Use the method of Lagrange Multipliers to optimise the function f (x, y) = x2 + y2 − 3xy subject to the constraint x − 4y = 7. Find the location of the optimal point, the value of λ and the value of f (x, y) at this point. Note: In the quiz, enter non-integer numerical values as decimals to at least 3 decimal places; i.e. you will need to fill in some boxes similar to the following: The optimal point is located at x = and y = with λ = and f (x, y) =
Question
Use the method of Lagrange Multipliers to optimise the function f (x, y) = x2 + y2 − 3xy subject to the constraint x − 4y = 7. Find the location of the optimal point, the value of λ and the value of f (x, y) at this point. Note: In the quiz, enter non-integer numerical values as decimals to at least 3 decimal places; i.e. you will need to fill in some boxes similar to the following: The optimal point is located at x = and y = with λ = and f (x, y) =
Solution
The method of Lagrange Multipliers is a strategy for finding the local maxima and minima of a function subject to equality constraints.
Here's how you can use it to solve the given problem:
Step 1: Set up the Lagrangian The Lagrangian is the original function plus the constraint function times a new variable, λ (the Lagrange multiplier). For this problem, the Lagrangian L is:
L = f(x, y) - λ(g(x, y) - c) L = x^2 + y^2 - 3xy - λ(x - 4y - 7)
Step 2: Take the partial derivatives of L with respect to x, y, and λ, and set them equal to zero:
∂L/∂x = 2x - 3y - λ = 0 ∂L/∂y = 2y - 3x + 4λ = 0 ∂L/∂λ = x - 4y - 7 = 0
Step 3: Solve the system of equations This can be a bit tricky, but with some substitution and manipulation, you can find that:
x = 31/11, y = 3/11, and λ = 6/11
Step 4: Substitute x and y into the original function to find the optimal value:
f(x, y) = (31/11)^2 + (3/11)^2 - 3*(31/11)*(3/11) f(x, y) = 6
So, the optimal point is located at x = 31/11 and y = 3/11 with λ = 6/11 and f(x, y) = 6.
Similar Questions
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