Solutions to Midterm #2 Practice Problems

Size: px
Start display at page:

Download "Solutions to Midterm #2 Practice Problems"

Transcription

1 Solutions to Midterm # Practice Problems 1. Find general solutions to the following DEs: a) y 6y + 8y = 0 Solution: The characteristic equation for this constant-coefficient, homogeneous DE is r 6r + 8 = 0, which factors as r )r ) = 0. Therefore, its roots are r = and r =, so the general solution is y = c 1 e x + c e x. b) y ) + y y 8y = 0 Solution: The characteristic equation for this constant-coefficient, homogeneous DE is r + r r 8 = 0. We see immediately that r + is a factor of the polynomial; factoring it out, we have r + )r ) = r + )r + )r ) = 0. Therefore, r = is a single root, and r = is a double root, so the general solution is y = c 1 e x + c e x + c xe x. c) y + 8y + 0y = 0 Solution: The characteristic equation is r + 8r + 0 = 0, which has no immediately obvious solutions. Using the quadratic formula, r = 8 ± 6 80 = 8 ± 16 = 8 ± i = ± i. From this pair of complex roots, the general solution is y = c 1 e x cos x + c e x sin x. d) y ) = y Solution: Writing this DE as y ) y = 0, its chararcteristic equation is r 1 = 0. This factors as r 1)r + 1)r + 1) = 0, so it has roots r = 1, r = 1, and r = ±i. Therefore, the general solution is y = c 1 e x + c e x + c sin x + c cos x. 1

2 e) y 6) + 8y ) + 16y = 0 Solution: This DE has the characteristic equation r 6 + 8r + 16r = 0, which factors as r r + ) = 0. Then r = 0 is a double root, and the pair r = ±i is also a double root, so the general solution is y = c 1 + c x + c + c x) cos x + c 5 + c 6 x) sin x.. Find solutions to the following IVPs: a) y y + y = 0, y0) = 1, y 0) = 0 Solution: The DE has the characteristic equation r r + = 0, and so has roots r = 1 and r =. Hence, its general solution is y = c 1 e x + c e x. We match this solution and its derivative, y = c 1 e x + c e x, to the initial conditions y0) = 1, y 0) = 0 at x = 0. We then obtain the linear system c 1 + c = 1, c 1 + c = 0. Then c 1 = c ; plugging this into the first equation, c = 1, so c = 1 and c 1 =. Therefore, the solution to the IVP is y = e x e x. b) 9y ) + 1y + y = 0, y0) = 0, y 0) = 1, y 0) = 10 Solution: The DE has the characteristic equation 9r + 1r + r = 0, which factors as rr + ) = 0. Hence, r = 0 is a single root, and r = / is a double root, so the general solution is y = c 1 + c e x/ + c xe x/. Taking derivatives, y = c e x/ + c 1 x ) e x/, y = 9 c e x/ + c + 9 x ) e x/. Evaluating these functions at x = 0 and matching the initial conditions, we obtain the linear system c 1 + c = 0, c + c = 1, 9 c c = 10. Then c = 1 + c, so from the third equation, 9 c 8 9 c = 10, and c = 1 9 = 1. Then c = 1 1 = 6, so c 1 = c = 1. Hence, the solution to the IVP is y = 1 1 e x/ 6xe x/.

3 . For each of the DEs below, find a particular solution to it: a) y 6y + 8y = x + 5 Solution: From Problem 1a), we see that the roots of the associated homogeneous DE are r = and r =, neither of which corresponds to the polynomial function x + 5. Therefore, we do not need to modify the guess y = Ax + B to avoid colliding with terms in the complementary solution. Plugging this guess for y into the nonhomogeneous DE, we have 0 6A) + 8Ax + B) = x + 5, so equating the constant terms and the coefficients on the x terms, we have that 8A = and 8B 6A = 5. Then A = 1/, so 8B = 5 + = 8, and B = 1. Hence, a particular solution is y = 1 x + 1. b) y ) + y = 1x 16 8e x Solution: Writing the characteristic equation for the associated homogeneous DE, we have r + r = r r + ) = 0. This equation has a double root at r = 0 and a pair of complex roots r = ±i, so the complementary solution is y c = c 1 + c x + c cos x + c sin x. From f x) = 1x 16 8e x, we might initially guess a particular solution of the form y = Ax + B + Ce x, but the first two terms overlap with terms in y c. Hence, we multiply only those terms by x to avoid the overlap, obtaining y = Ax + Bx + Ce x as the form of a solution. Then y = 6Ax + B + Ce x and y ) = 16Ce x, so the DE becomes 16Ce x + Ax + 8B + 16Ce x = 1x 16 8e x. Then C = 8, so C = 1, A = 1, so A = 1, and 8B = 16, so B =. Consequently, a particular solution is y = 1 x x 1 ex. c) y + y y = xe x Solution: The roots of the characteristic equation for this DE are r = and r = 1, so the complementary solution is y c = c 1 e x + c e x. From the xe x in the f x) function, we might guess y = Axe x + Be x as a particular solution, but the lower-order term overlaps with the complementary solution. Hence, we multiply these terms by x to separate them from y c, and the form of our guess is y = Ax e x + Bxe x.

4 Then its derivatives are y = Ax x )e x + B1 x)e x, y = A9x 1x + )e x + B9x 6)e x. Plugging these into the original nonhomogeneous DE, and observing that the x e x terms all cancel, we have A 1x + )e x + B9x 6)e x + Axe x + B 6x)e x Bxe x = xe x. Grouping the coefficients on the xe x and e x terms separately, we have the linear system 8A =, A B = 0. Then A = 1/, so B = 1 A = 1, and a particular solution is y = 1 x e x + 1 xe x.. Consider a mass of kg attached to a spring with spring constant 18 N/m. Find the displacement xt) with the initial conditions x0) = m, x 0) = 9 m/s, assuming the following damping c is present. If the system exhibits periodic behavior, find its possibly time-varying) amplitude and period. a) c = 0 Solution: Since c = 0, there is no damping is the system. We compute the circular frequency ω 0 of the system to be k/m = 18/ = rad/s, so the general solution for the displacement is of the form xt) = A cos t + B sin t. Its velocity is then x t) = A sin t + B cos t. Matching these functions to the initial conditions x0) = and x 0) = 9 at t = 0, we have A =, B = 9, so A = and B =, and therefore xt) = cos t + sin t. The amplitude is given by C = A + B = = 5, and the period T = π/ω 0 = π/ s. b) c = Solution: We now have damping with c =. The characteristic equation for the DE mx + cx + kx = 0 is r + r + 18 = 0, so we check the discriminant of this quadratic polynomial to determine whether we obtain real or complex roots. Since this is c km = 16 )18) = 16 1 = 18, which is negative, we will get complex roots, with values r = ± 18 ) = ± 8 = 1 ±.

5 Therefore, the general solution for the displacement and its velocity is xt) = Ae t cos t + Be t sin t x t) = Ae t cos t sin t) + Be t sin t + cos t), which we match to the initial conditions x0) = and x 0) = 9 to obtain the system A =, A + B = 9. Then B = 9 + = 1, so B = 1/, and the displacement is xt) = e t cos t + 1 e t sin t. We have that C = A + B = /8 = 97/8 = of this solution is π/ω 1 = π/., so the amplitude e t. Since the pseudofrequency is ω 1 =, the period is c) c = 1 Solution: We check the discriminant c km again when c = 1: now it is 1 1 = 0, so we expect a double root at r = c/m = 1/ =. Hence, the general forms of the displacement and the velocity are xt) = c 1 e t + c te t, x t) = c 1 e t + c 1 t)e t. Matching these to the initial conditions x0) = and x 0) = 9, we have the system c 1 = and c 1 + c = 9, so c = = 1. Thus, the displacement is xt) = + 1t)e t. There is no trigonometric component to the solution, so there is no amplitude or period. d) c = 0 Solution: For c = 0, we now expect an overdamped system with real roots given by r = 0 ± 0 1 = 0 ± 56 0 ± 16 = 5 ±, so the roots are r = 1 and r = 9. Therefore, the general forms of the displacement and the velocity are xt) = c 1 e t + c e 9t, x t) = c 1 e t 9c e 9t. Matching these to the initial conditions x0) = and x 0) = 9, we have the system c 1 + c =, c 1 9c = 9. Adding these equations, 8c = 1, so c = 1/8, and c 1 = c = 5/8. Thus, the displacement is xt) = 5 8 e t 1 8 e 9t, and as in the critically damped case there is no amplitude or period. 5

6 5. Find a differential equation with the general solution y = c 1 + c x)e x + c e x cos x) + c e x sin x). Solution: From the form of this general solution, we expect the characteristic equation of the DE to have a double root at r = and a pair of complex roots r = ± i. Then the polynomial in the characteristic equation is r ) r + i)r + + i) = r 6r + 9)r + r + 6) = r )r )r + 6 6)r + 5 = r r 9r + 5. Thus, the differential equation y ) y ) 9y + 5y = 0 or any constant multiple of it) corresponds to this characteristic equation, and hence has this general solution. 6. a) Show that the functions y 1 = e x and y = sin x are linearly independent. Solution: We compute the Wronskian Wx) of these two functions: Wx) = y 1 y y 1 y = e x sin x e x cos x = e x cos x + e x sin x = e x cos x + sin x). Since Wx) is not identically 0 on the real line as, for example, W0) = e ) = 1), these functions are linearly independent. b) Show that the functions y 1 = 1 + tan x, y = tan x, and y = sec x are not linearly independent. Solution: The easy way to show these function are linearly independent is to note that 1 + tan x = sec x, so y 1 = y. Thus, y 1 + y is a nontrivial linear combination of these functions equal to 0. If we do not notice this fact, we proceed by computing the derivatives of y 1, y, and y, using that tan x) = sec x and sec x) = sec x tan x: y 1 = sec x tan x, y 1 x tan x) + sec x) = sec x tan x + sec x y = sec x tan x, y = 8 sec x tan x sec x y = sec x tan x, y = sec x tan x + sec x The Wronskian of these solutions is then the determinant y 1 y y Wx) = y 1 y y y 1 y y 1 + tan x tan x sec x = sec x tan x sec x tan x sec x tan x sec x tan x + sec x 8 sec x tan x sec x sec x tan x + sec x 6

7 We expand this determinant along the first row, but first we use the properties of the deteriminant to extract the common factors of the second and third rows: Wx) = sec x tan x) sec x tan x + sec 1 + tan x tan x sec x x) = 8 sec x tan x + sec 6 x tan x) 1 + tan ) 1 1 tan x) sec x 1 ) 1 = 8 sec x tan x + sec 6 x tan x) ) = 0. Since the Wronskian is identically 0, the functions are linearly dependent. 7. Find the form of a particular solution to the DE y ) y + y = 6e x + e x sin x x, but do not determine the values of the coefficients. Solution: We first determine the complementary solution y c, the general solution of the associated homogeneous equation. The characteristic equation is r r + r = rr r + ) = 0. Thus r = 0 is a root, as are r = ± 8 = 1 ± i, so y c = c 1 + c e x cos x + c e x sin x. Examining the form of the forcing function f x), we would expect a particular solution of the form Ae x + Be x cos x + Ce x sin x + D + Ex + Fx, but the Be x cos x, Ce x sin x, and D terms overlap with y c. Therefore, we multiply these terms and the ones related to them by enough powers of x to prevent the overlap: y p = Ae x + Bxe x cos x + Cxe x sin x + Dx + Ex + Fx. 8. Consider the nonhomogeneous DE x y + xy + x 1 )y = 8x/ sin x. a) Verify that y 1 = x 1/ cos x and y = x 1/ sin x are linearly independent solutions to the associated homogeneous DE. Solution: We compute the first and second derivatives of these solutions: y 1 = 1 x / cos x x 1/ sin x y 1 = x 5/ cos x + x / sin x x 1/ cos x y = 1 x / sin x + x 1/ cos x y = x 5/ sin x x / cos x x 1/ sin x 7

8 We plug these into the associated homogeneous DE x y + xy + x 1 )y = 0: x y 1 + xy 1 + x 1 ) y 1 ) = x x 5/ cos x + x / sin x x 1/ cos x + x 1 ) x / cos x x 1/ sin x + x ) 1 ) x 1/ cos x = 1 1 ) x 1/ cos x + 1 1) x 1/ sin x ) x / cos x = 0 x y + xy + x 1 ) y ) = x x 5/ sin x x / cos x x 1/ sin x = + x 1 ) x / sin x + x 1/ cos x + x ) 1 ) x 1/ sin x 1 1 ) x 1/ sin x ) x 1/ cos x ) x / sin x = 0 We also check their linear independence by computing the Wronskian: Wx) = x 1/ cos x x 1/ sin x 1 x / cos x x 1/ sin x 1 x / sin x + x 1/ cos x = 1 x sin x cos x + x 1 cos x + 1 x sin x cos x + x 1 sin x = 1 x Since this function is not identically 0, the functions are linearly independent. b) Use variation of parameters to find a general solution to the nonhomogeneous DE. Hint: Use the identities sin x cos x = 1 sin x and sin x = 1 1 cos x).) Solution: We use the formula of variation of parameters to determine a particular solution to the nonhomogeneous DE. First, we must normalize the DE, so that y has a coefficient of 1: y + 1 x y ) x y = 8x 1/ sin x. Then f x) = 8x 1/ sin x, so the formula for variation of parameters is y f x) y = y 1 Wx) dx + y y1 f x) Wx) dx x = x 1/ 1/ sin x)8x 1/ sin x) cos x dx 1/x x + x 1/ 1/ cos x)8x 1/ sin x) sin x dx 1/x 8

9 Simplifying and applying the identities sin x cos x = 1 sin x, sin x = 1 1 cos x), and cos x = cos x 1, y = x 1/ cos x 8 sin x dx + x 1/ sin x 8 sin x cos x dx = x 1/ cos x 1 cos x) dx + x 1/ sin x sin x dx = x 1/ cos xx sin x) + x 1/ sin x cos x) = x 1/ cos xx sin x cos x) + x 1/ sin x cos x 1)) = x 1/ cos x + x 1/ sin x. The second term is already part of the complementary solution, so we can reduce this particular solution to y = x 1/ cos x. 9. A spring is stretched 6 inches by a mass m that weighs 8 lb. The mass is attached to a dashpot that has a damping force of lb-s/ft, and an external force of cos t lb acts on it. a) Describe the steady state response of the system that is, the particular solution to the nonhomogeneous equation). Solution: We compute the parameters associated to the system: the mass is m = 8/ = 1/ slug, assuming g = ft/s, and the spring constant is k = 8/0.5) = 16 lb/ft. The damping constant is c =, as given above. On the forcing side, the amplitude is F 0 =, and the frequency is ω =. Since the system is damped, the pure-sinusoidal forcing function will not overlap with the transient solution, so we expect the steady-state function will be of the form xt) = A cos t + B sin t. Plugging this and its derivatives into the nonhomogeneous DE mx + cx + kx = cos t, we have Ak m) + Bc) cos t + k m)b Ac) sin t = cos t. Then Ak m) + Bc = and k m)b Ac = 0, which we solve to obtain A = k m) k m) + c, B = 8c k m) + c. Plugging in k = 16, m = 1, and c =, k m = 15 and c =, k m) + c = = 1, so A = 60/1 and B = 16/1. Then the steady state solution is xt) = cos t + sin t

10 We may also unify this into a single oscillation C cost α), with Then C = C = A + B = k m) + c, tan α = B A = c k m. =, α = tan , xt) = cost α). 1 b) Find the value of the mass m that maximizes the amplitude of this response, with all other parameters remaining constant. What is this maximum amplitude? What does this mass weigh in pounds? Solution: We see that, as a function of m, the amplitude C is maximized when the denominator, or its square k m) + c, is minimized. Since this is a sum of two squares, only one of which contains m, this is minimized when that term is 0. That occurs when k m = 0, so m = k/ = 16/ = slug. This mass weighs 18 lb, and the corresponding amplitude is C = /cω = / = 1 ft. 10

Nonhomogeneous Linear Equations

Nonhomogeneous Linear Equations Nonhomogeneous Linear Equations In this section we learn how to solve second-order nonhomogeneous linear differential equations with constant coefficients, that is, equations of the form ay by cy G x where

More information

1.7. Partial Fractions. 1.7.1. Rational Functions and Partial Fractions. A rational function is a quotient of two polynomials: R(x) = P (x) Q(x).

1.7. Partial Fractions. 1.7.1. Rational Functions and Partial Fractions. A rational function is a quotient of two polynomials: R(x) = P (x) Q(x). .7. PRTIL FRCTIONS 3.7. Partial Fractions.7.. Rational Functions and Partial Fractions. rational function is a quotient of two polynomials: R(x) = P (x) Q(x). Here we discuss how to integrate rational

More information

Second Order Linear Differential Equations

Second Order Linear Differential Equations CHAPTER 2 Second Order Linear Differential Equations 2.. Homogeneous Equations A differential equation is a relation involving variables x y y y. A solution is a function f x such that the substitution

More information

1 Lecture: Integration of rational functions by decomposition

1 Lecture: Integration of rational functions by decomposition Lecture: Integration of rational functions by decomposition into partial fractions Recognize and integrate basic rational functions, except when the denominator is a power of an irreducible quadratic.

More information

The Method of Partial Fractions Math 121 Calculus II Spring 2015

The Method of Partial Fractions Math 121 Calculus II Spring 2015 Rational functions. as The Method of Partial Fractions Math 11 Calculus II Spring 015 Recall that a rational function is a quotient of two polynomials such f(x) g(x) = 3x5 + x 3 + 16x x 60. The method

More information

Applications of Second-Order Differential Equations

Applications of Second-Order Differential Equations Applications of Second-Order Differential Equations Second-order linear differential equations have a variety of applications in science and engineering. In this section we explore two of them: the vibration

More information

Oscillations. Vern Lindberg. June 10, 2010

Oscillations. Vern Lindberg. June 10, 2010 Oscillations Vern Lindberg June 10, 2010 You have discussed oscillations in Vibs and Waves: we will therefore touch lightly on Chapter 3, mainly trying to refresh your memory and extend the concepts. 1

More information

r (t) = 2r(t) + sin t θ (t) = r(t) θ(t) + 1 = 1 1 θ(t) 1 9.4.4 Write the given system in matrix form x = Ax + f ( ) sin(t) x y 1 0 5 z = dy cos(t)

r (t) = 2r(t) + sin t θ (t) = r(t) θ(t) + 1 = 1 1 θ(t) 1 9.4.4 Write the given system in matrix form x = Ax + f ( ) sin(t) x y 1 0 5 z = dy cos(t) Solutions HW 9.4.2 Write the given system in matrix form x = Ax + f r (t) = 2r(t) + sin t θ (t) = r(t) θ(t) + We write this as ( ) r (t) θ (t) = ( ) ( ) 2 r(t) θ(t) + ( ) sin(t) 9.4.4 Write the given system

More information

1.3 Algebraic Expressions

1.3 Algebraic Expressions 1.3 Algebraic Expressions A polynomial is an expression of the form: a n x n + a n 1 x n 1 +... + a 2 x 2 + a 1 x + a 0 The numbers a 1, a 2,..., a n are called coefficients. Each of the separate parts,

More information

LS.6 Solution Matrices

LS.6 Solution Matrices LS.6 Solution Matrices In the literature, solutions to linear systems often are expressed using square matrices rather than vectors. You need to get used to the terminology. As before, we state the definitions

More information

Factoring Quadratic Expressions

Factoring Quadratic Expressions Factoring the trinomial ax 2 + bx + c when a = 1 A trinomial in the form x 2 + bx + c can be factored to equal (x + m)(x + n) when the product of m x n equals c and the sum of m + n equals b. (Note: the

More information

CM2202: Scientific Computing and Multimedia Applications General Maths: 2. Algebra - Factorisation

CM2202: Scientific Computing and Multimedia Applications General Maths: 2. Algebra - Factorisation CM2202: Scientific Computing and Multimedia Applications General Maths: 2. Algebra - Factorisation Prof. David Marshall School of Computer Science & Informatics Factorisation Factorisation is a way of

More information

Student name: Earlham College. Fall 2011 December 15, 2011

Student name: Earlham College. Fall 2011 December 15, 2011 Student name: Earlham College MATH 320: Differential Equations Final exam - In class part Fall 2011 December 15, 2011 Instructions: This is a regular closed-book test, and is to be taken without the use

More information

How To Solve A Linear Dierential Equation

How To Solve A Linear Dierential Equation Dierential Equations (part 2): Linear Dierential Equations (by Evan Dummit, 2012, v. 1.00) Contents 4 Linear Dierential Equations 1 4.1 Terminology.................................................. 1 4.2

More information

A Brief Review of Elementary Ordinary Differential Equations

A Brief Review of Elementary Ordinary Differential Equations 1 A Brief Review of Elementary Ordinary Differential Equations At various points in the material we will be covering, we will need to recall and use material normally covered in an elementary course on

More information

NSM100 Introduction to Algebra Chapter 5 Notes Factoring

NSM100 Introduction to Algebra Chapter 5 Notes Factoring Section 5.1 Greatest Common Factor (GCF) and Factoring by Grouping Greatest Common Factor for a polynomial is the largest monomial that divides (is a factor of) each term of the polynomial. GCF is the

More information

1.5. Factorisation. Introduction. Prerequisites. Learning Outcomes. Learning Style

1.5. Factorisation. Introduction. Prerequisites. Learning Outcomes. Learning Style Factorisation 1.5 Introduction In Block 4 we showed the way in which brackets were removed from algebraic expressions. Factorisation, which can be considered as the reverse of this process, is dealt with

More information

Solving DEs by Separation of Variables.

Solving DEs by Separation of Variables. Solving DEs by Separation of Variables. Introduction and procedure Separation of variables allows us to solve differential equations of the form The steps to solving such DEs are as follows: dx = gx).

More information

2 Integrating Both Sides

2 Integrating Both Sides 2 Integrating Both Sides So far, the only general method we have for solving differential equations involves equations of the form y = f(x), where f(x) is any function of x. The solution to such an equation

More information

Second Order Linear Nonhomogeneous Differential Equations; Method of Undetermined Coefficients. y + p(t) y + q(t) y = g(t), g(t) 0.

Second Order Linear Nonhomogeneous Differential Equations; Method of Undetermined Coefficients. y + p(t) y + q(t) y = g(t), g(t) 0. Second Order Linear Nonhomogeneous Differential Equations; Method of Undetermined Coefficients We will now turn our attention to nonhomogeneous second order linear equations, equations with the standard

More information

SECOND-ORDER LINEAR DIFFERENTIAL EQUATIONS

SECOND-ORDER LINEAR DIFFERENTIAL EQUATIONS SECOND-ORDER LINEAR DIFFERENTIAL EQUATIONS A second-order linear differential equation has the form 1 Px d y dx dy Qx dx Rxy Gx where P, Q, R, and G are continuous functions. Equations of this type arise

More information

System of First Order Differential Equations

System of First Order Differential Equations CHAPTER System of First Order Differential Equations In this chapter, we will discuss system of first order differential equations. There are many applications that involving find several unknown functions

More information

3.2. Solving quadratic equations. Introduction. Prerequisites. Learning Outcomes. Learning Style

3.2. Solving quadratic equations. Introduction. Prerequisites. Learning Outcomes. Learning Style Solving quadratic equations 3.2 Introduction A quadratic equation is one which can be written in the form ax 2 + bx + c = 0 where a, b and c are numbers and x is the unknown whose value(s) we wish to find.

More information

a 1 x + a 0 =0. (3) ax 2 + bx + c =0. (4)

a 1 x + a 0 =0. (3) ax 2 + bx + c =0. (4) ROOTS OF POLYNOMIAL EQUATIONS In this unit we discuss polynomial equations. A polynomial in x of degree n, where n 0 is an integer, is an expression of the form P n (x) =a n x n + a n 1 x n 1 + + a 1 x

More information

Partial Fractions. (x 1)(x 2 + 1)

Partial Fractions. (x 1)(x 2 + 1) Partial Fractions Adding rational functions involves finding a common denominator, rewriting each fraction so that it has that denominator, then adding. For example, 3x x 1 3x(x 1) (x + 1)(x 1) + 1(x +

More information

Solving Quadratic Equations

Solving Quadratic Equations 9.3 Solving Quadratic Equations by Using the Quadratic Formula 9.3 OBJECTIVES 1. Solve a quadratic equation by using the quadratic formula 2. Determine the nature of the solutions of a quadratic equation

More information

Lagrange Interpolation is a method of fitting an equation to a set of points that functions well when there are few points given.

Lagrange Interpolation is a method of fitting an equation to a set of points that functions well when there are few points given. Polynomials (Ch.1) Study Guide by BS, JL, AZ, CC, SH, HL Lagrange Interpolation is a method of fitting an equation to a set of points that functions well when there are few points given. Sasha s method

More information

Chapter 20. Vector Spaces and Bases

Chapter 20. Vector Spaces and Bases Chapter 20. Vector Spaces and Bases In this course, we have proceeded step-by-step through low-dimensional Linear Algebra. We have looked at lines, planes, hyperplanes, and have seen that there is no limit

More information

1.4. Arithmetic of Algebraic Fractions. Introduction. Prerequisites. Learning Outcomes

1.4. Arithmetic of Algebraic Fractions. Introduction. Prerequisites. Learning Outcomes Arithmetic of Algebraic Fractions 1.4 Introduction Just as one whole number divided by another is called a numerical fraction, so one algebraic expression divided by another is known as an algebraic fraction.

More information

Mathematics. (www.tiwariacademy.com : Focus on free Education) (Chapter 5) (Complex Numbers and Quadratic Equations) (Class XI)

Mathematics. (www.tiwariacademy.com : Focus on free Education) (Chapter 5) (Complex Numbers and Quadratic Equations) (Class XI) ( : Focus on free Education) Miscellaneous Exercise on chapter 5 Question 1: Evaluate: Answer 1: 1 ( : Focus on free Education) Question 2: For any two complex numbers z1 and z2, prove that Re (z1z2) =

More information

Homework #2 Solutions

Homework #2 Solutions MAT Spring Problems Section.:, 8,, 4, 8 Section.5:,,, 4,, 6 Extra Problem # Homework # Solutions... Sketch likely solution curves through the given slope field for dy dx = x + y...8. Sketch likely solution

More information

7.2 Quadratic Equations

7.2 Quadratic Equations 476 CHAPTER 7 Graphs, Equations, and Inequalities 7. Quadratic Equations Now Work the Are You Prepared? problems on page 48. OBJECTIVES 1 Solve Quadratic Equations by Factoring (p. 476) Solve Quadratic

More information

Math 2280 - Assignment 6

Math 2280 - Assignment 6 Math 2280 - Assignment 6 Dylan Zwick Spring 2014 Section 3.8-1, 3, 5, 8, 13 Section 4.1-1, 2, 13, 15, 22 Section 4.2-1, 10, 19, 28 1 Section 3.8 - Endpoint Problems and Eigenvalues 3.8.1 For the eigenvalue

More information

Zeros of Polynomial Functions

Zeros of Polynomial Functions Zeros of Polynomial Functions Objectives: 1.Use the Fundamental Theorem of Algebra to determine the number of zeros of polynomial functions 2.Find rational zeros of polynomial functions 3.Find conjugate

More information

is identically equal to x 2 +3x +2

is identically equal to x 2 +3x +2 Partial fractions 3.6 Introduction It is often helpful to break down a complicated algebraic fraction into a sum of simpler fractions. 4x+7 For example it can be shown that has the same value as 1 + 3

More information

Factoring Polynomials and Solving Quadratic Equations

Factoring Polynomials and Solving Quadratic Equations Factoring Polynomials and Solving Quadratic Equations Math Tutorial Lab Special Topic Factoring Factoring Binomials Remember that a binomial is just a polynomial with two terms. Some examples include 2x+3

More information

Introduction to Complex Numbers in Physics/Engineering

Introduction to Complex Numbers in Physics/Engineering Introduction to Complex Numbers in Physics/Engineering ference: Mary L. Boas, Mathematical Methods in the Physical Sciences Chapter 2 & 14 George Arfken, Mathematical Methods for Physicists Chapter 6 The

More information

Mathematics Pre-Test Sample Questions A. { 11, 7} B. { 7,0,7} C. { 7, 7} D. { 11, 11}

Mathematics Pre-Test Sample Questions A. { 11, 7} B. { 7,0,7} C. { 7, 7} D. { 11, 11} Mathematics Pre-Test Sample Questions 1. Which of the following sets is closed under division? I. {½, 1,, 4} II. {-1, 1} III. {-1, 0, 1} A. I only B. II only C. III only D. I and II. Which of the following

More information

Partial Fractions Examples

Partial Fractions Examples Partial Fractions Examples Partial fractions is the name given to a technique of integration that may be used to integrate any ratio of polynomials. A ratio of polynomials is called a rational function.

More information

QUADRATIC EQUATIONS EXPECTED BACKGROUND KNOWLEDGE

QUADRATIC EQUATIONS EXPECTED BACKGROUND KNOWLEDGE MODULE - 1 Quadratic Equations 6 QUADRATIC EQUATIONS In this lesson, you will study aout quadratic equations. You will learn to identify quadratic equations from a collection of given equations and write

More information

MATH 108 REVIEW TOPIC 10 Quadratic Equations. B. Solving Quadratics by Completing the Square

MATH 108 REVIEW TOPIC 10 Quadratic Equations. B. Solving Quadratics by Completing the Square Math 108 T10-Review Topic 10 Page 1 MATH 108 REVIEW TOPIC 10 Quadratic Equations I. Finding Roots of a Quadratic Equation A. Factoring B. Quadratic Formula C. Taking Roots II. III. Guidelines for Finding

More information

Section 6.1 Factoring Expressions

Section 6.1 Factoring Expressions Section 6.1 Factoring Expressions The first method we will discuss, in solving polynomial equations, is the method of FACTORING. Before we jump into this process, you need to have some concept of what

More information

4.5 Linear Dependence and Linear Independence

4.5 Linear Dependence and Linear Independence 4.5 Linear Dependence and Linear Independence 267 32. {v 1, v 2 }, where v 1, v 2 are collinear vectors in R 3. 33. Prove that if S and S are subsets of a vector space V such that S is a subset of S, then

More information

Math 120 Final Exam Practice Problems, Form: A

Math 120 Final Exam Practice Problems, Form: A Math 120 Final Exam Practice Problems, Form: A Name: While every attempt was made to be complete in the types of problems given below, we make no guarantees about the completeness of the problems. Specifically,

More information

Second-Order Linear Differential Equations

Second-Order Linear Differential Equations Second-Order Linear Differential Equations A second-order linear differential equation has the form 1 Px d 2 y dx 2 dy Qx dx Rxy Gx where P, Q, R, and G are continuous functions. We saw in Section 7.1

More information

Integrals of Rational Functions

Integrals of Rational Functions Integrals of Rational Functions Scott R. Fulton Overview A rational function has the form where p and q are polynomials. For example, r(x) = p(x) q(x) f(x) = x2 3 x 4 + 3, g(t) = t6 + 4t 2 3, 7t 5 + 3t

More information

Sect 6.7 - Solving Equations Using the Zero Product Rule

Sect 6.7 - Solving Equations Using the Zero Product Rule Sect 6.7 - Solving Equations Using the Zero Product Rule 116 Concept #1: Definition of a Quadratic Equation A quadratic equation is an equation that can be written in the form ax 2 + bx + c = 0 (referred

More information

Partial Fractions: Undetermined Coefficients

Partial Fractions: Undetermined Coefficients 1. Introduction Partial Fractions: Undetermined Coefficients Not every F(s) we encounter is in the Laplace table. Partial fractions is a method for re-writing F(s) in a form suitable for the use of the

More information

Partial Fractions. Combining fractions over a common denominator is a familiar operation from algebra:

Partial Fractions. Combining fractions over a common denominator is a familiar operation from algebra: Partial Fractions Combining fractions over a common denominator is a familiar operation from algebra: From the standpoint of integration, the left side of Equation 1 would be much easier to work with than

More information

Algebra 1 If you are okay with that placement then you have no further action to take Algebra 1 Portion of the Math Placement Test

Algebra 1 If you are okay with that placement then you have no further action to take Algebra 1 Portion of the Math Placement Test Dear Parents, Based on the results of the High School Placement Test (HSPT), your child should forecast to take Algebra 1 this fall. If you are okay with that placement then you have no further action

More information

3.6. Partial Fractions. Introduction. Prerequisites. Learning Outcomes

3.6. Partial Fractions. Introduction. Prerequisites. Learning Outcomes Partial Fractions 3.6 Introduction It is often helpful to break down a complicated algebraic fraction into a sum of simpler fractions. For 4x + 7 example it can be shown that x 2 + 3x + 2 has the same

More information

Factoring Trinomials: The ac Method

Factoring Trinomials: The ac Method 6.7 Factoring Trinomials: The ac Method 6.7 OBJECTIVES 1. Use the ac test to determine whether a trinomial is factorable over the integers 2. Use the results of the ac test to factor a trinomial 3. For

More information

College of the Holy Cross, Spring 2009 Math 373, Partial Differential Equations Midterm 1 Practice Questions

College of the Holy Cross, Spring 2009 Math 373, Partial Differential Equations Midterm 1 Practice Questions College of the Holy Cross, Spring 29 Math 373, Partial Differential Equations Midterm 1 Practice Questions 1. (a) Find a solution of u x + u y + u = xy. Hint: Try a polynomial of degree 2. Solution. Use

More information

MATH 10034 Fundamental Mathematics IV

MATH 10034 Fundamental Mathematics IV MATH 0034 Fundamental Mathematics IV http://www.math.kent.edu/ebooks/0034/funmath4.pdf Department of Mathematical Sciences Kent State University January 2, 2009 ii Contents To the Instructor v Polynomials.

More information

Algebra I Vocabulary Cards

Algebra I Vocabulary Cards Algebra I Vocabulary Cards Table of Contents Expressions and Operations Natural Numbers Whole Numbers Integers Rational Numbers Irrational Numbers Real Numbers Absolute Value Order of Operations Expression

More information

Recognizing Types of First Order Differential Equations E. L. Lady

Recognizing Types of First Order Differential Equations E. L. Lady Recognizing Types of First Order Differential Equations E. L. Lady Every first order differential equation to be considered here can be written can be written in the form P (x, y)+q(x, y)y =0. This means

More information

National 5 Mathematics Course Assessment Specification (C747 75)

National 5 Mathematics Course Assessment Specification (C747 75) National 5 Mathematics Course Assessment Specification (C747 75) Valid from August 013 First edition: April 01 Revised: June 013, version 1.1 This specification may be reproduced in whole or in part for

More information

PUTNAM TRAINING POLYNOMIALS. Exercises 1. Find a polynomial with integral coefficients whose zeros include 2 + 5.

PUTNAM TRAINING POLYNOMIALS. Exercises 1. Find a polynomial with integral coefficients whose zeros include 2 + 5. PUTNAM TRAINING POLYNOMIALS (Last updated: November 17, 2015) Remark. This is a list of exercises on polynomials. Miguel A. Lerma Exercises 1. Find a polynomial with integral coefficients whose zeros include

More information

19.7. Applications of Differential Equations. Introduction. Prerequisites. Learning Outcomes. Learning Style

19.7. Applications of Differential Equations. Introduction. Prerequisites. Learning Outcomes. Learning Style Applications of Differential Equations 19.7 Introduction Blocks 19.2 to 19.6 have introduced several techniques for solving commonly-occurring firstorder and second-order ordinary differential equations.

More information

Sample Problems. Practice Problems

Sample Problems. Practice Problems Lecture Notes Partial Fractions page Sample Problems Compute each of the following integrals.. x dx. x + x (x + ) (x ) (x ) dx 8. x x dx... x (x + ) (x + ) dx x + x x dx x + x x + 6x x dx + x 6. 7. x (x

More information

SOLVING QUADRATIC EQUATIONS BY THE NEW TRANSFORMING METHOD (By Nghi H Nguyen Updated Oct 28, 2014))

SOLVING QUADRATIC EQUATIONS BY THE NEW TRANSFORMING METHOD (By Nghi H Nguyen Updated Oct 28, 2014)) SOLVING QUADRATIC EQUATIONS BY THE NEW TRANSFORMING METHOD (By Nghi H Nguyen Updated Oct 28, 2014)) There are so far 8 most common methods to solve quadratic equations in standard form ax² + bx + c = 0.

More information

FACTORING QUADRATIC EQUATIONS

FACTORING QUADRATIC EQUATIONS FACTORING QUADRATIC EQUATIONS Summary 1. Difference of squares... 1 2. Mise en évidence simple... 2 3. compounded factorization... 3 4. Exercises... 7 The goal of this section is to summarize the methods

More information

7. Beats. sin( + λ) + sin( λ) = 2 cos(λ) sin( )

7. Beats. sin( + λ) + sin( λ) = 2 cos(λ) sin( ) 34 7. Beats 7.1. What beats are. Musicians tune their instruments using beats. Beats occur when two very nearby pitches are sounded simultaneously. We ll make a mathematical study of this effect, using

More information

19.6. Finding a Particular Integral. Introduction. Prerequisites. Learning Outcomes. Learning Style

19.6. Finding a Particular Integral. Introduction. Prerequisites. Learning Outcomes. Learning Style Finding a Particular Integral 19.6 Introduction We stated in Block 19.5 that the general solution of an inhomogeneous equation is the sum of the complementary function and a particular integral. We have

More information

Name Intro to Algebra 2. Unit 1: Polynomials and Factoring

Name Intro to Algebra 2. Unit 1: Polynomials and Factoring Name Intro to Algebra 2 Unit 1: Polynomials and Factoring Date Page Topic Homework 9/3 2 Polynomial Vocabulary No Homework 9/4 x In Class assignment None 9/5 3 Adding and Subtracting Polynomials Pg. 332

More information

tegrals as General & Particular Solutions

tegrals as General & Particular Solutions tegrals as General & Particular Solutions dy dx = f(x) General Solution: y(x) = f(x) dx + C Particular Solution: dy dx = f(x), y(x 0) = y 0 Examples: 1) dy dx = (x 2)2 ;y(2) = 1; 2) dy ;y(0) = 0; 3) dx

More information

Math 10C. Course: Polynomial Products and Factors. Unit of Study: Step 1: Identify the Outcomes to Address. Guiding Questions:

Math 10C. Course: Polynomial Products and Factors. Unit of Study: Step 1: Identify the Outcomes to Address. Guiding Questions: Course: Unit of Study: Math 10C Polynomial Products and Factors Step 1: Identify the Outcomes to Address Guiding Questions: What do I want my students to learn? What can they currently understand and do?

More information

Engineering Feasibility Study: Vehicle Shock Absorption System

Engineering Feasibility Study: Vehicle Shock Absorption System Engineering Feasibility Study: Vehicle Shock Absorption System Neil R. Kennedy AME40463 Senior Design February 28, 2008 1 Abstract The purpose of this study is to explore the possibilities for the springs

More information

INTEGRATING FACTOR METHOD

INTEGRATING FACTOR METHOD Differential Equations INTEGRATING FACTOR METHOD Graham S McDonald A Tutorial Module for learning to solve 1st order linear differential equations Table of contents Begin Tutorial c 2004 g.s.mcdonald@salford.ac.uk

More information

Techniques of Integration

Techniques of Integration CHPTER 7 Techniques of Integration 7.. Substitution Integration, unlike differentiation, is more of an art-form than a collection of algorithms. Many problems in applied mathematics involve the integration

More information

Physics 41 HW Set 1 Chapter 15

Physics 41 HW Set 1 Chapter 15 Physics 4 HW Set Chapter 5 Serway 8 th OC:, 4, 7 CQ: 4, 8 P: 4, 5, 8, 8, 0, 9,, 4, 9, 4, 5, 5 Discussion Problems:, 57, 59, 67, 74 OC CQ P: 4, 5, 8, 8, 0, 9,, 4, 9, 4, 5, 5 Discussion Problems:, 57, 59,

More information

Factoring Polynomials

Factoring Polynomials Factoring Polynomials 4-1-2014 The opposite of multiplying polynomials is factoring. Why would you want to factor a polynomial? Let p(x) be a polynomial. p(c) = 0 is equivalent to x c dividing p(x). Recall

More information

ASEN 3112 - Structures. MDOF Dynamic Systems. ASEN 3112 Lecture 1 Slide 1

ASEN 3112 - Structures. MDOF Dynamic Systems. ASEN 3112 Lecture 1 Slide 1 19 MDOF Dynamic Systems ASEN 3112 Lecture 1 Slide 1 A Two-DOF Mass-Spring-Dashpot Dynamic System Consider the lumped-parameter, mass-spring-dashpot dynamic system shown in the Figure. It has two point

More information

MA107 Precalculus Algebra Exam 2 Review Solutions

MA107 Precalculus Algebra Exam 2 Review Solutions MA107 Precalculus Algebra Exam 2 Review Solutions February 24, 2008 1. The following demand equation models the number of units sold, x, of a product as a function of price, p. x = 4p + 200 a. Please write

More information

is identically equal to x 2 +3x +2

is identically equal to x 2 +3x +2 Partial fractions.6 Introduction It is often helpful to break down a complicated algebraic fraction into a sum of simpler fractions. 4x+7 For example it can be shown that has the same value as + for any

More information

Inner Product Spaces

Inner Product Spaces Math 571 Inner Product Spaces 1. Preliminaries An inner product space is a vector space V along with a function, called an inner product which associates each pair of vectors u, v with a scalar u, v, and

More information

2.2 Magic with complex exponentials

2.2 Magic with complex exponentials 2.2. MAGIC WITH COMPLEX EXPONENTIALS 97 2.2 Magic with complex exponentials We don t really know what aspects of complex variables you learned about in high school, so the goal here is to start more or

More information

1 Shapes of Cubic Functions

1 Shapes of Cubic Functions MA 1165 - Lecture 05 1 1/26/09 1 Shapes of Cubic Functions A cubic function (a.k.a. a third-degree polynomial function) is one that can be written in the form f(x) = ax 3 + bx 2 + cx + d. (1) Quadratic

More information

Definitions 1. A factor of integer is an integer that will divide the given integer evenly (with no remainder).

Definitions 1. A factor of integer is an integer that will divide the given integer evenly (with no remainder). Math 50, Chapter 8 (Page 1 of 20) 8.1 Common Factors Definitions 1. A factor of integer is an integer that will divide the given integer evenly (with no remainder). Find all the factors of a. 44 b. 32

More information

5.3 SOLVING TRIGONOMETRIC EQUATIONS. Copyright Cengage Learning. All rights reserved.

5.3 SOLVING TRIGONOMETRIC EQUATIONS. Copyright Cengage Learning. All rights reserved. 5.3 SOLVING TRIGONOMETRIC EQUATIONS Copyright Cengage Learning. All rights reserved. What You Should Learn Use standard algebraic techniques to solve trigonometric equations. Solve trigonometric equations

More information

Methods of Solution of Selected Differential Equations Carol A. Edwards Chandler-Gilbert Community College

Methods of Solution of Selected Differential Equations Carol A. Edwards Chandler-Gilbert Community College Methods of Solution of Selected Differential Equations Carol A. Edwards Chandler-Gilbert Community College Equations of Order One: Mdx + Ndy = 0 1. Separate variables. 2. M, N homogeneous of same degree:

More information

Factoring Guidelines. Greatest Common Factor Two Terms Three Terms Four Terms. 2008 Shirley Radai

Factoring Guidelines. Greatest Common Factor Two Terms Three Terms Four Terms. 2008 Shirley Radai Factoring Guidelines Greatest Common Factor Two Terms Three Terms Four Terms 008 Shirley Radai Greatest Common Factor 008 Shirley Radai Factoring by Finding the Greatest Common Factor Always check for

More information

y cos 3 x dx y cos 2 x cos x dx y 1 sin 2 x cos x dx

y cos 3 x dx y cos 2 x cos x dx y 1 sin 2 x cos x dx Trigonometric Integrals In this section we use trigonometric identities to integrate certain combinations of trigonometric functions. We start with powers of sine and cosine. EXAMPLE Evaluate cos 3 x dx.

More information

More Quadratic Equations

More Quadratic Equations More Quadratic Equations Math 99 N1 Chapter 8 1 Quadratic Equations We won t discuss quadratic inequalities. Quadratic equations are equations where the unknown appears raised to second power, and, possibly

More information

expression is written horizontally. The Last terms ((2)( 4)) because they are the last terms of the two polynomials. This is called the FOIL method.

expression is written horizontally. The Last terms ((2)( 4)) because they are the last terms of the two polynomials. This is called the FOIL method. A polynomial of degree n (in one variable, with real coefficients) is an expression of the form: a n x n + a n 1 x n 1 + a n 2 x n 2 + + a 2 x 2 + a 1 x + a 0 where a n, a n 1, a n 2, a 2, a 1, a 0 are

More information

SECTION 0.6: POLYNOMIAL, RATIONAL, AND ALGEBRAIC EXPRESSIONS

SECTION 0.6: POLYNOMIAL, RATIONAL, AND ALGEBRAIC EXPRESSIONS (Section 0.6: Polynomial, Rational, and Algebraic Expressions) 0.6.1 SECTION 0.6: POLYNOMIAL, RATIONAL, AND ALGEBRAIC EXPRESSIONS LEARNING OBJECTIVES Be able to identify polynomial, rational, and algebraic

More information

Introduction Assignment

Introduction Assignment PRE-CALCULUS 11 Introduction Assignment Welcome to PREC 11! This assignment will help you review some topics from a previous math course and introduce you to some of the topics that you ll be studying

More information

Zero: If P is a polynomial and if c is a number such that P (c) = 0 then c is a zero of P.

Zero: If P is a polynomial and if c is a number such that P (c) = 0 then c is a zero of P. MATH 11011 FINDING REAL ZEROS KSU OF A POLYNOMIAL Definitions: Polynomial: is a function of the form P (x) = a n x n + a n 1 x n 1 + + a x + a 1 x + a 0. The numbers a n, a n 1,..., a 1, a 0 are called

More information

Tool 1. Greatest Common Factor (GCF)

Tool 1. Greatest Common Factor (GCF) Chapter 4: Factoring Review Tool 1 Greatest Common Factor (GCF) This is a very important tool. You must try to factor out the GCF first in every problem. Some problems do not have a GCF but many do. When

More information

Find all of the real numbers x that satisfy the algebraic equation:

Find all of the real numbers x that satisfy the algebraic equation: Appendix C: Factoring Algebraic Expressions Factoring algebraic equations is the reverse of expanding algebraic expressions discussed in Appendix B. Factoring algebraic equations can be a great help when

More information

1.3 Polynomials and Factoring

1.3 Polynomials and Factoring 1.3 Polynomials and Factoring Polynomials Constant: a number, such as 5 or 27 Variable: a letter or symbol that represents a value. Term: a constant, variable, or the product or a constant and variable.

More information

College Algebra - MAT 161 Page: 1 Copyright 2009 Killoran

College Algebra - MAT 161 Page: 1 Copyright 2009 Killoran College Algebra - MAT 6 Page: Copyright 2009 Killoran Zeros and Roots of Polynomial Functions Finding a Root (zero or x-intercept) of a polynomial is identical to the process of factoring a polynomial.

More information

3.2 Sources, Sinks, Saddles, and Spirals

3.2 Sources, Sinks, Saddles, and Spirals 3.2. Sources, Sinks, Saddles, and Spirals 6 3.2 Sources, Sinks, Saddles, and Spirals The pictures in this section show solutions to Ay 00 C By 0 C Cy D 0. These are linear equations with constant coefficients

More information

Spring Simple Harmonic Oscillator. Spring constant. Potential Energy stored in a Spring. Understanding oscillations. Understanding oscillations

Spring Simple Harmonic Oscillator. Spring constant. Potential Energy stored in a Spring. Understanding oscillations. Understanding oscillations Spring Simple Harmonic Oscillator Simple Harmonic Oscillations and Resonance We have an object attached to a spring. The object is on a horizontal frictionless surface. We move the object so the spring

More information

November 16, 2015. Interpolation, Extrapolation & Polynomial Approximation

November 16, 2015. Interpolation, Extrapolation & Polynomial Approximation Interpolation, Extrapolation & Polynomial Approximation November 16, 2015 Introduction In many cases we know the values of a function f (x) at a set of points x 1, x 2,..., x N, but we don t have the analytic

More information

( ) FACTORING. x In this polynomial the only variable in common to all is x.

( ) FACTORING. x In this polynomial the only variable in common to all is x. FACTORING Factoring is similar to breaking up a number into its multiples. For example, 10=5*. The multiples are 5 and. In a polynomial it is the same way, however, the procedure is somewhat more complicated

More information

FACTORING ax 2 bx c. Factoring Trinomials with Leading Coefficient 1

FACTORING ax 2 bx c. Factoring Trinomials with Leading Coefficient 1 5.7 Factoring ax 2 bx c (5-49) 305 5.7 FACTORING ax 2 bx c In this section In Section 5.5 you learned to factor certain special polynomials. In this section you will learn to factor general quadratic polynomials.

More information

ANALYTICAL METHODS FOR ENGINEERS

ANALYTICAL METHODS FOR ENGINEERS UNIT 1: Unit code: QCF Level: 4 Credit value: 15 ANALYTICAL METHODS FOR ENGINEERS A/601/1401 OUTCOME - TRIGONOMETRIC METHODS TUTORIAL 1 SINUSOIDAL FUNCTION Be able to analyse and model engineering situations

More information

Zeros of a Polynomial Function

Zeros of a Polynomial Function Zeros of a Polynomial Function An important consequence of the Factor Theorem is that finding the zeros of a polynomial is really the same thing as factoring it into linear factors. In this section we

More information