Optimization is a process of finding an extreme value (either maximum or minimum) under certain conditions.
A procedure for solving for an extremum or optimization problems.
Step 1 :
Draw an appropriate figure and label the quantities relevant to the problem.
Step 2 :
Find a expression for the quantity to be maximized or minimized.
Step 3 :
Using the given conditions of the problem, the quantity to be extremized .
Step 4 :
Determine the interval of possible values for this variable from the conditions given in the problem.
Step 5 :
Using the techniques of extremum (absolute extremum, first derivative test or second derivative test) obtain the maximum or minimum.
Problem 1 :
Find two positive numbers whose sum is 12 and their product is maximum.
Solution :
Let one number be x. The other number is 12-x.
Let f(x) be the function
f(x) = Product of two numbers
f(x) = x(12-x)
f(x) = 12x-x2
f'(x) = 12-2x
f'(x) = 0
12-2x = 0
x = 6
f''(x) = -2 < 0 Maximum
The first number is 6 and the another number is 6.
Product of two numbers = 36.
Problem 2 :
Find two positive numbers whose product is 20 and their sum is minimum.
Solution :
Let x be the one number, then the another number = 20/x
Let f(x) be the function.
f(x) = x + (20/x)
f'(x) = 1 - 20/x2
f'(x) = 0
1 - 20/x2 = 0
20/x2 = 1
x2 = 20
x = 2√5
f''(x) = -40/x3 < 0
f''(2√5) = -1/√5 < 0 (maximum)
Another number = 20/2√5 = 2√5
So, the sum of numbers = 2√5 + 2√5 ==> 4√5.
Problem 3 :
Find the smallest possible value of
x2 + y2
given that x + y =10.
Solution :
Let f(x) be the function.
Given :
x+y = 10
y = 10-x
f(x) = x2 + y2
f(x) = x2 + (10-x)2
f(x) = x2 + 100+x2-20x
f(x) = 2x2-20x+100
f'(x) = 4x-20
f'(x) = 0
4x-20 = 0
x = 5
f''(x) = 4(1) ==> 4 > 0 (Minimum)
y = 10-x
y = 10-5
y = 5
x2+y2 = 52 + 52
x2+y2 = 50
So, the value of x2+y2 is 50.
Problem 4 :
A garden is to be laid out in a rectangular area and protected by wire fence. What is the largest possible area of the fenced garden with 40 meters of wire.
Solution :
Let x and y be the length and width of the rectangle.
2(x+y) = 40
2x+2y = 40
2y = 40-2x
y = 20 - x
Area of rectangle = x(20-x)
A(x) = 20x-x2
A'(x) = 20-2x
A'(x) = 20-2x = 0
x = 10
A''(x) = -2 < 0 (Maximum)
y = 20-10
y = 10
Area = 10(10)
= 100 m2
So, area of the rectangle is 100 m2.
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