Math Problem Statement
Solution
The given problem is to find the maximum and minimum values of the function subject to the constraint , using Lagrange multipliers.
Step-by-step solution:
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Objective function:
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Constraint:
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Lagrange multiplier method: Introduce a Lagrange multiplier and set up the system:
The gradients are:
This gives the system:
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Substitute into the constraint: Substitute equations (1) and (2) into the constraint : Simplifying:
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Find and : Using , we substitute back into equations (1) and (2):
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Calculate the optimal value: The optimal value of is:
Thus, the optimal value of is 90.
Would you like further details on any step?
Related Questions:
- How do you interpret the Lagrange multiplier in this context?
- What happens if the constraint changes, e.g., ?
- Could there be local maxima or minima different from global ones in this problem?
- How do we handle Lagrange multipliers if there are multiple constraints?
- 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
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