Math Problem Statement
Use Lagrange multipliers to find the maximum and minimum values of f(x,y)=2x−5y subject to the constraint x2+3y2=111, if such values exist.
Solution
We are tasked with finding the maximum and minimum values of the function subject to the constraint . To solve this problem, we will use the method of Lagrange multipliers.
Step 1: Set up the Lagrange multiplier equation
We introduce the Lagrange multiplier and define the Lagrangian function as follows:
where is the constraint.
Thus, the Lagrangian becomes:
Step 2: Find the partial derivatives
Now, we take the partial derivatives of with respect to , , and and set them equal to zero:
- (This is just the constraint equation.)
Step 3: Solve the system of equations
- From :
- From :
Now we equate the two expressions for :
Step 4: Substitute into the constraint equation
Substitute into the constraint :
Simplifying:
Multiply through by 12 to eliminate the denominator:
Thus, .
Step 5: Find
Using , we find:
- If , then .
- If , then .
Step 6: Compute the function values
Now, we evaluate for the two points:
- At :
- At :
Step 7: Conclusion
The maximum value of is 37, and the minimum value is -37.
Would you like more details or have any further questions?
Here are 5 related questions you might explore:
- How does the Lagrange multiplier method work in three dimensions?
- Can you solve optimization problems with inequality constraints using Lagrange multipliers?
- What happens when no maximum or minimum exists under certain constraints?
- How do Lagrange multipliers relate to the geometry of the constraint curve?
- How do we solve similar problems with multiple constraints?
Tip: Always check if the critical points satisfy the constraint equation before concluding your solution!
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Math Problem Analysis
Mathematical Concepts
Lagrange Multipliers
Multivariable Calculus
Optimization
Formulas
f(x, y) = 2x - 5y
Constraint: x^2 + 3y^2 = 111
Lagrangian: 𝓛(x, y, λ) = f(x, y) - λ(x^2 + 3y^2 - 111)
Theorems
Method of Lagrange Multipliers
Suitable Grade Level
Undergraduate Calculus
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