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Optimization of multivariable functions

16.2 Absolute minima and maxima

19 problems · hints, answers and solutions shown beside each one

1Stage 1Conceptual

Do you understand the idea? Usually little or no calculation.

Q1Stage 1

Suppose you want to find the maximum value of a surface z=f(x,y)z=f(x,y) on the boundary of the unit circle, x2+y2=1x^2+y^2=1.

True or false: you should always check the points (0,±1)(0,\pm 1) and (±1,0)(\pm 1,0), since these are the endpoints of the circle.

Hint

What is an endpoint of a circle?

Answer

false

Full solution
Q2Stage 1

Find the high and low points of the surface z=x2+y2z=\sqrt{x^2+y^2} with (x,y)(x,y) varying over the square ∣x∣≤1|x|\le 1, ∣y∣≤1|y|\le 1. Discuss the values of zx, zyz_x,\ z_y there. Do not evaluate any derivatives in answering this question.

Hint

Interpret the height x2+y2\sqrt{x^2+y^2} geometrically.

Answer

The minimum height is zero at (0,0,0)(0,0,0). The derivatives zxz_x and zyz_y do not exist there. The maximum height is 2\sqrt{2} at (±1,±1,2)(\pm 1,\pm 1,\sqrt{2}). There zxz_x and zyz_y exist but are not zero — those points would not be the highest points if it were not for the restriction ∣x∣,∣y∣≤1|x|,|y|\le 1.

Full solution

2Stage 2Procedural

Practising the skill itself, until applying it is automatic.

Q3Stage 2

Find the maximum and minimum values of f(x,y)=xy−x3y2f(x,y)=xy-x^3y^2 when (x,y)(x,y) runs over the square 0≤x≤10\le x\le 1, 0≤y≤10\le y\le 1.

Hint

Check the boundary of the square as well as critical points inside the square.

Answer

min=0max=233≈0.385\text{min}=0\qquad \text{max}=\frac{2}{3\sqrt{3}}\approx0.385

Full solution
Q4Stage 2Past exam · M200 2011A

Let h(x,y)=y(4−x2−y2)h(x, y) = y(4 - x^2 - y^2).

  1. Find and classify the critical points of h(x,y)h(x, y) as local maxima, local minima or saddle points.

  2. Find the maximum and minimum values of h(x,y)h(x, y) on the disk x2+y2≤1x^2 + y^2 \le 1.

Answer

(a)

criticalpoint\Atop{\text{critical}}{\text{point}}type
(0,23)\left(0,\frac{2}{\sqrt{3}}\right)local max
(0,−23)\left(0,-\frac{2}{\sqrt{3}}\right)local min
(2,0)(2,0)saddle point
(−2,0)(-2,0)saddle point

(b) The maximum and minimum values of h(x,y)h(x,y) in x2+y2≤1x^2+y^2\le 1 are 33 (at (0,1)(0,1)) and −3-3 (at (0,−1)(0,-1)), respectively.

Full solution
Q5Stage 2Past exam · M200 2012D

Find the absolute maximum and minimum values of the function f(x,y)=5+2x−x2−4y2f(x, y) = 5 + 2x - x^2 - 4y^2 on the rectangular region

R={ (x,y) ∣ −1≤x≤3, −1≤y≤1 }\begin{equation*} R = \Set{(x, y)}{ -1 \le x \le 3,\ -1 \le y \le 1} \end{equation*}
Hint

There are five places to check: the interior and four boundaries.

Answer

The minimum is −2-2 and the maximum is 66.

Full solution
Q6Stage 2Past exam · M200 2013D

Find the minimum of the function h(x,y)=−4x−2y+6h(x,y) = -4x - 2y + 6 on the closed bounded domain defined by x2+y2≤1x^2 + y^2 \le 1.

Answer

6−256-2\sqrt{5}

Full solution
Q7Stage 2Past exam · M200 2014D

Let f(x,y)=xy(x+y−3)f(x,y) = xy(x + y - 3).

  1. Find all critical points of ff, and classify each one as a local maximum, a local minimum, or saddle point.

  2. Find the location and value of the absolute maximum and minimum of ff on the triangular region x≥0x \ge 0, y≥0y \ge 0, x+y≤8x + y \le 8.

Hint

Since the region is a triangle, your boundary will have three separate parts to check.

Answer

(a) (0,0) and (3,0) and (0,3) are saddle points
(1,1) is a local min

(b) The minimum is −1-1 at (1,1)(1,1) and the maximum is 8080 at (4,4)(4,4).

Full solution
Q8Stage 2Past exam · M200 2004A

Consider the function

f(x,y)=2x3−6xy+y2+4y\begin{equation*} f(x,y)=2x^3 - 6xy + y^2 +4y \end{equation*}
  1. Find and classify all of the critical points of f(x,y)f(x,y).

  2. Find the maximum and minimum values of f(x,y)f(x,y) in the triangle with vertices (1,0)(1,0), (0,1)(0,1) and (1,1)(1,1).

Answer

(a) (1,1)(1,1) is a saddle point and (2,4)(2,4) is a local min

(b) The min and max are 1927\frac{19}{27} and 55, respectively.

Full solution
Q9Stage 2Past exam · M200 2003A

Let

f(x,y)=xy(x+2y−6)\begin{equation*} f(x,y)=xy(x+2y-6) \end{equation*}
  1. Find every critical point of f(x,y)f(x,y) and classify each one.

  2. Let DD be the region in the plane between the hyperbola xy=4xy=4 and the line x+2y−6=0x+2y-6=0. Find the maximum and minimum values of f(x,y)f(x,y) on DD.

Hint

There are two boundary lines. You'll want to find their intersections.

Answer

(a) (0,0)(0,0), (6,0)(6,0), (0,3)(0,3) are saddle points and (2,1)(2,1) is a local min

(b) The maximum value is 00 and the minimum value is 4(42−6)≈−1.374(4\sqrt{2}-6) \approx -1.37.

Full solution
Q10Stage 2Past exam · M200 2002A

A metal plate is in the form of a semi-circular disc bounded by the xx-axis and the upper half of x2+y2=4x^2+y^2=4. The temperature at the point (x,y)(x,y) is given by

T(x,y)=ln⁡(1+x2+y2)−y.T(x,y)=\ln\big(1+x^2+y^2\big)-y.

Find the coldest point on the plate, explaining your steps carefully. (Note: ln⁡2≈0.693\ln 2\approx 0.693, ln⁡5≈1.609\ln 5\approx 1.609)

Hint

Plugging in the boundaries should be quite easy if you choose your variables wisely

Answer

The coldest temperture is −0.391-0.391 and the coldest point is (0,2)(0,2).

Full solution
Q11Stage 2Past exam · M200 2001A

Consider the function g(x,y)=x2−10y−y2.g(x,y)=x^2-10y-y^2 .

  1. Find and classify all critical points of gg.

  2. Find the absolute extrema of gg on the bounded region given by

    x2+4y2≤16, y≤0\begin{equation*} x^2+4y^2\le 16,\ y\le 0 \end{equation*}
Hint

When you see “classify critical points," think “second derivative test."

Answer

(a) (0,−5)(0,-5) is a saddle point

(b) The smallest value of gg is 00 at (0,0)(0,0) and the largest value is 2121 at (±23,−1)(\pm 2\sqrt{3},-1).

Full solution
Q12Stage 2

Equal-angle bends are made at equal distances from the two ends of a 100 metre long fence, so that the resulting three-segment fence can be placed along an existing wall to make an enclosure of trapezoidal shape. What is the largest possible area for such an enclosure?

Hint

Suppose that the bends are made a distance xx from the ends of the fence and that the bends are through an angle θ\theta. Draw a sketch of the enclosure and figure out its area, as a function of xx and θ\theta.

Answer

25003\frac{2500}{\sqrt{3}}

Full solution
Q13Stage 2

Find the most economical shape of a rectangular box that has a fixed volume VV and that has no top.

Hint

Suppose that the box has side lengths xx, yy and zz.

Answer

The box has dimensions (2V)1/3×(2V)1/3×2−2/3V1/3(2V)^{1/3}\times(2V)^{1/3}\times 2^{-2/3}V^{1/3}.

Full solution
Q14Stage 2Past exam · M200 2009D

The temperature T(x,y)T(x,y) at a point of the xyxy–plane is given by

T(x,y)=20−4x2−y2\begin{equation*} T(x,y) = 20 - 4x^2 - y^2 \end{equation*}
  1. Find the maximum and minimum values of T(x,y)T(x,y) on the disk DD defined by x2+y2≤4x^2 + y^2 \le 4.

  2. Suppose the ant is constrained to stay on the curve y=2−x2y = 2 - x^2. Where should the ant go if it wants to be as warm as possible?

Answer

(a) The maximum and minimum values of T(x,y)T(x,y) in x2+y2≤4x^2+y^2\le 4 are 2020 (at (0,0)(0,0)) and 44 (at (±2,0)(\pm 2,0)), respectively.

(b) (0,2)(0,2)

Full solution

3Stage 3Application

Further than practice: several ideas at once, or an unfamiliar situation.

Q15Stage 3Past exam · M200 2007A

Find the largest and smallest values of x2y2zx^2 y^2 z in the part of the plane 2x+y+z=52x + y + z = 5 where x≥0x \ge 0, y≥0y \ge 0 and z≥0z \ge 0. Also find all points where those extreme values occur.

Hint

If (x,y,z)(x,y,z) is on the plane, then you know z=5−2x−yz=5-2x-y. So, you can write x2y2zx^2 y^2 z as a function of only xx and yy by eliminating zz.

Answer

The minimum value is 00 on

{ (x,y,z) ∣ x≥0, y≥0, z≥0, 2x+y+z=5, at least one of x,y,z zero }\begin{equation*} \Set{(x,y,z)}{x\ge 0,\ y\ge 0,\ z\ge 0,\ 2x+y+z=5,\ \text{at least one of }x,y,z\text{ zero}} \end{equation*}

The maximum value is 44 at (1,2,1)(1,2,1).

Full solution
Q16Stage 3Past exam · M200 2002A
  1. Show that the function f(x,y)=2x+4y+1xyf(x,y)=2x+4y+\frac{1}{xy} has exactly one critical point in the first quadrant x>0x>0, y>0y>0, and find its value at that point.

  2. Use the second derivative test to classify the critical point in part (a).

  3. Explain why the inequality 2x+4y+1xy≥62x+4y+\frac{1}{xy}\ge 6 is valid for all positive real numbers xx and yy.

Answer

(a) x=1x=1, y=12y=\half, f(1,12)=6f\big(1,\half\big)=6 (b) local minimum

(c) As xx or yy tends to infinity (with the other at least zero), 2x+4y2x+4y tends to +∞+\infty. As (x,y)(x,y) tends to any point on the first quadrant part of the xx- and yy–axes, 1xy\frac{1}{xy} tends to +∞+\infty.
Hence as xx or yy tends to the boundary of the first quadrant (counting infinity as part of the boundary), f(x,y)f(x,y) tends to +∞+\infty. As a result (1,12)\big(1,\half\big) is a global (and not just local) minimum for ff in the first quadrant. Hence f(x,y)≥f(1,12)=6f(x,y)\ge f\big(1,\half\big)=6 for all x,y>0x,y>0.

Full solution
Q17Stage 3

Let aa be a constant real number. Find all points on the surface

z=f(x,y)=x2+y2z=f(x,y)=x^2+y^2

that have minimum distance from the point (0,0,a)(0,0,a).

Hint

The answer will be piecewise, depending on what exactly aa is.

Answer

If a<12a<\frac12, then the closest point is the origin. If a≥12a\ge\frac12, then the closest points are the level curve where z=a−12z=a-\frac12.

Full solution
Q18Stage 3

The Scranton branch of a well-known paper company has two sizes of paper for sale - A4 and A3.

Each ream of A4 is sold at $6\char36 6; each ream of A3 is sold at $8\char36 8. Assume that every ream produced is sold.

Suppose xx is the quantity of materials that go into making A4 and yy is the quantity of materials that go into making A3. Then the costs involved in turning these materials into paper are $1⋅x1\cdot x for A4 and $3⋅y3\cdot y for A3.

There are different production procedures to produce each paper size. The production functions below give the number of reams of paper produced out of a given amount of materials.

f(x)=52x0.8g(y)=10y0.6\begin{align*} f(x)&=\dfrac{5}{2} x^{0.8}\tag{for A4}\\ g(y)&=10y^{0.6}\tag{for A3}\\ \end{align*}
  1. Build the (total) profit equation in terms of xx and yy. That is, find an equation Π(x,y)\Pi(x,y) that gives the total profit (revenue minus cost) over both paper types.

  2. Find the production quantities of both sizes of paper that maximizes profit.

  3. If the branch stops producing A4, what is the optimal production for A3 to maximize profit?

Hint

Instead of maximizing the total profit function, maximize the profit functions of each type of paper.

Answer
  1. The total profit is given by

    Π(x,y)=(15x0.8−x)+(80y0.6−3y)\Pi(x,y)=(15x^{0.8}-x) + (80y^{0.6}-3y)
  2. The optimal production: x=248,832x= 248,832 leading to 51840 reams of A4 and y=1,024y= 1,024 leading to 640 reams of A3

  3. In this case, the optimal production is still 640640 reams of A3

Full solution
Q19Stage 3

Ayan and Pipe each have a lemonade boutique. Making each pitcher of lemonade costs $1\char36 1. If Ayan wants to sell qAq_A lemonades, and Pipe want to sell qPq_P lemonades, then each pitcher of lemonade will be sold for this price:

p(qA,qP)=121−2(qA+qP)\begin{equation*} p(q_A,q_P)=121-2(q_A +q_P) \end{equation*}
  1. Build the profit equation in terms of qAq_A and qPq_P for Ayan. Treating qPq_P as a constant, find the value of qAq_A that maximizes Ayan's profit. (Your answer will depend on qPq_P.)

  2. Build the profit equation in terms of qAq_A and qPq_P for Pipe. Treating qAq_A as a constant, find the value of qPq_P that maximizes Pipe's profit. (Your answer will depend on qAq_A.)

  3. Guess, using your intuition, how many pitchers are Ayan and Pipe are going to produce proportional to one another so that both of them maximize their respective profit functions.

  4. Verify your answer for (c) mathematically.

  5. Calculate the profit that each seller generates under these assumptions.

  6. What would be their joint profit if they collaborate? Build a new profit equation where Ayan and Pipe are collaborating and find the optimal joint profit. Compare this to their individual profit when they are competing and decide whether it would be better for them to collaborate or compete.

  7. Is it better for thirsty consumers when the two sellers collaborate, or when they compete?

Hint

Profit is (revenue) minus (costs). If Ayan and Pipe work separately, then each seller only sees the cost and revenue from the lemonade that they themselves sold.

To find how much each seller will sell when they are working separately, find out which values of qAq_A and qPq_P end up with both individual profit functions being maximized.

To find out how much they'll sell when they're working together, use your assumption from part (c) to make the solving smoother.

Answer
  1. ΠA(qA)=−2qA2+120qA−2qAqP\Pi_A(q_A) = -2q_A^{2} + 120q_A - 2q_Aq_P; maximum profit when qA=30−12qPq_A=30-\frac12q_P

  2. ΠP(qP)=−2qP2+120qP−2qPqA\Pi_P(q_P)= -2q_P^{2} + 120q_P - 2q_Pq_A; maximum profit when qP=30−12qAq_P=30-\frac12q_A

  3. Their businesses are identical, so we predict they will sell the same amounts of lemonade.

  4. If Ayan and Pipe sell 2020 pitchers they will maximize their respective profit functions.

  5. They would each make 800800 dollars in profit.

  6. Their optimal joint profit will be 1,8001,800 dollars. But, they need to share this profit among the two of them. So if they collaborate, they will each earn 900900 dollars. This is more than their individual optimal profit in the scenario where they are competing found in part (e) (we found this to be $800\char36 800). So it is better for them to collaborate!

  7. Collaborating sellers lead to higher prices and fewer goods, so it's better for consumers with the sellers compete

Full solution

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From the UBC Math 100 open textbook project, © Joel Feldman, Andrew Rechnitzer, Elyse Yeager and others. Licensed CC BY-NC-SA 4.0; this HTML adaptation is released under the same licence. Full attribution.