Math Problem Statement

Use the method of substitution to maximize 𝑧 = 6𝑥 − 3𝑥 2 + 2𝑦 subject to the constraint 𝑦 − 𝑥 2 = 2.

Solution

To solve the problem using the method of substitution, we'll follow these steps:

We are given the objective function and the constraint:

Objective function:
z=6x3x2+2yz = 6x - 3x^2 + 2y

Constraint:
yx2=2y - x^2 = 2

Step 1: Solve the constraint for yy

We start by solving the constraint equation for yy:

y=x2+2y = x^2 + 2

Step 2: Substitute yy into the objective function

Now, substitute y=x2+2y = x^2 + 2 into the objective function zz:

z=6x3x2+2(x2+2)z = 6x - 3x^2 + 2(x^2 + 2)

Simplify this expression:

z=6x3x2+2x2+4z = 6x - 3x^2 + 2x^2 + 4

z=6xx2+4z = 6x - x^2 + 4

Step 3: Take the derivative of zz with respect to xx

To maximize zz, we need to find its critical points. To do this, we first take the derivative of zz with respect to xx:

dzdx=62x\frac{dz}{dx} = 6 - 2x

Step 4: Set the derivative equal to zero to find critical points

Set the derivative equal to zero to find the values of xx that maximize zz:

62x=06 - 2x = 0

Solving for xx:

2x=62x = 6

x=3x = 3

Step 5: Find the corresponding value of yy

Substitute x=3x = 3 into the constraint y=x2+2y = x^2 + 2 to find the corresponding value of yy:

y=32+2=9+2=11y = 3^2 + 2 = 9 + 2 = 11

Step 6: Calculate the maximum value of zz

Now substitute x=3x = 3 and y=11y = 11 into the objective function z=6x3x2+2yz = 6x - 3x^2 + 2y to calculate the maximum value of zz:

z=6(3)3(32)+2(11)z = 6(3) - 3(3^2) + 2(11)

z=183(9)+22z = 18 - 3(9) + 22

z=1827+22=13z = 18 - 27 + 22 = 13

Conclusion

The maximum value of zz is 13\boxed{13}, and it occurs when x=3x = 3 and y=11y = 11.

Would you like further details or have any questions about this solution?

Here are some related questions you might find useful:

  1. How do you determine whether a critical point corresponds to a maximum or minimum?
  2. What is the second derivative test, and how can it be used to verify the nature of the critical point?
  3. How does the method of Lagrange multipliers differ from the method of substitution in constrained optimization problems?
  4. How would you solve a similar problem if the constraint was linear, like y=2x+1y = 2x + 1?
  5. What would happen to the solution if the objective function included a cubic term, such as z=6x3x2+2x3+2yz = 6x - 3x^2 + 2x^3 + 2y?

Tip: Always check the second derivative (or test values around critical points) to confirm whether a solution is a maximum or a minimum when performing optimization.

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Math Problem Analysis

Mathematical Concepts

Optimization
Method of Substitution
Derivatives
Critical Points

Formulas

z = 6x - 3x² + 2y (Objective Function)
y = x² + 2 (Constraint)
dz/dx = 6 - 2x (Derivative of z with respect to x)

Theorems

First Derivative Test

Suitable Grade Level

Grades 10-12