Math Problem Statement

Question 4Question 4

Optimize the function z=〖4x〗^2+3xy+〖6y〗^2 subject to the constraint x+y=56. Optimize the function z=〖4x〗^2+3xy+〖6y〗^2 subject to the constraint x+y=56.

Solution

To optimize the function z=4x2+3xy+6y2z = 4x^2 + 3xy + 6y^2 subject to the constraint x+y=56x + y = 56, we can use the method of Lagrange multipliers.

The method of Lagrange multipliers involves introducing an auxiliary function called the Lagrangian, defined as:

L(x,y,λ)=4x2+3xy+6y2+λ(56xy)\mathcal{L}(x, y, \lambda) = 4x^2 + 3xy + 6y^2 + \lambda (56 - x - y)

where λ\lambda is the Lagrange multiplier.

To find the optimal points, we need to find the partial derivatives of L\mathcal{L} with respect to xx, yy, and λ\lambda and set them to zero:

  1. Lx=8x+3yλ=0\frac{\partial \mathcal{L}}{\partial x} = 8x + 3y - \lambda = 0
  2. Ly=3x+12yλ=0\frac{\partial \mathcal{L}}{\partial y} = 3x + 12y - \lambda = 0
  3. Lλ=56xy=0\frac{\partial \mathcal{L}}{\partial \lambda} = 56 - x - y = 0

Now, let's solve this system of equations:

  1. 8x+3y=λ8x + 3y = \lambda
  2. 3x+12y=λ3x + 12y = \lambda
  3. x+y=56x + y = 56

First, we equate the two expressions for λ\lambda:

8x+3y=3x+12y8x + 3y = 3x + 12y

Solving for xx and yy:

5x=9y5x = 9y x=95yx = \frac{9}{5}y

Substitute x=95yx = \frac{9}{5}y into the constraint x+y=56x + y = 56:

95y+y=56\frac{9}{5}y + y = 56 145y=56\frac{14}{5}y = 56 y=56514=20y = 56 \cdot \frac{5}{14} = 20

Now substitute y=20y = 20 back into x=95yx = \frac{9}{5}y:

x=9520=36x = \frac{9}{5} \cdot 20 = 36

Thus, the optimal values of xx and yy are x=36x = 36 and y=20y = 20. To verify, substitute these values back into the constraint:

36+20=5636 + 20 = 56

Finally, we calculate the optimized value of zz:

z=4(36)2+3(36)(20)+6(20)2z = 4(36)^2 + 3(36)(20) + 6(20)^2 z=4(1296)+3(720)+6(400)z = 4(1296) + 3(720) + 6(400) z=5184+2160+2400z = 5184 + 2160 + 2400 z=9744z = 9744

So, the optimized value of the function zz is 9744.

Would you like any more details or have any questions?

Here are some questions you might want to ask:

  1. How does the method of Lagrange multipliers work?
  2. Can you explain the steps to derive the Lagrangian function?
  3. How do we solve systems of equations involving constraints?
  4. What are the applications of optimization in real-world scenarios?
  5. Can you solve another optimization problem with a different constraint?

Tip: When solving optimization problems, always double-check your constraint substitutions to ensure accuracy.

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Math Problem Analysis

Mathematical Concepts

Optimization
Lagrangian multipliers

Formulas

Lagrangian function

Theorems

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Suitable Grade Level

Advanced undergraduate level