Math Problem Statement
If x, y are positive real numbers and 2x+3y=15, find the maximum value of x^{2}y^{3}.
Solution
We are tasked with finding the maximum value of the expression subject to the constraint , where and are positive real numbers.
Step 1: Define the Lagrange multiplier function
We can solve this problem using the method of Lagrange multipliers. Define the function we want to maximize as:
The constraint is . Define the constraint function as:
The Lagrange multiplier method tells us to solve the following system of equations:
Where and are the gradients of and , respectively.
Step 2: Compute the gradients
The gradient of is:
The gradient of is:
Step 3: Set up the system of equations
From the Lagrange multiplier method, we set:
This gives us the system:
- (Equation 1)
- (Equation 2)
- (Constraint)
Step 4: Solve the system of equations
From Equation 1: , we can solve for :
From Equation 2: , substitute into this:
Simplify:
Canceling one and one (since and ):
Step 5: Substitute into the constraint
Now substitute into the constraint :
Since , we also have .
Step 6: Find the maximum value of
Now that we have and , substitute these values into the original expression :
Conclusion:
The maximum value of is .
Would you like further details or have any questions?
Here are five related questions:
- What is the method of Lagrange multipliers and when is it used?
- How do gradients help in solving optimization problems with constraints?
- Can this problem be solved using other methods, such as substitution?
- What would happen if the constraint were nonlinear, for example, ?
- How do the conditions and influence the solution?
Tip: The method of Lagrange multipliers is particularly useful for optimizing functions subject to linear or nonlinear constraints, as it directly incorporates the constraint into the solution process.
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Math Problem Analysis
Mathematical Concepts
Optimization
Lagrange Multipliers
Calculus
Constraint Optimization
Formulas
f(x, y) = x^2 y^3
g(x, y) = 2x + 3y - 15
Lagrange system: ∇f = λ∇g
Theorems
Lagrange Multiplier Theorem
Suitable Grade Level
Undergraduate Level (Calculus I/II)
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