Math Problem Statement

Use Lagrange multipliers to find the maximum and minimum values of f(x, y) = xy subject to the constraint 5x + 2y = 60, if such values exist.

Solution

The given problem is to find the maximum and minimum values of the function f(x,y)=xyf(x, y) = xy subject to the constraint 5x+2y=605x + 2y = 60, using Lagrange multipliers.

Step-by-step solution:

  1. Objective function: f(x,y)=xyf(x, y) = xy

  2. Constraint: g(x,y)=5x+2y60=0g(x, y) = 5x + 2y - 60 = 0

  3. Lagrange multiplier method: Introduce a Lagrange multiplier λ\lambda and set up the system: f(x,y)=λg(x,y)\nabla f(x, y) = \lambda \nabla g(x, y)

    The gradients are: f(x,y)=(y,x)\nabla f(x, y) = (y, x) g(x,y)=(5,2)\nabla g(x, y) = (5, 2)

    This gives the system: y=5λ(1)y = 5\lambda \quad \text{(1)} x=2λ(2)x = 2\lambda \quad \text{(2)}

  4. Substitute into the constraint: Substitute equations (1) and (2) into the constraint 5x+2y=605x + 2y = 60: 5(2λ)+2(5λ)=605(2\lambda) + 2(5\lambda) = 60 Simplifying: 10λ+10λ=6010\lambda + 10\lambda = 60 20λ=6020\lambda = 60 λ=3\lambda = 3

  5. Find xx and yy: Using λ=3\lambda = 3, we substitute back into equations (1) and (2): y=5(3)=15y = 5(3) = 15 x=2(3)=6x = 2(3) = 6

  6. Calculate the optimal value: The optimal value of f(x,y)=xyf(x, y) = xy is: f(6,15)=6×15=90f(6, 15) = 6 \times 15 = 90

Thus, the optimal value of f(x,y)f(x, y) is 90.

Would you like further details on any step?

Related Questions:

  1. How do you interpret the Lagrange multiplier in this context?
  2. What happens if the constraint changes, e.g., 5x+2y=805x + 2y = 80?
  3. Could there be local maxima or minima different from global ones in this problem?
  4. How do we handle Lagrange multipliers if there are multiple constraints?
  5. Why is it important to check both maximum and minimum values in optimization problems?

Tip:

Always verify that the points obtained satisfy both the original function and the constraint equation to avoid errors in optimization problems.

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Math Problem Analysis

Mathematical Concepts

Optimization
Multivariable Calculus
Lagrange Multipliers

Formulas

f(x, y) = xy
Constraint: 5x + 2y = 60
Lagrange Equation: ∇f = λ∇g

Theorems

Lagrange Multiplier Theorem

Suitable Grade Level

Grades 11-12 or introductory university calculus