Suppose you want to find the maximum value of a surface on the boundary of the unit circle, .
True or false: you should always check the points and , since these are the endpoints of the circle.
Optimization of multivariable functions
19 problems · hints, answers and solutions shown beside each one
Do you understand the idea? Usually little or no calculation.
Suppose you want to find the maximum value of a surface on the boundary of the unit circle, .
True or false: you should always check the points and , since these are the endpoints of the circle.
What is an endpoint of a circle?
false
Find the high and low points of the surface with varying over the square , . Discuss the values of there. Do not evaluate any derivatives in answering this question.
Interpret the height geometrically.
The minimum height is zero at . The derivatives and do not exist there. The maximum height is at . There and exist but are not zero — those points would not be the highest points if it were not for the restriction .
Practising the skill itself, until applying it is automatic.
Check the boundary of the square as well as critical points inside the square.
Let .
Find and classify the critical points of as local maxima, local minima or saddle points.
Find the maximum and minimum values of on the disk .
(a)
| type | |
| local max | |
| local min | |
| saddle point | |
| saddle point |
(b) The maximum and minimum values of in are (at ) and (at ), respectively.
Find the absolute maximum and minimum values of the function on the rectangular region
There are five places to check: the interior and four boundaries.
The minimum is and the maximum is .
Find the minimum of the function on the closed bounded domain defined by .
Let .
Find all critical points of , and classify each one as a local maximum, a local minimum, or saddle point.
Find the location and value of the absolute maximum and minimum of on the triangular region , , .
Since the region is a triangle, your boundary will have three separate parts to check.
(a)
(0,0) and (3,0) and (0,3) are saddle points
(1,1) is a local min
(b) The minimum is at and the maximum is at .
Consider the function
Find and classify all of the critical points of .
Find the maximum and minimum values of in the triangle with vertices , and .
(a) is a saddle point and is a local min
(b) The min and max are and , respectively.
Let
Find every critical point of and classify each one.
Let be the region in the plane between the hyperbola and the line . Find the maximum and minimum values of on .
There are two boundary lines. You'll want to find their intersections.
(a) , , are saddle points and is a local min
(b) The maximum value is and the minimum value is .
A metal plate is in the form of a semi-circular disc bounded by the -axis and the upper half of . The temperature at the point is given by
Find the coldest point on the plate, explaining your steps carefully. (Note: , )
Plugging in the boundaries should be quite easy if you choose your variables wisely
The coldest temperture is and the coldest point is .
Consider the function
Find and classify all critical points of .
Find the absolute extrema of on the bounded region given by
When you see “classify critical points," think “second derivative test."
(a) is a saddle point
(b) The smallest value of is at and the largest value is at .
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?
Suppose that the bends are made a distance from the ends of the fence and that the bends are through an angle . Draw a sketch of the enclosure and figure out its area, as a function of and .
Find the most economical shape of a rectangular box that has a fixed volume and that has no top.
Suppose that the box has side lengths , and .
The box has dimensions .
The temperature at a point of the –plane is given by
Find the maximum and minimum values of on the disk defined by .
Suppose the ant is constrained to stay on the curve . Where should the ant go if it wants to be as warm as possible?
(a) The maximum and minimum values of in are (at ) and (at ), respectively.
(b)
Further than practice: several ideas at once, or an unfamiliar situation.
Find the largest and smallest values of in the part of the plane where , and . Also find all points where those extreme values occur.
If is on the plane, then you know . So, you can write as a function of only and by eliminating .
The minimum value is on
The maximum value is at .
Show that the function has exactly one critical point in the first quadrant , , and find its value at that point.
Use the second derivative test to classify the critical point in part (a).
Explain why the inequality is valid for all positive real numbers and .
(a) , , (b) local minimum
(c) As or tends to infinity (with the other at least zero),
tends to . As tends to any point on the first quadrant part of the - and –axes, tends to .
Hence as or tends to the boundary of the first quadrant
(counting infinity as part of the boundary), tends to .
As a result is a global (and not just local) minimum
for in the first quadrant. Hence
for all .
Let be a constant real number. Find all points on the surface
that have minimum distance from the point .
The answer will be piecewise, depending on what exactly is.
If , then the closest point is the origin. If , then the closest points are the level curve where .
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 ; each ream of A3 is sold at . Assume that every ream produced is sold.
Suppose is the quantity of materials that go into making A4 and is the quantity of materials that go into making A3. Then the costs involved in turning these materials into paper are $ for A4 and $ 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.
Build the (total) profit equation in terms of and . That is, find an equation that gives the total profit (revenue minus cost) over both paper types.
Find the production quantities of both sizes of paper that maximizes profit.
If the branch stops producing A4, what is the optimal production for A3 to maximize profit?
Instead of maximizing the total profit function, maximize the profit functions of each type of paper.
The total profit is given by
The optimal production: leading to 51840 reams of A4 and leading to 640 reams of A3
In this case, the optimal production is still reams of A3
Ayan and Pipe each have a lemonade boutique. Making each pitcher of lemonade costs . If Ayan wants to sell lemonades, and Pipe want to sell lemonades, then each pitcher of lemonade will be sold for this price:
Build the profit equation in terms of and for Ayan. Treating as a constant, find the value of that maximizes Ayan's profit. (Your answer will depend on .)
Build the profit equation in terms of and for Pipe. Treating as a constant, find the value of that maximizes Pipe's profit. (Your answer will depend on .)
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.
Verify your answer for (c) mathematically.
Calculate the profit that each seller generates under these assumptions.
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.
Is it better for thirsty consumers when the two sellers collaborate, or when they compete?
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 and 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.
; maximum profit when
; maximum profit when
Their businesses are identical, so we predict they will sell the same amounts of lemonade.
If Ayan and Pipe sell pitchers they will maximize their respective profit functions.
They would each make dollars in profit.
Their optimal joint profit will be dollars. But, they need to share this profit among the two of them. So if they collaborate, they will each earn 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 ). So it is better for them to collaborate!
Collaborating sellers lead to higher prices and fewer goods, so it's better for consumers with the sellers compete
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.