Math Problem Statement

Find the global maximum and minimum of the function f(x, y) = x^2 + y^2 - 2x - 4y on the triangle D = {(x, y) | x >= 0, y >= 0, x + y <= 3}.

Solution

The problem asks to find the global maximum and minimum of the function f(x,y)=x2+y22x4yf(x, y) = x^2 + y^2 - 2x - 4y on the triangular region DD defined by D={(x,y)x0,y0,x+y3}D = \{ (x, y) \mid x \geq 0, y \geq 0, x + y \leq 3 \}.

Steps to solve the problem:

  1. Find the critical points within the region DD:

    The critical points are found by setting the gradient of ff equal to zero:

    f(x,y)=(2x2,2y4)\nabla f(x, y) = (2x - 2, 2y - 4)

    Setting the gradient equal to zero:

    2x2=0    x=1,2y4=0    y=22x - 2 = 0 \implies x = 1, \quad 2y - 4 = 0 \implies y = 2

    So, the critical point is (1,2)(1, 2).

  2. Check if the critical point is inside the region DD:

    Since 101 \geq 0, 202 \geq 0, and 1+2=31 + 2 = 3, the critical point (1,2)(1, 2) lies inside the region DD.

  3. Evaluate the function at the critical point:

    f(1,2)=12+222142=1+428=5f(1, 2) = 1^2 + 2^2 - 2 \cdot 1 - 4 \cdot 2 = 1 + 4 - 2 - 8 = -5

  4. Evaluate the function on the boundary of the region DD:

    • Boundary 1: x=0x = 0 (from y=0y = 0 to y=3y = 3)

      f(0,y)=02+y2204y=y24yf(0, y) = 0^2 + y^2 - 2 \cdot 0 - 4y = y^2 - 4y

      To find the minimum and maximum, take the derivative and set to zero:

      ddy(y24y)=2y4=0    y=2\frac{d}{dy}(y^2 - 4y) = 2y - 4 = 0 \implies y = 2

      • f(0,0)=0f(0, 0) = 0
      • f(0,2)=4f(0, 2) = -4
      • f(0,3)=3f(0, 3) = -3
    • Boundary 2: y=0y = 0 (from x=0x = 0 to x=3x = 3)

      f(x,0)=x22xf(x, 0) = x^2 - 2x

      To find the minimum and maximum, take the derivative and set to zero:

      ddx(x22x)=2x2=0    x=1\frac{d}{dx}(x^2 - 2x) = 2x - 2 = 0 \implies x = 1

      • f(0,0)=0f(0, 0) = 0
      • f(1,0)=1f(1, 0) = -1
      • f(3,0)=3f(3, 0) = 3
    • Boundary 3: x+y=3x + y = 3 (with x0,y0x \geq 0, y \geq 0)

      Let y=3xy = 3 - x:

      f(x,3x)=x2+(3x)22x4(3x)f(x, 3 - x) = x^2 + (3 - x)^2 - 2x - 4(3 - x)

      Simplify:

      f(x,3x)=x2+96x+x22x12+4x=2x24x3f(x, 3 - x) = x^2 + 9 - 6x + x^2 - 2x - 12 + 4x = 2x^2 - 4x - 3

      To find the minimum and maximum, take the derivative and set to zero:

      ddx(2x24x3)=4x4=0    x=1\frac{d}{dx}(2x^2 - 4x - 3) = 4x - 4 = 0 \implies x = 1

      • f(0,3)=3f(0, 3) = -3
      • f(1,2)=5f(1, 2) = -5
      • f(3,0)=3f(3, 0) = 3

Conclusion:

  • The global minimum value is 5-5 at the point (1,2)(1, 2).
  • The global maximum value is 33 at the point (3,0)(3, 0).

Would you like more details or have any questions about this solution?

Related Questions:

  1. How do you find critical points of a function within a region?
  2. What is the significance of evaluating functions on boundaries of a region?
  3. How does one apply the method of Lagrange multipliers in optimization problems?
  4. What is the difference between local and global extrema?
  5. How can optimization be extended to higher dimensions?

Tip: Always check the boundaries of the region when finding extrema in a constrained problem, as maximum or minimum values often occur there.

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Math Problem Analysis

Mathematical Concepts

Multivariable Calculus
Optimization
Partial Derivatives
Critical Points
Boundary Evaluation

Formulas

Gradient of f: ∇f(x, y) = (2x - 2, 2y - 4)
Critical point condition: ∇f = 0
Boundary evaluations for f(0, y), f(x, 0), f(x + y = 3)

Theorems

First Derivative Test for Critical Points
Boundary Evaluation for Constrained Optimization

Suitable Grade Level

College Level (Calculus I & II)