Math Problem Statement

find the minimum and maximum value of the quadratic from subject to the constraint x2+y2=1 and determine the value of x and y at which minimum value occurs, where Q=5x2+2y+xy

Solution

We are tasked with finding the minimum and maximum values of the quadratic function:

Q(x,y)=5x2+2y+xyQ(x, y) = 5x^2 + 2y + xy

subject to the constraint:

x2+y2=1x^2 + y^2 = 1

This is a problem of constrained optimization, and the method of Lagrange multipliers is well-suited for this. We'll solve the problem step-by-step.

Step 1: Define the Lagrange function

The Lagrange function L(x,y,λ)\mathcal{L}(x, y, \lambda) combines the objective function Q(x,y)Q(x, y) and the constraint g(x,y)=x2+y21=0g(x, y) = x^2 + y^2 - 1 = 0:

L(x,y,λ)=5x2+2y+xy+λ(x2+y21)\mathcal{L}(x, y, \lambda) = 5x^2 + 2y + xy + \lambda (x^2 + y^2 - 1)

Here, λ\lambda is the Lagrange multiplier.

Step 2: Find partial derivatives

Now, we compute the partial derivatives of L(x,y,λ)\mathcal{L}(x, y, \lambda) with respect to xx, yy, and λ\lambda, and set them equal to zero to find the critical points.

  1. Partial derivative with respect to xx:

Lx=10x+y+2λx=0(Eq. 1)\frac{\partial \mathcal{L}}{\partial x} = 10x + y + 2\lambda x = 0 \quad \text{(Eq. 1)}

  1. Partial derivative with respect to yy:

Ly=x+2+2λy=0(Eq. 2)\frac{\partial \mathcal{L}}{\partial y} = x + 2 + 2\lambda y = 0 \quad \text{(Eq. 2)}

  1. Partial derivative with respect to λ\lambda (the constraint equation):

Lλ=x2+y21=0(Eq. 3)\frac{\partial \mathcal{L}}{\partial \lambda} = x^2 + y^2 - 1 = 0 \quad \text{(Eq. 3)}

Step 3: Solve the system of equations

We now solve the system formed by the three equations (Eq. 1, Eq. 2, and Eq. 3).

From Eq. 1:

y=10x2λxy = -10x - 2\lambda x Substitute this into Eq. 2:

x+2+2λ(10x2λx)=0x + 2 + 2\lambda(-10x - 2\lambda x) = 0 This gives us a relation between (x, y, \ .

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Math Problem Analysis

Mathematical Concepts

Quadratic Function
Constrained Optimization
Lagrange Multipliers

Formulas

Q(x, y) = 5x^2 + 2y + xy
Lagrange Function: \mathcal{L}(x, y, \lambda) = 5x^2 + 2y + xy + \lambda (x^2 + y^2 - 1)

Theorems

Lagrange Multipliers Method

Suitable Grade Level

Grades 11-12 or Undergraduate