Winter 2012 Math 255 Section 006. Problem Set 7

Size: px
Start display at page:

Download "Winter 2012 Math 255 Section 006. Problem Set 7"

Transcription

1 Problem Set 7 1 a) Carry out the partials with respect to t and x, substitute and check b) Use separation of varibles, i.e. write as dx/x 2 = dt, integrate both sides and observe that the solution also blows up in finite time. b) Section 15.6: 2) Near a buoy, the depth of a lake at the point with coordinates (x, y) is z = x y 3, where x, y and z are measured in meters. A fisherman in a small boat starts at the point (80, 60) and moves towards the buoy, which is located at (0, 0). Is the water under the boat getting deeper or shallower when he departs? Explain. We find that Dz = (0.04x, 0.003y 2 ) and hence that Dz(80, 60) = (3.2, 10.8). The direction of motion is ( 4, 3) and so (3.2, 10.8) ( 4, 3) = We conclude that the water under the boat is getting deeper. 3) If g(x, y) = x y 2, find the gradient vector g(3, 1) and use it to find the tangent line to the level curve g(x, y) = 2 at the point (3, 1). Sketch the level curve, tangent line and gradient vector. The gradient vector is given by g = (1, 2y) and so g(3, 1) = (1, 2). The corresponding tangent line 1

2 is given by (x(t), y(t)) = (3, 1) + t( 2, 1). Note that the tangent line is perpendicular to the gradient. The normal vector is along the line (3, 1, 2) + s(1, 2, 0). This are shown in Fig. 1 Figure 1: A computer generated drawing of the surface z = x y 2 along with level curves for z = 2 and the tangent and gradient vectors at (x, y) = (3, 1) 4) Show that the equation of the tangent plane to the elliptic parabloid z c = x2 a + y2 2 b 2 at the point (x 0, y 0, z 0 ) can be written as 2xx 0 + 2yy 0 = z + z 0. a 2 b 2 c 2

3 Now and hence z = z(x o, y o ) = ( 2xc a, 2yc ) b ( 2xo c a, 2y ) oc. b The equation of the tangent plane is (z z o ) = (x x o ) 2x oc a We can rearrange this to be + (y y o) 2y oc b. z z o c + 2x2 o a + 2y2 o b = 2xx o a + 2yy o b but we recall that 2x2 o a + 2y2 o b = 2 2z o c and so we get that z + z o c = 2xx o a + 2yy o b. Section ) a) Use a graph and/or level curves 1 to estimate the local maximum and minimum values and saddle points of f(x, y) = xy exp( x 2 y 2 ) The surface is shown in Fig. 2 b) Use calculus to find these values precisely 1 You may use a computer to generate the graphs. 3

4 Figure 2: A computer generated drawing of the surface z = xy exp( x 2 y 2 ). This problem is simpler in polar coordinates for which f(r, θ) = 0.5r 2 sin(2θ) exp( r 2 ). We let u = r 2 so that we get f(u, θ) = 0.5u sin(2θ) exp( u). Hence f u = 0 implies that u = 1 or sin(2θ) = 0 and f θ = 0 implies that u = 0 or cos(2θ) = 0. Hence we have a saddle at (x, y, f) = (0, 0, 0), local maxima at (x, y, f) = ( ±1 2, ±1 2, exp( 1) 4 ) (0.7, 0.7, 0.09) and local minima at (x, y, f) = ( ±1 2, 1 2, exp( 1) 4 ) (0.7, 0.7, 0.09). 6) a) Show that for all values of a, the function f(x, y) = x 3 3axy + y 3 has no global minimizers or global 4

5 maximizers. We find that f(x, y) for (x, y) (, ) and that f(x, y) for (x, y) (, ) and so we deduce that there are no global maximizers or minimizers. b) For each value of a, find all the critical point(s) of f and determine their nature, that is, determine whether each critical point is a local minimum, local maximum or saddle point. f x = 3x 2 3ay and f y = 3y 2 3ax. We solve these to find that at the critical point x = y = a. To determine the nature of the critical point, we can calculate the hessian, f xx f yy (f xy ) 2 = 36 9a 2. We find that since f xx = 6 > 0, we have a local minimum if a < 2 and a saddle point if a > 2. 5

6 Section ) The total production P of a certain product depends on the amount L of labor used and the amount K of capital investment. The cost of a unit of labor is m and the cost of a unit of capital is n. The productions is fixed at bl α K 1 α = Q, where Q is a constant. What values of L and K minimize the cost function C(L, K) = ml + nk? We find that L = ml + nk + λ(bl α K 1 α Q). At a critical point L L = m + λbαlα 1 K 1 α = 0 L K = n + λb(1 α)lα K α = 0 L λ = blα K 1 α Q = 0 We solve these equations to find that and L = Q b K = Q b ( α m(1 α) ) 1 α ( ) α m(1 α). α 8) The plane 4x 3y + 8z = 5 intersects the cone z 2 = x 2 + y 2 in an ellipse (a) Graph the cone, the plane and the ellipse. We can parameterize the surfaces in cylindrical 6

7 coordinates so that the cone becomes the surface r = z and the plane becomes the surface 5 = r(4 cos θ 3 sin θ + 8). The curve of intersection 5(cos θ,sin θ,1) is 4 cos θ 3 sin θ+8. A plot of the surfaces and the curve of intersection is shown in Fig. 3. (b) Use Lagrange multipliers to find the highest and lowest points on the ellipse. It is easiest to use the parametric form of the curve to find that we need θ ( This implies that 5 4 cos θ 3 sin θ + 8 ) = 0. θ = atan( 0.75) 0.644, , 143. We find that the corresponding heights are and We also want to find these values by maximizing x 2 +y 2 subject to the constraint (4x 3y 5) = 8 x 2 + y 2. We can do thi in polar coordinates. We get that L = r 2 + λ(4r cos θ 3r sin θ 5 8r) so that we need to solve L = 2r + λ(4 cos θ 3 sin θ 8) = 0 r L = 4 sin θ 3 cos θ = 0 θ L = 4r cos θ 3r sin θ 5 8r = 0 λ 7

8 Figure 3: A computer generated drawing of the surfaces 4x 3y + 8z = 5, z 2 = x 2 + y 2 5(cos θ,sin θ,1) and the curve 4 cos θ 3 sin θ+8. 8

9 These are the same equations we had before, and so we get the same values. We can now also calcluate the value of the Lagrange multiplier, which from the Fig. 3 is non-zero since it is binding. Section ) a) Estimate the volume of the solid that lies below the surface z = x 2 + 2y 2 and above the rectangle R = [0, 1] [0, 4]. Use a Riemann sum with m = n = 2 and choose the sample points to be lower right corners. V i,j f(x i, y j ) x y = [f(0, 0) + f(0, 2) + f(1/2, 0) + f(1/2, 2)] (1/2) 2 = = 16.5 b) Use the Midpoint Rule to estimate the volume in part (a). V i,j f(x i+1/2, y j+1/2 ) x y = [f(0.25, 1) + f(0.25, 3) + f(0.75, 1) + f(0.75, 3)] (1/2) 2 = c) Explain why the two sums are so different. 9

10 There are not enough grid points used to obtain a good approximation of the integral. If more grid points are used, then the two sums should approach the same limiting value. 10) Evaluate the integral where R (5 x)da R = {(x, y) 0 x 5, 0 y 3} by identifying it as the volume of a solid. The solid is a triangular prism, which has volume = ) If R = [0, 1] [0, 1] show that 0 sin(x + y)da < 1. R For the domain of interest 0 sin(x + y) < 1. The domain has area equal to one. Hence using the volume interpretation, since the height is always positive and less than one, we deduce that the integral must also be less than one. 12) Consider the problem subject to the constraint min x 2 + y 2 x 2 (y 1) 3 = 0. 10

11 a) Solve the problem geometrically Figure 4 shows that the minimum value is approximately 0.4 which occurs for (x, y) (±0.4, 0.45). Figure 4: A computer generated drawing of the level curves of x 2 + y 2 and the constraint curve x 2 (y 1) 3 = 0. b) Try and solve the problem using Lagrange multipliers L = x 2 + y 2 + λ(x 2 (y 1) 3 ) 11

12 and so the critical point equations are 2x + 2λx = 0 λ = 1 2y 3λ(y 1) 2 = 0 2y + 3(y 1) 2 = 0 x 2 + (y 1) 2 = 0 A solution of 2y 3(y 1) 2 = 0 gives that y = (4± 7/3) 0.451, 21, 5. The corresponding x values are ( ) 2/3 (±0.406) and ( ) (±1.749i). The second set of solutions are not useful and so we find that our solutions are (x, y) = (±0.406, 0.451) with corresponding minimum value c) What is wrong with substituting x 2 = (y 1) 3 in the objective and then trying to solve the unconstrained optimization problem min y 2 + (y 1) 3. Is there any way to fix this approach? The functional y 2 +(y 1) 3 does not have a global minimum and has no real local critical points, since we find the critical point equations are only satisfied for y = 2+i 5 3, this function is shown in Fig. 5. The appropriate unconstrained optimization problem is y 2 (y 1) 3, which has critical points as shown in Fig. 6. The negative sign is obtained from the Lagrange multiplier. 12

13 Figure 5: A computer generated drawing of y 2 + (y 1) 3. Figure 6: A computer generated drawing of y 2 (y 1) 3. 13

Multivariate Calculus Review Problems for Examination Two

Multivariate Calculus Review Problems for Examination Two Multivariate Calculus Review Problems for Examination Two Note: Exam Two is on Thursday, February 28, class time. The coverage is multivariate differential calculus and double integration: sections 13.3,

More information

Math 113 Calculus III Final Exam Practice Problems Spring 2003

Math 113 Calculus III Final Exam Practice Problems Spring 2003 Math 113 Calculus III Final Exam Practice Problems Spring 23 1. Let g(x, y, z) = 2x 2 + y 2 + 4z 2. (a) Describe the shapes of the level surfaces of g. (b) In three different graphs, sketch the three cross

More information

A small review, Second Midterm, Calculus 3, Prof. Montero 3450: , Fall 2008

A small review, Second Midterm, Calculus 3, Prof. Montero 3450: , Fall 2008 A small review, Second Midterm, Calculus, Prof. Montero 45:-4, Fall 8 Maxima and minima Let us recall first, that for a function f(x, y), the gradient is the vector ( f)(x, y) = ( ) f f (x, y); (x, y).

More information

Multivariate Calculus: Review Problems for Examination Two

Multivariate Calculus: Review Problems for Examination Two Multivariate Calculus: Review Problems for Examination Two Note: Exam Two is on Tuesday, August 16. The coverage is multivariate differential calculus and double integration. You should review the double

More information

Math 241, Final Exam. 12/11/12.

Math 241, Final Exam. 12/11/12. Math, Final Exam. //. No notes, calculator, or text. There are points total. Partial credit may be given. ircle or otherwise clearly identify your final answer. Name:. (5 points): Equation of a line. Find

More information

Lagrange multipliers October 2013

Lagrange multipliers October 2013 Lagrange multipliers 14.8 14 October 2013 Example: Optimization with constraint. Example: Find the extreme values of f (x, y) = x + 2y on the ellipse 3x 2 + 4y 2 = 3. 3/2 1 1 3/2 Example: Optimization

More information

Calculus III. Math 233 Spring In-term exam April 11th. Suggested solutions

Calculus III. Math 233 Spring In-term exam April 11th. Suggested solutions Calculus III Math Spring 7 In-term exam April th. Suggested solutions This exam contains sixteen problems numbered through 6. Problems 5 are multiple choice problems, which each count 5% of your total

More information

6. Find the equation of the plane that passes through the point (-1,2,1) and contains the line x = y = z.

6. Find the equation of the plane that passes through the point (-1,2,1) and contains the line x = y = z. Week 1 Worksheet Sections from Thomas 13 th edition: 12.4, 12.5, 12.6, 13.1 1. A plane is a set of points that satisfies an equation of the form c 1 x + c 2 y + c 3 z = c 4. (a) Find any three distinct

More information

Lagrange multipliers 14.8

Lagrange multipliers 14.8 Lagrange multipliers 14.8 14 October 2013 Example: Optimization with constraint. Example: Find the extreme values of f (x, y) = x + 2y on the ellipse 3x 2 + 4y 2 = 3. 3/2 Maximum? 1 1 Minimum? 3/2 Idea:

More information

f xx (x, y) = 6 + 6x f xy (x, y) = 0 f yy (x, y) = y In general, the quantity that we re interested in is

f xx (x, y) = 6 + 6x f xy (x, y) = 0 f yy (x, y) = y In general, the quantity that we re interested in is 1. Let f(x, y) = 5 + 3x 2 + 3y 2 + 2y 3 + x 3. (a) Final all critical points of f. (b) Use the second derivatives test to classify the critical points you found in (a) as a local maximum, local minimum,

More information

Math 213 Exam 2. Each question is followed by a space to write your answer. Please write your answer neatly in the space provided.

Math 213 Exam 2. Each question is followed by a space to write your answer. Please write your answer neatly in the space provided. Math 213 Exam 2 Name: Section: Do not remove this answer page you will return the whole exam. You will be allowed two hours to complete this test. No books or notes may be used other than a onepage cheat

More information

MAT203 OVERVIEW OF CONTENTS AND SAMPLE PROBLEMS

MAT203 OVERVIEW OF CONTENTS AND SAMPLE PROBLEMS MAT203 OVERVIEW OF CONTENTS AND SAMPLE PROBLEMS MAT203 covers essentially the same material as MAT201, but is more in depth and theoretical. Exam problems are often more sophisticated in scope and difficulty

More information

(c) 0 (d) (a) 27 (b) (e) x 2 3x2

(c) 0 (d) (a) 27 (b) (e) x 2 3x2 1. Sarah the architect is designing a modern building. The base of the building is the region in the xy-plane bounded by x =, y =, and y = 3 x. The building itself has a height bounded between z = and

More information

Math 253, Section 102, Fall 2006 Practice Final Solutions

Math 253, Section 102, Fall 2006 Practice Final Solutions Math 253, Section 102, Fall 2006 Practice Final Solutions 1 2 1. Determine whether the two lines L 1 and L 2 described below intersect. If yes, find the point of intersection. If not, say whether they

More information

Chapter 6 Some Applications of the Integral

Chapter 6 Some Applications of the Integral Chapter 6 Some Applications of the Integral More on Area More on Area Integrating the vertical separation gives Riemann Sums of the form More on Area Example Find the area A of the set shaded in Figure

More information

Mat 241 Homework Set 7 Due Professor David Schultz

Mat 241 Homework Set 7 Due Professor David Schultz Mat 41 Homework Set 7 Due Professor David Schultz Directions: Show all algebraic steps neatly and concisely using proper mathematical symbolism When graphs and technology are to be implemented, do so appropriately

More information

x 6 + λ 2 x 6 = for the curve y = 1 2 x3 gives f(1, 1 2 ) = λ actually has another solution besides λ = 1 2 = However, the equation λ

x 6 + λ 2 x 6 = for the curve y = 1 2 x3 gives f(1, 1 2 ) = λ actually has another solution besides λ = 1 2 = However, the equation λ Math 0 Prelim I Solutions Spring 010 1. Let f(x, y) = x3 y for (x, y) (0, 0). x 6 + y (4 pts) (a) Show that the cubic curves y = x 3 are level curves of the function f. Solution. Substituting y = x 3 in

More information

Solution of final examination

Solution of final examination of final examination Math 20, pring 201 December 9, 201 Problem 1 Let v(t) (2t e t ) i j + π cos(πt) k be the velocity of a particle with initial position r(0) ( 1, 0, 2). Find the accelaration at the

More information

The diagram above shows a sketch of the curve C with parametric equations

The diagram above shows a sketch of the curve C with parametric equations 1. The diagram above shows a sketch of the curve C with parametric equations x = 5t 4, y = t(9 t ) The curve C cuts the x-axis at the points A and B. (a) Find the x-coordinate at the point A and the x-coordinate

More information

Practice problems from old exams for math 233 William H. Meeks III December 21, 2009

Practice problems from old exams for math 233 William H. Meeks III December 21, 2009 Practice problems from old exams for math 233 William H. Meeks III December 21, 2009 Disclaimer: Your instructor covers far more materials that we can possibly fit into a four/five questions exams. These

More information

= f (a, b) + (hf x + kf y ) (a,b) +

= f (a, b) + (hf x + kf y ) (a,b) + Chapter 14 Multiple Integrals 1 Double Integrals, Iterated Integrals, Cross-sections 2 Double Integrals over more general regions, Definition, Evaluation of Double Integrals, Properties of Double Integrals

More information

Solution 2. ((3)(1) (2)(1), (4 3), (4)(2) (3)(3)) = (1, 1, 1) D u (f) = (6x + 2yz, 2y + 2xz, 2xy) (0,1,1) = = 4 14

Solution 2. ((3)(1) (2)(1), (4 3), (4)(2) (3)(3)) = (1, 1, 1) D u (f) = (6x + 2yz, 2y + 2xz, 2xy) (0,1,1) = = 4 14 Vector and Multivariable Calculus L Marizza A Bailey Practice Trimester Final Exam Name: Problem 1. To prepare for true/false and multiple choice: Compute the following (a) (4, 3) ( 3, 2) Solution 1. (4)(

More information

Area and Volume. where x right and x left are written in terms of y.

Area and Volume. where x right and x left are written in terms of y. Area and Volume Area between two curves Sketch the region and determine the points of intersection. Draw a small strip either as dx or dy slicing. Use the following templates to set up a definite integral:

More information

14.5 Directional Derivatives and the Gradient Vector

14.5 Directional Derivatives and the Gradient Vector 14.5 Directional Derivatives and the Gradient Vector 1. Directional Derivatives. Recall z = f (x, y) and the partial derivatives f x and f y are defined as f (x 0 + h, y 0 ) f (x 0, y 0 ) f x (x 0, y 0

More information

Math 210, Exam 2, Spring 2010 Problem 1 Solution

Math 210, Exam 2, Spring 2010 Problem 1 Solution Math, Exam, Spring Problem Solution. Find and classify the critical points of the function f(x,y) x 3 +3xy y 3. Solution: By definition, an interior point (a,b) in the domain of f is a critical point of

More information

Volumes of Solids of Revolution Lecture #6 a

Volumes of Solids of Revolution Lecture #6 a Volumes of Solids of Revolution Lecture #6 a Sphereoid Parabaloid Hyperboloid Whateveroid Volumes Calculating 3-D Space an Object Occupies Take a cross-sectional slice. Compute the area of the slice. Multiply

More information

3.3 Optimizing Functions of Several Variables 3.4 Lagrange Multipliers

3.3 Optimizing Functions of Several Variables 3.4 Lagrange Multipliers 3.3 Optimizing Functions of Several Variables 3.4 Lagrange Multipliers Prof. Tesler Math 20C Fall 2018 Prof. Tesler 3.3 3.4 Optimization Math 20C / Fall 2018 1 / 56 Optimizing y = f (x) In Math 20A, we

More information

MA 114 Worksheet #17: Average value of a function

MA 114 Worksheet #17: Average value of a function Spring 2019 MA 114 Worksheet 17 Thursday, 7 March 2019 MA 114 Worksheet #17: Average value of a function 1. Write down the equation for the average value of an integrable function f(x) on [a, b]. 2. Find

More information

Chapter 5 Partial Differentiation

Chapter 5 Partial Differentiation Chapter 5 Partial Differentiation For functions of one variable, y = f (x), the rate of change of the dependent variable can dy be found unambiguously by differentiation: f x. In this chapter we explore

More information

REVIEW I MATH 254 Calculus IV. Exam I (Friday, April 29) will cover sections

REVIEW I MATH 254 Calculus IV. Exam I (Friday, April 29) will cover sections REVIEW I MATH 254 Calculus IV Exam I (Friday, April 29 will cover sections 14.1-8. 1. Functions of multivariables The definition of multivariable functions is similar to that of functions of one variable.

More information

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

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

More information

Constrained Optimization and Lagrange Multipliers

Constrained Optimization and Lagrange Multipliers Constrained Optimization and Lagrange Multipliers MATH 311, Calculus III J. Robert Buchanan Department of Mathematics Fall 2011 Constrained Optimization In the previous section we found the local or absolute

More information

MATH. 2153, Spring 16, MWF 12:40 p.m. QUIZ 1 January 25, 2016 PRINT NAME A. Derdzinski Show all work. No calculators. The problem is worth 10 points.

MATH. 2153, Spring 16, MWF 12:40 p.m. QUIZ 1 January 25, 2016 PRINT NAME A. Derdzinski Show all work. No calculators. The problem is worth 10 points. MATH. 2153, Spring 16, MWF 12:40 p.m. QUIZ 1 January 25, 2016 PRINT NAME A. Derdzinski Show all work. No calculators. The problem is worth 10 points. 1. Evaluate the area A of the triangle with the vertices

More information

Math 209 (Fall 2007) Calculus III. Solution #5. 1. Find the minimum and maximum values of the following functions f under the given constraints:

Math 209 (Fall 2007) Calculus III. Solution #5. 1. Find the minimum and maximum values of the following functions f under the given constraints: Math 9 (Fall 7) Calculus III Solution #5. Find the minimum and maximum values of the following functions f under the given constraints: (a) f(x, y) 4x + 6y, x + y ; (b) f(x, y) x y, x + y 6. Solution:

More information

Lagrange Multipliers. Lagrange Multipliers. Lagrange Multipliers. Lagrange Multipliers. Lagrange Multipliers. Lagrange Multipliers

Lagrange Multipliers. Lagrange Multipliers. Lagrange Multipliers. Lagrange Multipliers. Lagrange Multipliers. Lagrange Multipliers In this section we present Lagrange s method for maximizing or minimizing a general function f(x, y, z) subject to a constraint (or side condition) of the form g(x, y, z) = k. Figure 1 shows this curve

More information

MATH 2400, Analytic Geometry and Calculus 3

MATH 2400, Analytic Geometry and Calculus 3 MATH 2400, Analytic Geometry and Calculus 3 List of important Definitions and Theorems 1 Foundations Definition 1. By a function f one understands a mathematical object consisting of (i) a set X, called

More information

Calculus IV. Exam 2 November 13, 2003

Calculus IV. Exam 2 November 13, 2003 Name: Section: Calculus IV Math 1 Fall Professor Ben Richert Exam November 1, Please do all your work in this booklet and show all the steps. Calculators and note-cards are not allowed. Problem Possible

More information

f x = 2e xy +y(2x+y)e xy = (2+2xy+y 2 )e xy.

f x = 2e xy +y(2x+y)e xy = (2+2xy+y 2 )e xy. gri (rg38778) Homework 11 gri (11111) 1 This print-out should have 3 questions. Multiple-choice questions may continue on the next column or page find all choices before answering. Find lim (x,y) (,) 1

More information

MAT175 Overview and Sample Problems

MAT175 Overview and Sample Problems MAT175 Overview and Sample Problems The course begins with a quick review/overview of one-variable integration including the Fundamental Theorem of Calculus, u-substitutions, integration by parts, and

More information

Parametric Surfaces. Substitution

Parametric Surfaces. Substitution Calculus Lia Vas Parametric Surfaces. Substitution Recall that a curve in space is given by parametric equations as a function of single parameter t x = x(t) y = y(t) z = z(t). A curve is a one-dimensional

More information

MATH 2023 Multivariable Calculus

MATH 2023 Multivariable Calculus MATH 2023 Multivariable Calculus Problem Sets Note: Problems with asterisks represent supplementary informations. You may want to read their solutions if you like, but you don t need to work on them. Set

More information

1 Vector Functions and Space Curves

1 Vector Functions and Space Curves ontents 1 Vector Functions and pace urves 2 1.1 Limits, Derivatives, and Integrals of Vector Functions...................... 2 1.2 Arc Length and urvature..................................... 2 1.3 Motion

More information

In other words, we want to find the domain points that yield the maximum or minimum values (extrema) of the function.

In other words, we want to find the domain points that yield the maximum or minimum values (extrema) of the function. 1 The Lagrange multipliers is a mathematical method for performing constrained optimization of differentiable functions. Recall unconstrained optimization of differentiable functions, in which we want

More information

There are 10 problems, with a total of 150 points possible. (a) Find the tangent plane to the surface S at the point ( 2, 1, 2).

There are 10 problems, with a total of 150 points possible. (a) Find the tangent plane to the surface S at the point ( 2, 1, 2). Instructions Answer each of the questions on your own paper, and be sure to show your work so that partial credit can be adequately assessed. Put your name on each page of your paper. You may use a scientific

More information

we wish to minimize this function; to make life easier, we may minimize

we wish to minimize this function; to make life easier, we may minimize Optimization and Lagrange Multipliers We studied single variable optimization problems in Calculus 1; given a function f(x), we found the extremes of f relative to some constraint. Our ability to find

More information

Name: Class: Date: 1. Use Lagrange multipliers to find the maximum and minimum values of the function subject to the given constraint.

Name: Class: Date: 1. Use Lagrange multipliers to find the maximum and minimum values of the function subject to the given constraint. . Use Lagrange multipliers to find the maximum and minimum values of the function subject to the given constraint. f (x, y) = x y, x + y = 8. Set up the triple integral of an arbitrary continuous function

More information

Grad operator, triple and line integrals. Notice: this material must not be used as a substitute for attending the lectures

Grad operator, triple and line integrals. Notice: this material must not be used as a substitute for attending the lectures Grad operator, triple and line integrals Notice: this material must not be used as a substitute for attending the lectures 1 .1 The grad operator Let f(x 1, x,..., x n ) be a function of the n variables

More information

Math 240 Practice Problems

Math 240 Practice Problems Math 4 Practice Problems Note that a few of these questions are somewhat harder than questions on the final will be, but they will all help you practice the material from this semester. 1. Consider the

More information

Math 136 Exam 1 Practice Problems

Math 136 Exam 1 Practice Problems Math Exam Practice Problems. Find the surface area of the surface of revolution generated by revolving the curve given by around the x-axis? To solve this we use the equation: In this case this translates

More information

AP CALCULUS BC 2014 SCORING GUIDELINES

AP CALCULUS BC 2014 SCORING GUIDELINES SCORING GUIDELINES Question The graphs of the polar curves r = and r = sin ( θ ) are shown in the figure above for θ. (a) Let R be the shaded region that is inside the graph of r = and inside the graph

More information

Calculus 234. Problems. May 15, 2003

Calculus 234. Problems. May 15, 2003 alculus 234 Problems May 15, 23 A book reference marked [TF] indicates this semester s official text; a book reference marked [VPR] indicates the official text for next semester. These are [TF] Thomas

More information

Outcomes List for Math Multivariable Calculus (9 th edition of text) Spring

Outcomes List for Math Multivariable Calculus (9 th edition of text) Spring Outcomes List for Math 200-200935 Multivariable Calculus (9 th edition of text) Spring 2009-2010 The purpose of the Outcomes List is to give you a concrete summary of the material you should know, and

More information

Math 233. Lagrange Multipliers Basics

Math 233. Lagrange Multipliers Basics Math 33. Lagrange Multipliers Basics Optimization problems of the form to optimize a function f(x, y, z) over a constraint g(x, y, z) = k can often be conveniently solved using the method of Lagrange multipliers:

More information

Double Integration: Non-Rectangular Domains

Double Integration: Non-Rectangular Domains Double Integration: Non-Rectangular Domains Thomas Banchoff and Associates June 18, 2003 1 Introduction In calculus of one variable, all domains are intervals which are subsets of the line. In calculus

More information

1. Show that the rectangle of maximum area that has a given perimeter p is a square.

1. Show that the rectangle of maximum area that has a given perimeter p is a square. Constrained Optimization - Examples - 1 Unit #23 : Goals: Lagrange Multipliers To study constrained optimization; that is, the maximizing or minimizing of a function subject to a constraint (or side condition).

More information

13.1. Functions of Several Variables. Introduction to Functions of Several Variables. Functions of Several Variables. Objectives. Example 1 Solution

13.1. Functions of Several Variables. Introduction to Functions of Several Variables. Functions of Several Variables. Objectives. Example 1 Solution 13 Functions of Several Variables 13.1 Introduction to Functions of Several Variables Copyright Cengage Learning. All rights reserved. Copyright Cengage Learning. All rights reserved. Objectives Understand

More information

f (Pijk ) V. may form the Riemann sum: . Definition. The triple integral of f over the rectangular box B is defined to f (x, y, z) dv = lim

f (Pijk ) V. may form the Riemann sum: . Definition. The triple integral of f over the rectangular box B is defined to f (x, y, z) dv = lim Chapter 14 Multiple Integrals..1 Double Integrals, Iterated Integrals, Cross-sections.2 Double Integrals over more general regions, Definition, Evaluation of Double Integrals, Properties of Double Integrals.3

More information

Chapter 10 Homework: Parametric Equations and Polar Coordinates

Chapter 10 Homework: Parametric Equations and Polar Coordinates Chapter 1 Homework: Parametric Equations and Polar Coordinates Name Homework 1.2 1. Consider the parametric equations x = t and y = 3 t. a. Construct a table of values for t =, 1, 2, 3, and 4 b. Plot the

More information

Chapter 11. Parametric Equations And Polar Coordinates

Chapter 11. Parametric Equations And Polar Coordinates Instructor: Prof. Dr. Ayman H. Sakka Chapter 11 Parametric Equations And Polar Coordinates In this chapter we study new ways to define curves in the plane, give geometric definitions of parabolas, ellipses,

More information

What you will learn today

What you will learn today What you will learn today Tangent Planes and Linear Approximation and the Gradient Vector Vector Functions 1/21 Recall in one-variable calculus, as we zoom in toward a point on a curve, the graph becomes

More information

Math 213 Calculus III Practice Exam 2 Solutions Fall 2002

Math 213 Calculus III Practice Exam 2 Solutions Fall 2002 Math 13 Calculus III Practice Exam Solutions Fall 00 1. Let g(x, y, z) = e (x+y) + z (x + y). (a) What is the instantaneous rate of change of g at the point (,, 1) in the direction of the origin? We want

More information

Math 21a Homework 22 Solutions Spring, 2014

Math 21a Homework 22 Solutions Spring, 2014 Math 1a Homework Solutions Spring, 014 1. Based on Stewart 11.8 #6 ) Consider the function fx, y) = e xy, and the constraint x 3 + y 3 = 16. a) Use Lagrange multipliers to find the coordinates x, y) of

More information

Topic 6: Calculus Integration Volume of Revolution Paper 2

Topic 6: Calculus Integration Volume of Revolution Paper 2 Topic 6: Calculus Integration Standard Level 6.1 Volume of Revolution Paper 1. Let f(x) = x ln(4 x ), for < x

More information

LECTURE 18 - OPTIMIZATION

LECTURE 18 - OPTIMIZATION LECTURE 18 - OPTIMIZATION CHRIS JOHNSON Abstract. In this lecture we ll describe extend the optimization techniques you learned in your first semester calculus class to optimize functions of multiple variables.

More information

Instructions and information

Instructions and information Instructions and information. Check that this paper has a total of 5 pages including the cover page.. This is a closed book exam. Calculators and electronic devices are not allowed. Notes and dictionaries

More information

3. The three points (2, 4, 1), (1, 2, 2) and (5, 2, 2) determine a plane. Which of the following points is in that plane?

3. The three points (2, 4, 1), (1, 2, 2) and (5, 2, 2) determine a plane. Which of the following points is in that plane? Math 4 Practice Problems for Midterm. A unit vector that is perpendicular to both V =, 3, and W = 4,, is (a) V W (b) V W (c) 5 6 V W (d) 3 6 V W (e) 7 6 V W. In three dimensions, the graph of the equation

More information

= w. w u. u ; u + w. x x. z z. y y. v + w. . Remark. The formula stated above is very important in the theory of. surface integral.

= w. w u. u ; u + w. x x. z z. y y. v + w. . Remark. The formula stated above is very important in the theory of. surface integral. 1 Chain rules 2 Directional derivative 3 Gradient Vector Field 4 Most Rapid Increase 5 Implicit Function Theorem, Implicit Differentiation 6 Lagrange Multiplier 7 Second Derivative Test Theorem Suppose

More information

Math 21a Final Exam Solutions Spring, 2009

Math 21a Final Exam Solutions Spring, 2009 Math a Final Eam olutions pring, 9 (5 points) Indicate whether the following statements are True or False b circling the appropriate letter No justifications are required T F The (vector) projection of

More information

MULTIPLE CHOICE. Choose the one alternative that best completes the statement or answers the question.

MULTIPLE CHOICE. Choose the one alternative that best completes the statement or answers the question. Calculus III-Final review Name MULTIPLE CHOICE. Choose the one alternative that best completes the statement or answers the question. Find the corresponding position vector. 1) Define the points P = (-,

More information

Contents. 3 Multiple Integration. 3.1 Double Integrals in Rectangular Coordinates

Contents. 3 Multiple Integration. 3.1 Double Integrals in Rectangular Coordinates Calculus III (part 3): Multiple Integration (by Evan Dummit, 8, v. 3.) Contents 3 Multiple Integration 3. Double Integrals in Rectangular Coordinates............................... 3.. Double Integrals

More information

MATH Lagrange multipliers in 3 variables Fall 2016

MATH Lagrange multipliers in 3 variables Fall 2016 MATH 20550 Lagrange multipliers in 3 variables Fall 2016 1. The one constraint they The problem is to find the extrema of a function f(x, y, z) subject to the constraint g(x, y, z) = c. The book gives

More information

Math 241 Spring 2015 Final Exam Solutions

Math 241 Spring 2015 Final Exam Solutions Math 4 Spring 5 Final Exam Solutions. Find the equation of the plane containing the line x y z+ and the point (,,). Write [ pts] your final answer in the form ax+by +cz d. Solution: A vector parallel to

More information

EXTRA-CREDIT PROBLEMS ON SURFACES, MULTIVARIABLE FUNCTIONS AND PARTIAL DERIVATIVES

EXTRA-CREDIT PROBLEMS ON SURFACES, MULTIVARIABLE FUNCTIONS AND PARTIAL DERIVATIVES EXTRA-CREDIT PROBLEMS ON SURFACES, MULTIVARIABLE FUNCTIONS AND PARTIAL DERIVATIVES A. HAVENS These problems are for extra-credit, which is counted against lost points on quizzes or WebAssign. You do not

More information

Section 2.1 Graphs. The Coordinate Plane

Section 2.1 Graphs. The Coordinate Plane Section 2.1 Graphs The Coordinate Plane Just as points on a line can be identified with real numbers to form the coordinate line, points in a plane can be identified with ordered pairs of numbers to form

More information

PURE MATHEMATICS 212 Multivariable Calculus CONTENTS. Page. 1. Assignment Summary... i 2. Summary Assignments...2

PURE MATHEMATICS 212 Multivariable Calculus CONTENTS. Page. 1. Assignment Summary... i 2. Summary Assignments...2 PURE MATHEMATICS 212 Multivariable Calculus CONTENTS Page 1. Assignment Summary... i 2. Summary...1 3. Assignments...2 i PMTH212, Multivariable Calculus Assignment Summary 2010 Assignment Date to be Posted

More information

8(x 2) + 21(y 1) + 6(z 3) = 0 8x + 21y + 6z = 55.

8(x 2) + 21(y 1) + 6(z 3) = 0 8x + 21y + 6z = 55. MATH 24 -Review for Final Exam. Let f(x, y, z) x 2 yz + y 3 z x 2 + z, and a (2,, 3). Note: f (2xyz 2x, x 2 z + 3y 2 z, x 2 y + y 3 + ) f(a) (8, 2, 6) (a) Find all stationary points (if any) of f. et f.

More information

Calculus III Meets the Final

Calculus III Meets the Final Calculus III Meets the Final Peter A. Perry University of Kentucky December 7, 2018 Homework Review for Final Exam on Thursday, December 13, 6:00-8:00 PM Be sure you know which room to go to for the final!

More information

5 Applications of Definite Integrals

5 Applications of Definite Integrals 5 Applications of Definite Integrals The previous chapter introduced the concepts of a definite integral as an area and as a limit of Riemann sums, demonstrated some of the properties of integrals, introduced

More information

Math 233. Lagrange Multipliers Basics

Math 233. Lagrange Multipliers Basics Math 233. Lagrange Multipliers Basics Optimization problems of the form to optimize a function f(x, y, z) over a constraint g(x, y, z) = k can often be conveniently solved using the method of Lagrange

More information

Total. Math 2130 Practice Final (Spring 2017) (1) (2) (3) (4) (5) (6) (7) (8)

Total. Math 2130 Practice Final (Spring 2017) (1) (2) (3) (4) (5) (6) (7) (8) Math 130 Practice Final (Spring 017) Before the exam: Do not write anything on this page. Do not open the exam. Turn off your cell phone. Make sure your books, notes, and electronics are not visible during

More information

. 1. Chain rules. Directional derivative. Gradient Vector Field. Most Rapid Increase. Implicit Function Theorem, Implicit Differentiation

. 1. Chain rules. Directional derivative. Gradient Vector Field. Most Rapid Increase. Implicit Function Theorem, Implicit Differentiation 1 Chain rules 2 Directional derivative 3 Gradient Vector Field 4 Most Rapid Increase 5 Implicit Function Theorem, Implicit Differentiation 6 Lagrange Multiplier 7 Second Derivative Test Theorem Suppose

More information

22. LECTURE 22. I can define critical points. I know the difference between local and absolute minimums/maximums.

22. LECTURE 22. I can define critical points. I know the difference between local and absolute minimums/maximums. . LECTURE Objectives I can define critical points. I know the difference between local and absolute minimums/maximums. In many physical problems, we re interested in finding the values (x, y) that maximize

More information

18.02 Final Exam. y = 0

18.02 Final Exam. y = 0 No books, notes or calculators. 5 problems, 50 points. 8.0 Final Exam Useful formula: cos (θ) = ( + cos(θ)) Problem. (0 points) a) (5 pts.) Find the equation in the form Ax + By + z = D of the plane P

More information

Background for Surface Integration

Background for Surface Integration Background for urface Integration 1 urface Integrals We have seen in previous work how to define and compute line integrals in R 2. You should remember the basic surface integrals that we will need to

More information

Tangent Planes/Critical Points

Tangent Planes/Critical Points Tangent Planes/Critical Points Christopher Croke University of Pennsylvania Math 115 UPenn, Fall 2011 Problem: Find the tangent line to the curve of intersection of the surfaces xyz = 1 and x 2 + 2y 2

More information

Math 2374 Spring 2007 Midterm 3 Solutions - Page 1 of 6 April 25, 2007

Math 2374 Spring 2007 Midterm 3 Solutions - Page 1 of 6 April 25, 2007 Math 374 Spring 7 Midterm 3 Solutions - Page of 6 April 5, 7. (3 points) Consider the surface parametrized by (x, y, z) Φ(x, y) (x, y,4 (x +y )) between the planes z and z 3. (i) (5 points) Set up the

More information

MA 243 Calculus III Fall Assignment 1. Reading assignments are found in James Stewart s Calculus (Early Transcendentals)

MA 243 Calculus III Fall Assignment 1. Reading assignments are found in James Stewart s Calculus (Early Transcendentals) MA 43 Calculus III Fall 8 Dr. E. Jacobs Assignments Reading assignments are found in James Stewart s Calculus (Early Transcendentals) Assignment. Spheres and Other Surfaces Read. -. and.6 Section./Problems

More information

Exam 3 SCORE. MA 114 Exam 3 Spring Section and/or TA:

Exam 3 SCORE. MA 114 Exam 3 Spring Section and/or TA: MA 114 Exam 3 Spring 217 Exam 3 Name: Section and/or TA: Last Four Digits of Student ID: Do not remove this answer page you will return the whole exam. You will be allowed two hours to complete this test.

More information

Contents. MATH 32B-2 (18W) (L) G. Liu / (TA) A. Zhou Calculus of Several Variables. 1 Homework 1 - Solutions 3. 2 Homework 2 - Solutions 13

Contents. MATH 32B-2 (18W) (L) G. Liu / (TA) A. Zhou Calculus of Several Variables. 1 Homework 1 - Solutions 3. 2 Homework 2 - Solutions 13 MATH 32B-2 (8) (L) G. Liu / (TA) A. Zhou Calculus of Several Variables Contents Homework - Solutions 3 2 Homework 2 - Solutions 3 3 Homework 3 - Solutions 9 MATH 32B-2 (8) (L) G. Liu / (TA) A. Zhou Calculus

More information

7/28/2011 SECOND HOURLY PRACTICE V Maths 21a, O.Knill, Summer 2011

7/28/2011 SECOND HOURLY PRACTICE V Maths 21a, O.Knill, Summer 2011 7/28/2011 SECOND HOURLY PRACTICE V Maths 21a, O.Knill, Summer 2011 Name: Start by printing your name in the above box. Try to answer each question on the same page as the question is asked. If needed,

More information

2. Give an example of a non-constant function f(x, y) such that the average value of f over is 0.

2. Give an example of a non-constant function f(x, y) such that the average value of f over is 0. Midterm 3 Review Short Answer 2. Give an example of a non-constant function f(x, y) such that the average value of f over is 0. 3. Compute the Riemann sum for the double integral where for the given grid

More information

NAME: Section # SSN: X X X X

NAME: Section # SSN: X X X X Math 155 FINAL EXAM A May 5, 2003 NAME: Section # SSN: X X X X Question Grade 1 5 (out of 25) 6 10 (out of 25) 11 (out of 20) 12 (out of 20) 13 (out of 10) 14 (out of 10) 15 (out of 16) 16 (out of 24)

More information

1. Suppose that the equation F (x, y, z) = 0 implicitly defines each of the three variables x, y, and z as functions of the other two:

1. Suppose that the equation F (x, y, z) = 0 implicitly defines each of the three variables x, y, and z as functions of the other two: Final Solutions. Suppose that the equation F (x, y, z) implicitly defines each of the three variables x, y, and z as functions of the other two: z f(x, y), y g(x, z), x h(y, z). If F is differentiable

More information

Santiago AP Calculus AB/BC Summer Assignment 2018 AB: complete problems 1 64, BC: complete problems 1 73

Santiago AP Calculus AB/BC Summer Assignment 2018 AB: complete problems 1 64, BC: complete problems 1 73 Santiago AP Calculus AB/BC Summer Assignment 2018 AB: complete problems 1 64, BC: complete problems 1 73 AP Calculus is a rigorous college level math course. It will be necessary to do some preparatory

More information

Math Exam III Review

Math Exam III Review Math 213 - Exam III Review Peter A. Perry University of Kentucky April 10, 2019 Homework Exam III is tonight at 5 PM Exam III will cover 15.1 15.3, 15.6 15.9, 16.1 16.2, and identifying conservative vector

More information

Answer sheet: Second Midterm for Math 2339

Answer sheet: Second Midterm for Math 2339 Answer sheet: Second Midterm for Math 2339 March 31, 2009 Problem 1. Let (a) f(x,y,z) = ln(z x 2 y 2 ). Evaluate f(1, 1, 2 + e). f(1, 1, 2 + e) = ln(2 + e 1 1) = lne = 1 (b) Find the domain of f. dom(f)

More information

13.7 LAGRANGE MULTIPLIER METHOD

13.7 LAGRANGE MULTIPLIER METHOD 13.7 Lagrange Multipliers Contemporary Calculus 1 13.7 LAGRANGE MULTIPLIER METHOD Suppose we go on a walk on a hillside, but we have to stay on a path. Where along this path are we at the highest elevation?

More information

16.6. Parametric Surfaces. Parametric Surfaces. Parametric Surfaces. Vector Calculus. Parametric Surfaces and Their Areas

16.6. Parametric Surfaces. Parametric Surfaces. Parametric Surfaces. Vector Calculus. Parametric Surfaces and Their Areas 16 Vector Calculus 16.6 and Their Areas Copyright Cengage Learning. All rights reserved. Copyright Cengage Learning. All rights reserved. and Their Areas Here we use vector functions to describe more general

More information

Answer sheet: Second Midterm for Math 2339

Answer sheet: Second Midterm for Math 2339 Answer sheet: Second Midterm for Math 2339 October 26, 2010 Problem 1. True or false: (check one of the box, and briefly explain why) (1) If a twice differentiable f(x,y) satisfies f x (a,b) = f y (a,b)

More information

Second Midterm Exam Math 212 Fall 2010

Second Midterm Exam Math 212 Fall 2010 Second Midterm Exam Math 22 Fall 2 Instructions: This is a 9 minute exam. You should work alone, without access to any book or notes. No calculators are allowed. Do not discuss this exam with anyone other

More information