name: Id #: Math 273 (5) - Final Autumn Quarter 26 Thursday, December 8, 26-6: to 8: Instructions: Prob. Points Score possible TOTAL 75 Read each problem carefully. Write legibly. Show all your work on these sheets. Feel free to use the opposite side. This exam has 2 pages, and 3 problems. Please make sure that all pages are included. You may not use books, notes, calculators, etc. Cite theorems from class or from the texts as appropriate. Proofs should be presented clearly (in the style used in lectures) and explained using complete English sentences. Good luck!

2 Math 273 (5) - Final Autumn Quarter 26 Page 2 of 2 Question. (Total of 25 points) a) Consider the IVP { x = Ax where x() = x 2 2 /7 A := 2 and x := /2. 8 i) ( points) Find the real solution to this problem. ii) (4 points) By plugging your solution into the system, check that it solves the ODE. b) (3 points) Sketch the trace-determinant diagram for classifying the dynamics of planar linear systems. c) Consider the first order ODE x = f k (x) where f k : R R is given by f k (x) := x(x ) kx. i) (4 points) Sketch the graphs of x(x ) and the graphs of kx for various values of k. Use this picture, together with an explanation, to conclude a bifurcation occurs at some value k. What is the value of k? ii) (4 points) Draw a bifurcation diagram for the ODE. Solution. a) i) Step : Find the eigenvalues of A. Observe that 2 λ 2 det(a λi) = det λ 2 8 λ ( ) λ 2 = (λ 2) det = (λ 2)(λ 2 2λ + 7) 8 λ so from the quadratic formula the eigenvalues are λ := 2, λ 2 = + 4i, λ 3 = 4i. Hence we have a real eigenvalue and a pair of conjugate nonreal eigenvalues. Step 2: Find the corresponding eigenvectors. It is clear that the eigenspace for 2 is spanned by v := (,, ). To find

3 Math 273 (5) - Final Autumn Quarter 26 Page 3 of 2 the eigenspaces for the complex eigenvalues note that 4i 2 4i 2 A ( + 4i)I = 4i 2 4 2i R 2 i R 2 8 4i 8 4i 4i 2 4 2i R 3 R 3 2R 2 where we have applied a sequence of elementary row operations to the matrix. Hence, any (complex) eigenvector v 2 = (z, z 2, z 3 ) C 3 satisfies z 2 = i 2 z 3 and z = 2 4i z 3. Letting z 3 = we have 2/7 8i/7 2/7 + 8i/7 v 2 := i/2 and v 3 := v 2 = i/2 is are eigenvectors. Step 3: Transform the matrix into canonical form and express the inital data in terms of the new basis. Consider the real and imaginary parts w 2 and w 3 of v 2 given by 2/7 8/7 w 2 := and w 3 := /2 From lectures we know that if T = (v w 2 w 3 ) is the 3 3 matrix with columns v, w 2 and w 3, then T AT = C is the canonical form of A, which is given by 2 C = 4. 4 Recall that the initial data is given by /7 2/7 8/7 x = /2 = + /2 and so x = T b where b = (,, ).

4 Math 273 (5) - Final Autumn Quarter 26 Page 4 of 2 Step 4: Find the general solution to the system corresponding to C. We know that the solutions are given by y(t) := exp(tc)y for some choice of y R 3. From lectures we know that the matrix exponential is given by e 2t exp(tc) = e t cos 4t e t sin 4t. e t sin 4t e t cos 4t Step 5: Find the solution to the IVP by transforming the above solution to y = Cy. We know that the solution to the IVP is given by x(t) = T exp(tc)b, which is 2/7 8/7 e 2t x(t) = /2 e t cos 4t e t sin 4t e t sin 4t e t cos 4t 6/7 /7 = e t sin 4t /2 + e t cos 4t /2 ii) If x(t) is as defined in the previous part, then by the product and chain rules x (t) = e t sin 4t[ 6/7 /7 /2 4 /2 ] e t cos 4t[ /7 6/7 /2 + 4 /2 ] 46/7 4/7 = e t sin 4t 5/2 + e t cos 4t 3/2 3 5 On the other hand, 2 2 6/7 46/7 2 /2 = 5/2 8 3 and 2 2 /7 4/7 2 /2 = 3/2 8 5 so that x = Ax, whilst clearly x() = x. b) The trace-determinant diagram can be found on p. 64 of the course textbook.

5 Math 273 (5) - Final Autumn Quarter 26 Page 5 of 2 c) i) For a fixed value of k the equilibrium points correspond to values of x at which the line y = kx intersects with the graph of x(x ). We therefore see that there exists a unique value of k where there is a unique equilibrium point and for all other values of k there are precisely two. The value k corresponds to the tangent to the curve y = x(x ) at x = and is therefore given by k = 2x x= =. ii) It is easy to see the equilibrium points for the system occur at x = and x = k +. Plotting these lines on the (k, x)-plane and analysing the sign of the vector field we obtain the following bifurcation diagram:

6 Math 273 (5) - Final Autumn Quarter 26 Page 6 of 2 Question 2. (Total of 25 points) Consider the planar system where a R. x = ax y (x + y)(x 2 + y 2 ) y = x + ay + (x y)(x 2 + y 2 ) a) (4 points) Write down the linearised system at the equilibrium point (, ). Compute the eigenvalues of the linear system and determine the nature of the phase portrait. b) (3 points) State the Hartman-Grobman theorem. c) (3 points) Determine the behavior of the original system near the equilibrium point (, ) for values of a. Justify your answer. d) (4 points) Show that the system is given by in polar coordinates. r = r(a r 2 ) θ = + r 2 e) (2 points) Using the polar form, determine the behavior of the original system near the equilibrium point (, ) for a =. f) (6 points) Sketch phase portraits of the system for a < and a >. g) (3 points) Describe in detail the bifurcation which occurs when a =. Solution. a) The linearised system is ( ) x = y ( a a ) ( x y The characteristic polynomial of the matrix is λ 2 2aλ + a 2 + and so the eigenvalues are a ± i. To determine the nature of the phase portrait we consider three regimes. If a <, then the system is a spiral sink. If a =, then the system is a center. If a >, then the system is a spiral source. b) The Hartman-Grobman theorem states: Suppose f : R n R n is a C vector field and x is a hyperbolic equilibrium point. The flow is locally conjugate to the flow of the linearised system y = Df x y around x. ).

7 Math 273 (5) - Final Autumn Quarter 26 Page 7 of 2 c) The equilibrium point (, ) is hyperbolic for a and so by the Hartman- Grobman theorem the system shares the same qualitative behavior as the linearised system near the equilibrium point. Hence for a < we have a sink and for a > we have a source. d) Letting (x, y) = (r cos θ, r sin θ) it follows by the chain and product rules that x = r cos θ rθ sin θ, y = r sin θ + rθ cos θ. On the other hand, if (x, y) solves the system, then ( ) ( ) cos θ sin θ r + rθ = sin θ cos θ ( ( ) ) r a cos θ sin θ (cos θ + sin θ)r 2 r ( cos θ + a sin θ + (cos θ sin θ)r 2) ( ) ( ) cos θ sin θ = r(a r 2 ) + r( + r 2 ) sin θ cos θ Comparing the coefficients of these vectors we see that r = r(a r 2 ) θ = + r 2. e) If a =, then the system becomes r = r 3, θ = + r 2. Since r < for r > and θ, it follows that the solutions spiral away from the origin in the anticlockwise direction. Thus (, ) is a source in this case. f) Note that θ so solutions always wind around the origin. If a <, then a r 2 < for all r R and so r < away from the origin. Thus is a global sink, as pictured. If a >, then r = whenver r = a and so the circle centred at of radius a forms a periodic solution. If r > a, then r < and if r < a, then r >. Consequently, all non-equilibrium solutions tend towards this periodic solution, as pictured.

8 Math 273 (5) - Final Autumn Quarter 26 Page 8 of 2 g) The solution undergoes a Hopf bifurcation: for a < we have a stable equilibrium at (, ). When a >, the equilibrium is now unstable and a periodic solution arises in a neighbourhood of the equilibrium point.

9 Math 273 (5) - Final Autumn Quarter 26 Page 9 of 2 Question 3. (Total of 25 points) a) Let f : R n R n be a C vector field, x R n and consider the IVP { x = f(x) x() = x. i) (4 points) Define the sequence of Picard iterates (u k ) k=. Show, by induction, that these functions are all continuous. ii) (4 points) Suppose u k x uniformly as k for some function x: R n R. Show that x is differentiable and solves the IVP. b) Let v : R 2 R be the function v(x, y) := sin(πx) sin(πy) i) (3 points) Sketch the contours of v on the region [, ] 2. ii) (5 points) Sketch the phase portrait for the gradient system x = v(x). (Hint: consider the direction of the vector field along the horizontal lines y = ±/2 and the vertical lines x = ±/2). c) Let f : R 2 R 2 be a C vector field and consider the planar system x = f(x). i) (3 points) For x R 2 define the set of ω-limits ω(x). ii) (6 points) Suppose γ is a periodic solution curve for the system bounding the open region U and let z γ. Show that z cannot simultaneously belong to α(x) and ω(x) for any x U.(Hint: consider a local section through z). Solution. a) i) The functions (u k ) k= are defined recursively as follows. We let u (t) := x for all t R. Supposing u,..., u k have already been defined and are continuous we let u k (t) := x + t f u k (s) ds. Since u k and f are both continuous, f u k is continuous and therefore, by the Fundamental Theorem of Calculus, u k is differentiable (and hence continuous). ii) Since the convergence is uniform, x is a continuous function and x(t) = lim k u k (t) = lim k x + t Since f is continuous we therefore have x(t) = x + f u k (s) ds = x + t f x(s) ds, t lim f u k (s) ds. k

10 Math 273 (5) - Final Autumn Quarter 26 Page of 2 which will be differentiable by the Fundamental Theorem of Calculus with x (t) = f x(t) and x() = x. Hence x solves the IVP, as required. b) i) It is an easy exercise to see that the contour diagram is given by: ii) It is easy to see that there is an equilibrium point at each lattice point of the form (k, l)+(/2./2) where k, l Z. This can be seen by direct computation, or noting that the contours through these points are singular (in particular, they are just points) on the contour diagram. The vector field is given by f(x, y) := π ( ) cos(πx) sin(πy) cos(πy) sin(πx) and so for x = ±/2 we have cos(πx) = and so f(±/2, y) = (, π cos(πy)). This means the vector field is tangential to the lines x = ±/2 and it is easy to determine the direction of the vector field along these lines by considering the sign of the cosine function for various values. One can apply a similar analysis along the y = ±/2 lines to obtain the following preliminary phase portrait.

11 Math 273 (5) - Final Autumn Quarter 26 Page of 2 The full phase portrait can then be sketched by considering the diagram from the previous problem and recalling that the solutions must pass through the level curves of v in their normal direction. c) i) We say y R 2 is an ω-limit point for x if there exists a sequence of times (t n ) n= such that t n and φ tn (x) y as n. We then define ω(x) to be the set of all ω-limit points for x. ii) Let S z be a local section through z and V z be a flow box round z. Suppose z ω(x) so that there exists a sequence of times (t n ) n= such that t n as n and φ tn (x) z as n. Thus, by passing to the tail of the sequence we can assume φ tn (x) V z for all n N. By the property of flow boxes, there exists a sequence of times (t n) n= such that t n t n < C and φ t n (x) S z for all n N and φ t n (x) z as n. If we also have z α(x), then by a similar argument we have a sequence of

12 Math 273 (5) - Final Autumn Quarter 26 Page 2 of 2 times (s n) n= such that s n as n, φ s n (x) S z for all n N and φ s n (x) z as n. But clearly this contradicts the monotonicity property of local sections.

Math 163 (23) - Midterm Test 1

Math 163 (23) - Midterm Test 1 Name: Id #: Math 63 (23) - Midterm Test Spring Quarter 208 Friday April 20, 09:30am - 0:20am Instructions: Prob. Points Score possible 26 2 4 3 0 TOTAL 50 Read each problem carefully. Write legibly. Show

More information

Half of Final Exam Name: Practice Problems October 28, 2014

Half of Final Exam Name: Practice Problems October 28, 2014 Math 54. Treibergs Half of Final Exam Name: Practice Problems October 28, 24 Half of the final will be over material since the last midterm exam, such as the practice problems given here. The other half

More information

Math 331 Homework Assignment Chapter 7 Page 1 of 9

Math 331 Homework Assignment Chapter 7 Page 1 of 9 Math Homework Assignment Chapter 7 Page of 9 Instructions: Please make sure to demonstrate every step in your calculations. Return your answers including this homework sheet back to the instructor as a

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

Find the general solution of the system y = Ay, where

Find the general solution of the system y = Ay, where Math Homework # March, 9..3. Find the general solution of the system y = Ay, where 5 Answer: The matrix A has characteristic polynomial p(λ = λ + 7λ + = λ + 3(λ +. Hence the eigenvalues are λ = 3and λ

More information

STABILITY. Phase portraits and local stability

STABILITY. Phase portraits and local stability MAS271 Methods for differential equations Dr. R. Jain STABILITY Phase portraits and local stability We are interested in system of ordinary differential equations of the form ẋ = f(x, y), ẏ = g(x, y),

More information

MATH 1553-C MIDTERM EXAMINATION 3

MATH 1553-C MIDTERM EXAMINATION 3 MATH 553-C MIDTERM EXAMINATION 3 Name GT Email @gatech.edu Please read all instructions carefully before beginning. Please leave your GT ID card on your desk until your TA scans your exam. Each problem

More information

Math 312 Lecture Notes Linear Two-dimensional Systems of Differential Equations

Math 312 Lecture Notes Linear Two-dimensional Systems of Differential Equations Math 2 Lecture Notes Linear Two-dimensional Systems of Differential Equations Warren Weckesser Department of Mathematics Colgate University February 2005 In these notes, we consider the linear system of

More information

Math 256 (11) - Midterm Test 2

Math 256 (11) - Midterm Test 2 Name: Id #: Math 56 (11) - Midterm Test Spring Quarter 016 Friday May 13, 016-08:30 am to 09:0 am Instructions: Prob. Points Score possible 1 10 3 18 TOTAL 50 Read each problem carefully. Write legibly.

More information

APPM 2360: Final Exam 10:30am 1:00pm, May 6, 2015.

APPM 2360: Final Exam 10:30am 1:00pm, May 6, 2015. APPM 23: Final Exam :3am :pm, May, 25. ON THE FRONT OF YOUR BLUEBOOK write: ) your name, 2) your student ID number, 3) lecture section, 4) your instructor s name, and 5) a grading table for eight questions.

More information

Calculus for the Life Sciences II Assignment 6 solutions. f(x, y) = 3π 3 cos 2x + 2 sin 3y

Calculus for the Life Sciences II Assignment 6 solutions. f(x, y) = 3π 3 cos 2x + 2 sin 3y Calculus for the Life Sciences II Assignment 6 solutions Find the tangent plane to the graph of the function at the point (0, π f(x, y = 3π 3 cos 2x + 2 sin 3y Solution: The tangent plane of f at a point

More information

Question: Total. Points:

Question: Total. Points: MATH 308 May 23, 2011 Final Exam Name: ID: Question: 1 2 3 4 5 6 7 8 9 Total Points: 0 20 20 20 20 20 20 20 20 160 Score: There are 9 problems on 9 pages in this exam (not counting the cover sheet). Make

More information

+ i. cos(t) + 2 sin(t) + c 2.

+ i. cos(t) + 2 sin(t) + c 2. MATH HOMEWORK #7 PART A SOLUTIONS Problem 7.6.. Consider the system x = 5 x. a Express the general solution of the given system of equations in terms of realvalued functions. b Draw a direction field,

More information

Q1 Q2 Q3 Q4 Tot Letr Xtra

Q1 Q2 Q3 Q4 Tot Letr Xtra Mathematics 54.1 Final Exam, 12 May 2011 180 minutes, 90 points NAME: ID: GSI: INSTRUCTIONS: You must justify your answers, except when told otherwise. All the work for a question should be on the respective

More information

Section 9.3 Phase Plane Portraits (for Planar Systems)

Section 9.3 Phase Plane Portraits (for Planar Systems) Section 9.3 Phase Plane Portraits (for Planar Systems) Key Terms: Equilibrium point of planer system yꞌ = Ay o Equilibrium solution Exponential solutions o Half-line solutions Unstable solution Stable

More information

You may use a calculator, but you must show all your work in order to receive credit.

You may use a calculator, but you must show all your work in order to receive credit. Math 2410-010/015 Exam II April 7 th, 2017 Name: Instructions: Key Answer each question to the best of your ability. All answers must be written clearly. Be sure to erase or cross out any work that you

More information

Math 251 December 14, 2005 Answer Key to Final Exam. 1 18pt 2 16pt 3 12pt 4 14pt 5 12pt 6 14pt 7 14pt 8 16pt 9 20pt 10 14pt Total 150pt

Math 251 December 14, 2005 Answer Key to Final Exam. 1 18pt 2 16pt 3 12pt 4 14pt 5 12pt 6 14pt 7 14pt 8 16pt 9 20pt 10 14pt Total 150pt Name Section Math 51 December 14, 5 Answer Key to Final Exam There are 1 questions on this exam. Many of them have multiple parts. The point value of each question is indicated either at the beginning

More information

UNIVERSITY OF MANITOBA

UNIVERSITY OF MANITOBA Question Points Score INSTRUCTIONS TO STUDENTS: This is a 6 hour examination. No extra time will be given. No texts, notes, or other aids are permitted. There are no calculators, cellphones or electronic

More information

Understand the existence and uniqueness theorems and what they tell you about solutions to initial value problems.

Understand the existence and uniqueness theorems and what they tell you about solutions to initial value problems. Review Outline To review for the final, look over the following outline and look at problems from the book and on the old exam s and exam reviews to find problems about each of the following topics.. Basics

More information

Entrance Exam, Differential Equations April, (Solve exactly 6 out of the 8 problems) y + 2y + y cos(x 2 y) = 0, y(0) = 2, y (0) = 4.

Entrance Exam, Differential Equations April, (Solve exactly 6 out of the 8 problems) y + 2y + y cos(x 2 y) = 0, y(0) = 2, y (0) = 4. Entrance Exam, Differential Equations April, 7 (Solve exactly 6 out of the 8 problems). Consider the following initial value problem: { y + y + y cos(x y) =, y() = y. Find all the values y such that the

More information

Math 116 Second Midterm March 20, 2013

Math 116 Second Midterm March 20, 2013 Math 6 Second Mierm March, 3 Name: EXAM SOLUTIONS Instructor: Section:. Do not open this exam until you are told to do so.. This exam has 3 pages including this cover. There are 8 problems. Note that the

More information

MATH 220 CALCULUS I SPRING 2018, MIDTERM I FEB 16, 2018

MATH 220 CALCULUS I SPRING 2018, MIDTERM I FEB 16, 2018 MATH 220 CALCULUS I SPRING 2018, MIDTERM I FEB 16, 2018 DEPARTMENT OF MATHEMATICS UNIVERSITY OF PITTSBURGH NAME: ID NUMBER: (1) Do not open this exam until you are told to begin. (2) This exam has 12 pages

More information

7 Planar systems of linear ODE

7 Planar systems of linear ODE 7 Planar systems of linear ODE Here I restrict my attention to a very special class of autonomous ODE: linear ODE with constant coefficients This is arguably the only class of ODE for which explicit solution

More information

MATH 1553 PRACTICE MIDTERM 3 (VERSION B)

MATH 1553 PRACTICE MIDTERM 3 (VERSION B) MATH 1553 PRACTICE MIDTERM 3 (VERSION B) Name Section 1 2 3 4 5 Total Please read all instructions carefully before beginning. Each problem is worth 10 points. The maximum score on this exam is 50 points.

More information

First Midterm Exam Name: Practice Problems September 19, x = ax + sin x.

First Midterm Exam Name: Practice Problems September 19, x = ax + sin x. Math 54 Treibergs First Midterm Exam Name: Practice Problems September 9, 24 Consider the family of differential equations for the parameter a: (a Sketch the phase line when a x ax + sin x (b Use the graphs

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

B5.6 Nonlinear Systems

B5.6 Nonlinear Systems B5.6 Nonlinear Systems 4. Bifurcations Alain Goriely 2018 Mathematical Institute, University of Oxford Table of contents 1. Local bifurcations for vector fields 1.1 The problem 1.2 The extended centre

More information

Math 251 December 14, 2005 Final Exam. 1 18pt 2 16pt 3 12pt 4 14pt 5 12pt 6 14pt 7 14pt 8 16pt 9 20pt 10 14pt Total 150pt

Math 251 December 14, 2005 Final Exam. 1 18pt 2 16pt 3 12pt 4 14pt 5 12pt 6 14pt 7 14pt 8 16pt 9 20pt 10 14pt Total 150pt Math 251 December 14, 2005 Final Exam Name Section There are 10 questions on this exam. Many of them have multiple parts. The point value of each question is indicated either at the beginning of each question

More information

Math 21b Final Exam Thursday, May 15, 2003 Solutions

Math 21b Final Exam Thursday, May 15, 2003 Solutions Math 2b Final Exam Thursday, May 5, 2003 Solutions. (20 points) True or False. No justification is necessary, simply circle T or F for each statement. T F (a) If W is a subspace of R n and x is not in

More information

Part II Problems and Solutions

Part II Problems and Solutions Problem 1: [Complex and repeated eigenvalues] (a) The population of long-tailed weasels and meadow voles on Nantucket Island has been studied by biologists They measure the populations relative to a baseline,

More information

Math 118, Fall 2014 Final Exam

Math 118, Fall 2014 Final Exam Math 8, Fall 4 Final Exam True or false Please circle your choice; no explanation is necessary True There is a linear transformation T such that T e ) = e and T e ) = e Solution Since T is linear, if T

More information

Copyright (c) 2006 Warren Weckesser

Copyright (c) 2006 Warren Weckesser 2.2. PLANAR LINEAR SYSTEMS 3 2.2. Planar Linear Systems We consider the linear system of two first order differential equations or equivalently, = ax + by (2.7) dy = cx + dy [ d x x = A x, where x =, and

More information

MATH 1553, C. JANKOWSKI MIDTERM 3

MATH 1553, C. JANKOWSKI MIDTERM 3 MATH 1553, C JANKOWSKI MIDTERM 3 Name GT Email @gatechedu Write your section number (E6-E9) here: Please read all instructions carefully before beginning Please leave your GT ID card on your desk until

More information

2.10 Saddles, Nodes, Foci and Centers

2.10 Saddles, Nodes, Foci and Centers 2.10 Saddles, Nodes, Foci and Centers In Section 1.5, a linear system (1 where x R 2 was said to have a saddle, node, focus or center at the origin if its phase portrait was linearly equivalent to one

More information

FINAL EXAM MAY 20, 2004

FINAL EXAM MAY 20, 2004 18.034 FINAL EXAM MAY 20, 2004 Name: Problem 1: /10 Problem 2: /20 Problem 3: /25 Problem 4: /15 Problem 5: /20 Problem 6: /25 Problem 7: /10 Problem 8: /35 Problem 9: /40 Problem 10: /10 Extra credit

More information

154 Chapter 9 Hints, Answers, and Solutions The particular trajectories are highlighted in the phase portraits below.

154 Chapter 9 Hints, Answers, and Solutions The particular trajectories are highlighted in the phase portraits below. 54 Chapter 9 Hints, Answers, and Solutions 9. The Phase Plane 9.. 4. The particular trajectories are highlighted in the phase portraits below... 3. 4. 9..5. Shown below is one possibility with x(t) and

More information

6.3. Nonlinear Systems of Equations

6.3. Nonlinear Systems of Equations G. NAGY ODE November,.. Nonlinear Systems of Equations Section Objective(s): Part One: Two-Dimensional Nonlinear Systems. ritical Points and Linearization. The Hartman-Grobman Theorem. Part Two: ompeting

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 3301 Homework Set Points ( ) ( ) I ll leave it to you to verify that the eigenvalues and eigenvectors for this matrix are, ( ) ( ) ( ) ( )

Math 3301 Homework Set Points ( ) ( ) I ll leave it to you to verify that the eigenvalues and eigenvectors for this matrix are, ( ) ( ) ( ) ( ) #7. ( pts) I ll leave it to you to verify that the eigenvalues and eigenvectors for this matrix are, λ 5 λ 7 t t ce The general solution is then : 5 7 c c c x( 0) c c 9 9 c+ c c t 5t 7 e + e A sketch of

More information

Announcements Monday, November 13

Announcements Monday, November 13 Announcements Monday, November 13 The third midterm is on this Friday, November 17 The exam covers 31, 32, 51, 52, 53, and 55 About half the problems will be conceptual, and the other half computational

More information

MTH4101 CALCULUS II REVISION NOTES. 1. COMPLEX NUMBERS (Thomas Appendix 7 + lecture notes) ax 2 + bx + c = 0. x = b ± b 2 4ac 2a. i = 1.

MTH4101 CALCULUS II REVISION NOTES. 1. COMPLEX NUMBERS (Thomas Appendix 7 + lecture notes) ax 2 + bx + c = 0. x = b ± b 2 4ac 2a. i = 1. MTH4101 CALCULUS II REVISION NOTES 1. COMPLEX NUMBERS (Thomas Appendix 7 + lecture notes) 1.1 Introduction Types of numbers (natural, integers, rationals, reals) The need to solve quadratic equations:

More information

Math 161 (33) - Final exam

Math 161 (33) - Final exam Name: Id #: Mat 161 (33) - Final exam Fall Quarter 2015 Wednesday December 9, 2015-10:30am to 12:30am Instructions: Prob. Points Score possible 1 25 2 25 3 25 4 25 TOTAL 75 (BEST 3) Read eac problem carefully.

More information

Problem List MATH 5173 Spring, 2014

Problem List MATH 5173 Spring, 2014 Problem List MATH 5173 Spring, 2014 The notation p/n means the problem with number n on page p of Perko. 1. 5/3 [Due Wednesday, January 15] 2. 6/5 and describe the relationship of the phase portraits [Due

More information

Your exam contains 5 problems. The entire exam is worth 70 points. Your exam should contain 6 pages; please make sure you have a complete exam.

Your exam contains 5 problems. The entire exam is worth 70 points. Your exam should contain 6 pages; please make sure you have a complete exam. MATH 124 (PEZZOLI) WINTER 2017 MIDTERM #2 NAME TA:. Section: Instructions: Your exam contains 5 problems. The entire exam is worth 70 points. Your exam should contain 6 pages; please make sure you have

More information

MATH 1553 SAMPLE FINAL EXAM, SPRING 2018

MATH 1553 SAMPLE FINAL EXAM, SPRING 2018 MATH 1553 SAMPLE FINAL EXAM, SPRING 2018 Name Circle the name of your instructor below: Fathi Jankowski Kordek Strenner Yan Please read all instructions carefully before beginning Each problem is worth

More information

8.1 Bifurcations of Equilibria

8.1 Bifurcations of Equilibria 1 81 Bifurcations of Equilibria Bifurcation theory studies qualitative changes in solutions as a parameter varies In general one could study the bifurcation theory of ODEs PDEs integro-differential equations

More information

Math 131 Exam 1 October 4, :00-9:00 p.m.

Math 131 Exam 1 October 4, :00-9:00 p.m. Name (Last, First) My Solutions ID # Signature Lecturer Section (01, 02, 03, etc.) university of massachusetts amherst department of mathematics and statistics Math 131 Exam 1 October 4, 2017 7:00-9:00

More information

Math 314/ Exam 2 Blue Exam Solutions December 4, 2008 Instructor: Dr. S. Cooper. Name:

Math 314/ Exam 2 Blue Exam Solutions December 4, 2008 Instructor: Dr. S. Cooper. Name: Math 34/84 - Exam Blue Exam Solutions December 4, 8 Instructor: Dr. S. Cooper Name: Read each question carefully. Be sure to show all of your work and not just your final conclusion. You may not use your

More information

Math 308 Final Exam Practice Problems

Math 308 Final Exam Practice Problems Math 308 Final Exam Practice Problems This review should not be used as your sole source for preparation for the exam You should also re-work all examples given in lecture and all suggested homework problems

More information

Do not write below here. Question Score Question Score Question Score

Do not write below here. Question Score Question Score Question Score MATH-2240 Friday, May 4, 2012, FINAL EXAMINATION 8:00AM-12:00NOON Your Instructor: Your Name: 1. Do not open this exam until you are told to do so. 2. This exam has 30 problems and 18 pages including this

More information

MATH 1553 PRACTICE MIDTERM 3 (VERSION A)

MATH 1553 PRACTICE MIDTERM 3 (VERSION A) MATH 1553 PRACTICE MIDTERM 3 (VERSION A) Name Section 1 2 3 4 5 Total Please read all instructions carefully before beginning. Each problem is worth 10 points. The maximum score on this exam is 50 points.

More information

Def. (a, b) is a critical point of the autonomous system. 1 Proper node (stable or unstable) 2 Improper node (stable or unstable)

Def. (a, b) is a critical point of the autonomous system. 1 Proper node (stable or unstable) 2 Improper node (stable or unstable) Types of critical points Def. (a, b) is a critical point of the autonomous system Math 216 Differential Equations Kenneth Harris kaharri@umich.edu Department of Mathematics University of Michigan November

More information

M408 C Fall 2011 Dr. Jeffrey Danciger Exam 2 November 3, Section time (circle one): 11:00am 1:00pm 2:00pm

M408 C Fall 2011 Dr. Jeffrey Danciger Exam 2 November 3, Section time (circle one): 11:00am 1:00pm 2:00pm M408 C Fall 2011 Dr. Jeffrey Danciger Exam 2 November 3, 2011 NAME EID Section time (circle one): 11:00am 1:00pm 2:00pm No books, notes, or calculators. Show all your work. Do NOT open this exam booklet

More information

Math 116 Final Exam December 17, 2010

Math 116 Final Exam December 17, 2010 Math 116 Final Exam December 17, 2010 Name: Instructor: Section: 1. Do not open this exam until you are told to do so. 2. This exam has 11 pages including this cover. There are 9 problems. Note that the

More information

ANSWERS Final Exam Math 250b, Section 2 (Professor J. M. Cushing), 15 May 2008 PART 1

ANSWERS Final Exam Math 250b, Section 2 (Professor J. M. Cushing), 15 May 2008 PART 1 ANSWERS Final Exam Math 50b, Section (Professor J. M. Cushing), 5 May 008 PART. (0 points) A bacterial population x grows exponentially according to the equation x 0 = rx, where r>0is the per unit rate

More information

- - - - - - - - - - - - - - - - - - DISCLAIMER - - - - - - - - - - - - - - - - - - General Information: This midterm is a sample midterm. This means: The sample midterm contains problems that are of similar,

More information

Solution: In standard form (i.e. y + P (t)y = Q(t)) we have y t y = cos(t)

Solution: In standard form (i.e. y + P (t)y = Q(t)) we have y t y = cos(t) Math 380 Practice Final Solutions This is longer than the actual exam, which will be 8 to 0 questions (some might be multiple choice). You are allowed up to two sheets of notes (both sides) and a calculator,

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

Nonlinear dynamics & chaos BECS

Nonlinear dynamics & chaos BECS Nonlinear dynamics & chaos BECS-114.7151 Phase portraits Focus: nonlinear systems in two dimensions General form of a vector field on the phase plane: Vector notation: Phase portraits Solution x(t) describes

More information

UNIVERSITY of LIMERICK OLLSCOIL LUIMNIGH

UNIVERSITY of LIMERICK OLLSCOIL LUIMNIGH UNIVERSITY of LIMERICK OLLSCOIL LUIMNIGH College of Informatics and Electronics END OF SEMESTER ASSESSMENT PAPER MODULE CODE: MS4613 SEMESTER: Autumn 2002/03 MODULE TITLE: Vector Analysis DURATION OF EXAMINATION:

More information

MA 113 Calculus I Fall 2013 Exam 3 Tuesday, 19 November Multiple Choice Answers. Question

MA 113 Calculus I Fall 2013 Exam 3 Tuesday, 19 November Multiple Choice Answers. Question MA 113 Calculus I Fall 2013 Exam 3 Tuesday, 19 November 2013 Name: Section: Last 4 digits of student ID #: This exam has ten multiple choice questions (five points each) and five free response questions

More information

MATH20411 PDEs and Vector Calculus B

MATH20411 PDEs and Vector Calculus B MATH2411 PDEs and Vector Calculus B Dr Stefan Güttel Acknowledgement The lecture notes and other course materials are based on notes provided by Dr Catherine Powell. SECTION 1: Introctory Material MATH2411

More information

University of Toronto MAT137Y1 Calculus! Test 2 1 December 2017 Time: 110 minutes

University of Toronto MAT137Y1 Calculus! Test 2 1 December 2017 Time: 110 minutes University of Toronto MAT137Y1 Calculus! Test 2 1 December 2017 Time: 110 minutes Please complete this cover page with ALL CAPITAL LETTERS. Last name......................................................................................

More information

Chapter #4 EEE8086-EEE8115. Robust and Adaptive Control Systems

Chapter #4 EEE8086-EEE8115. Robust and Adaptive Control Systems Chapter #4 Robust and Adaptive Control Systems Nonlinear Dynamics.... Linear Combination.... Equilibrium points... 3 3. Linearisation... 5 4. Limit cycles... 3 5. Bifurcations... 4 6. Stability... 6 7.

More information

Autumn 2015 Practice Final. Time Limit: 1 hour, 50 minutes

Autumn 2015 Practice Final. Time Limit: 1 hour, 50 minutes Math 309 Autumn 2015 Practice Final December 2015 Time Limit: 1 hour, 50 minutes Name (Print): ID Number: This exam contains 9 pages (including this cover page) and 8 problems. Check to see if any pages

More information

Math 302 Outcome Statements Winter 2013

Math 302 Outcome Statements Winter 2013 Math 302 Outcome Statements Winter 2013 1 Rectangular Space Coordinates; Vectors in the Three-Dimensional Space (a) Cartesian coordinates of a point (b) sphere (c) symmetry about a point, a line, and a

More information

Multiple Choice Answers. MA 114 Calculus II Spring 2013 Final Exam 1 May Question

Multiple Choice Answers. MA 114 Calculus II Spring 2013 Final Exam 1 May Question MA 114 Calculus II Spring 2013 Final Exam 1 May 2013 Name: Section: Last 4 digits of student ID #: This exam has six multiple choice questions (six points each) and five free response questions with points

More information

Math 116 Second Midterm November 14, 2012

Math 116 Second Midterm November 14, 2012 Math 6 Second Midterm November 4, Name: EXAM SOLUTIONS Instructor: Section:. Do not open this exam until you are told to do so.. This exam has pages including this cover. There are 8 problems. Note that

More information

Math 106 Answers to Exam 3a Fall 2015

Math 106 Answers to Exam 3a Fall 2015 Math 6 Answers to Exam 3a Fall 5.. Consider the curve given parametrically by x(t) = cos(t), y(t) = (t 3 ) 3, for t from π to π. (a) (6 points) Find all the points (x, y) where the graph has either a vertical

More information

University of Connecticut Department of Mathematics

University of Connecticut Department of Mathematics University of Connecticut Department of Mathematics Math 1131 Sample Exam 1 Fall 2013 Name: This sample exam is just a guide to prepare for the actual exam. Questions on the actual exam may or may not

More information

Old Math 330 Exams. David M. McClendon. Department of Mathematics Ferris State University

Old Math 330 Exams. David M. McClendon. Department of Mathematics Ferris State University Old Math 330 Exams David M. McClendon Department of Mathematics Ferris State University Last updated to include exams from Fall 07 Contents Contents General information about these exams 3 Exams from Fall

More information

MATH 1553 PRACTICE FINAL EXAMINATION

MATH 1553 PRACTICE FINAL EXAMINATION MATH 553 PRACTICE FINAL EXAMINATION Name Section 2 3 4 5 6 7 8 9 0 Total Please read all instructions carefully before beginning. The final exam is cumulative, covering all sections and topics on the master

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

Even-Numbered Homework Solutions

Even-Numbered Homework Solutions -6 Even-Numbered Homework Solutions Suppose that the matric B has λ = + 5i as an eigenvalue with eigenvector Y 0 = solution to dy = BY Using Euler s formula, we can write the complex-valued solution Y

More information

Math 216 Second Midterm 28 March, 2013

Math 216 Second Midterm 28 March, 2013 Math 26 Second Midterm 28 March, 23 This sample exam is provided to serve as one component of your studying for this exam in this course. Please note that it is not guaranteed to cover the material that

More information

Math 266: Phase Plane Portrait

Math 266: Phase Plane Portrait Math 266: Phase Plane Portrait Long Jin Purdue, Spring 2018 Review: Phase line for an autonomous equation For a single autonomous equation y = f (y) we used a phase line to illustrate the equilibrium solutions

More information

Nonlinear Autonomous Systems of Differential

Nonlinear Autonomous Systems of Differential Chapter 4 Nonlinear Autonomous Systems of Differential Equations 4.0 The Phase Plane: Linear Systems 4.0.1 Introduction Consider a system of the form x = A(x), (4.0.1) where A is independent of t. Such

More information

University of Colorado Denver Department of Mathematical and Statistical Sciences Applied Linear Algebra Ph.D. Preliminary Exam January 23, 2015

University of Colorado Denver Department of Mathematical and Statistical Sciences Applied Linear Algebra Ph.D. Preliminary Exam January 23, 2015 University of Colorado Denver Department of Mathematical and Statistical Sciences Applied Linear Algebra PhD Preliminary Exam January 23, 2015 Name: Exam Rules: This exam lasts 4 hours and consists of

More information

Preliminary/Qualifying Exam in Numerical Analysis (Math 502a) Spring 2012

Preliminary/Qualifying Exam in Numerical Analysis (Math 502a) Spring 2012 Instructions Preliminary/Qualifying Exam in Numerical Analysis (Math 502a) Spring 2012 The exam consists of four problems, each having multiple parts. You should attempt to solve all four problems. 1.

More information

Final exam (practice) UCLA: Math 31B, Spring 2017

Final exam (practice) UCLA: Math 31B, Spring 2017 Instructor: Noah White Date: Final exam (practice) UCLA: Math 31B, Spring 2017 This exam has 8 questions, for a total of 80 points. Please print your working and answers neatly. Write your solutions in

More information

APPLICATIONS The eigenvalues are λ = 5, 5. An orthonormal basis of eigenvectors consists of

APPLICATIONS The eigenvalues are λ = 5, 5. An orthonormal basis of eigenvectors consists of CHAPTER III APPLICATIONS The eigenvalues are λ =, An orthonormal basis of eigenvectors consists of, The eigenvalues are λ =, A basis of eigenvectors consists of, 4 which are not perpendicular However,

More information

Differential Equations 2280 Sample Midterm Exam 3 with Solutions Exam Date: 24 April 2015 at 12:50pm

Differential Equations 2280 Sample Midterm Exam 3 with Solutions Exam Date: 24 April 2015 at 12:50pm Differential Equations 228 Sample Midterm Exam 3 with Solutions Exam Date: 24 April 25 at 2:5pm Instructions: This in-class exam is 5 minutes. No calculators, notes, tables or books. No answer check is

More information

Math 51 Second Exam May 18, 2017

Math 51 Second Exam May 18, 2017 Math 51 Second Exam May 18, 2017 Name: SUNet ID: ID #: Complete the following problems. In order to receive full credit, please show all of your work and justify your answers. You do not need to simplify

More information

Math 31A Differential and Integral Calculus. Final

Math 31A Differential and Integral Calculus. Final Math 31A Differential and Integral Calculus Final Instructions: You have 3 hours to complete this exam. There are eight questions, worth a total of??? points. This test is closed book and closed notes.

More information

McGill University April 20, Advanced Calculus for Engineers

McGill University April 20, Advanced Calculus for Engineers McGill University April 0, 016 Faculty of Science Final examination Advanced Calculus for Engineers Math 64 April 0, 016 Time: PM-5PM Examiner: Prof. R. Choksi Associate Examiner: Prof. A. Hundemer Student

More information

Advanced Placement Physics C Summer Assignment

Advanced Placement Physics C Summer Assignment Advanced Placement Physics C Summer Assignment Summer Assignment Checklist: 1. Book Problems. Selected problems from Fundamentals of Physics. (Due August 31 st ). Intro to Calculus Packet. (Attached) (Due

More information

Main topics and some repetition exercises for the course MMG511/MVE161 ODE and mathematical modeling in year Main topics in the course:

Main topics and some repetition exercises for the course MMG511/MVE161 ODE and mathematical modeling in year Main topics in the course: Main topics and some repetition exercises for the course MMG5/MVE6 ODE and mathematical modeling in year 04. Main topics in the course:. Banach fixed point principle. Picard- Lindelöf theorem. Lipschitz

More information

Pre-Calculus: Functions and Their Properties (Solving equations algebraically and graphically, matching graphs, tables, and equations, and

Pre-Calculus: Functions and Their Properties (Solving equations algebraically and graphically, matching graphs, tables, and equations, and Pre-Calculus: 1.1 1.2 Functions and Their Properties (Solving equations algebraically and graphically, matching graphs, tables, and equations, and finding the domain, range, VA, HA, etc.). Name: Date:

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

Math 241 Final Exam, Spring 2013

Math 241 Final Exam, Spring 2013 Math 241 Final Exam, Spring 2013 Name: Section number: Instructor: Read all of the following information before starting the exam. Question Points Score 1 5 2 5 3 12 4 10 5 17 6 15 7 6 8 12 9 12 10 14

More information

PRACTICE PROBLEMS FOR MIDTERM I

PRACTICE PROBLEMS FOR MIDTERM I Problem. Find the limits or explain why they do not exist (i) lim x,y 0 x +y 6 x 6 +y ; (ii) lim x,y,z 0 x 6 +y 6 +z 6 x +y +z. (iii) lim x,y 0 sin(x +y ) x +y Problem. PRACTICE PROBLEMS FOR MIDTERM I

More information

BIFURCATION PHENOMENA Lecture 1: Qualitative theory of planar ODEs

BIFURCATION PHENOMENA Lecture 1: Qualitative theory of planar ODEs BIFURCATION PHENOMENA Lecture 1: Qualitative theory of planar ODEs Yuri A. Kuznetsov August, 2010 Contents 1. Solutions and orbits. 2. Equilibria. 3. Periodic orbits and limit cycles. 4. Homoclinic orbits.

More information

Solutions to Math 53 Math 53 Practice Final

Solutions to Math 53 Math 53 Practice Final Solutions to Math 5 Math 5 Practice Final 20 points Consider the initial value problem y t 4yt = te t with y 0 = and y0 = 0 a 8 points Find the Laplace transform of the solution of this IVP b 8 points

More information

Solutions to Dynamical Systems 2010 exam. Each question is worth 25 marks.

Solutions to Dynamical Systems 2010 exam. Each question is worth 25 marks. Solutions to Dynamical Systems exam Each question is worth marks [Unseen] Consider the following st order differential equation: dy dt Xy yy 4 a Find and classify all the fixed points of Hence draw the

More information

MATH 223 FINAL EXAM APRIL, 2005

MATH 223 FINAL EXAM APRIL, 2005 MATH 223 FINAL EXAM APRIL, 2005 Instructions: (a) There are 10 problems in this exam. Each problem is worth five points, divided equally among parts. (b) Full credit is given to complete work only. Simply

More information

MA 527 first midterm review problems Hopefully final version as of October 2nd

MA 527 first midterm review problems Hopefully final version as of October 2nd MA 57 first midterm review problems Hopefully final version as of October nd The first midterm will be on Wednesday, October 4th, from 8 to 9 pm, in MTHW 0. It will cover all the material from the classes

More information

There are some trigonometric identities given on the last page.

There are some trigonometric identities given on the last page. MA 114 Calculus II Fall 2015 Exam 4 December 15, 2015 Name: Section: Last 4 digits of student ID #: No books or notes may be used. Turn off all your electronic devices and do not wear ear-plugs during

More information

Math 131 Exam 3 November 29, :00-8:30 p.m.

Math 131 Exam 3 November 29, :00-8:30 p.m. Name (Last, First) ID # Signature Lecturer Section # university of massachusetts amherst department of mathematics and statistics Math 131 Exam 3 November 29, 2006 7:00-8:30 p.m. Instructions Turn off

More information

Math 21: Final. Friday, 06/03/2011

Math 21: Final. Friday, 06/03/2011 Math 21: Final Friday, 06/03/2011 Complete the following problems. You may use any result from class you like, but if you cite a theorem be sure to verify the hypotheses are satisfied. When finished hand

More information

Part II. Dynamical Systems. Year

Part II. Dynamical Systems. Year Part II Year 2017 2016 2015 2014 2013 2012 2011 2010 2009 2008 2007 2006 2005 2017 34 Paper 1, Section II 30A Consider the dynamical system where β > 1 is a constant. ẋ = x + x 3 + βxy 2, ẏ = y + βx 2

More information