Math Problem Statement

Solve the following linear programming problem. ​Maximize: zequals21xplus11y subject​ to: 3xplus5yless than or equals15 7xplusyless than or equals15 xgreater than or equals​0, ygreater than or equals0 Question content area bottom left Part 1 The maximum value is

Part 2 The maximum occurs at the point

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Solution

The given linear programming problem is:

Maximize: z=21x+11yz = 21x + 11y

Subject to:

  1. 3x+5y153x + 5y \leq 15
  2. 7x+y157x + y \leq 15
  3. x0,y0x \geq 0, \, y \geq 0

Step 1: Graph the constraints

We will first convert the inequalities to equalities and find the boundary points.

  1. For 3x+5y=153x + 5y = 15:

    • When x=0x = 0, y=3y = 3.
    • When y=0y = 0, x=5x = 5. Thus, this line passes through (5,0)(5, 0) and (0,3)(0, 3).
  2. For 7x+y=157x + y = 15:

    • When x=0x = 0, y=15y = 15.
    • When y=0y = 0, x=1572.14x = \frac{15}{7} \approx 2.14. Thus, this line passes through (2.14,0)(2.14, 0) and (0,15)(0, 15).

Step 2: Find the feasible region

Plotting the two lines on a graph, along with the conditions x0x \geq 0 and y0y \geq 0, the feasible region is the area where all constraints are satisfied. The vertices of this region are the points where the boundary lines intersect or hit the axes.

Step 3: Identify the corner points

The corner points of the feasible region are:

  1. (0,0)(0, 0)
  2. (5,0)(5, 0)
  3. (0,3)(0, 3)
  4. The intersection of the lines 3x+5y=153x + 5y = 15 and 7x+y=157x + y = 15.

Finding the intersection of the lines:

Solve the system of equations:

  1. 3x+5y=153x + 5y = 15
  2. 7x+y=157x + y = 15

Multiply the second equation by 5 to eliminate yy:

7x+y=1535x+5y=757x + y = 15 \quad \Rightarrow \quad 35x + 5y = 75

Subtract the first equation from this:

(35x+5y)(3x+5y)=7515(35x + 5y) - (3x + 5y) = 75 - 15 32x=60x=6032=1.87532x = 60 \quad \Rightarrow \quad x = \frac{60}{32} = 1.875

Substitute x=1.875x = 1.875 into 7x+y=157x + y = 15:

7(1.875)+y=1513.125+y=15y=1.8757(1.875) + y = 15 \quad \Rightarrow \quad 13.125 + y = 15 \quad \Rightarrow \quad y = 1.875

Thus, the intersection point is (1.875,1.875)(1.875, 1.875).

Step 4: Evaluate the objective function

Evaluate z=21x+11yz = 21x + 11y at each corner point:

  1. At (0,0)(0, 0): z=21(0)+11(0)=0z = 21(0) + 11(0) = 0
  2. At (5,0)(5, 0): z=21(5)+11(0)=105z = 21(5) + 11(0) = 105
  3. At (0,3)(0, 3): z=21(0)+11(3)=33z = 21(0) + 11(3) = 33
  4. At (1.875,1.875)(1.875, 1.875): z=21(1.875)+11(1.875)=39.375+20.625=60z = 21(1.875) + 11(1.875) = 39.375 + 20.625 = 60

Step 5: Conclusion

The maximum value of z=105z = 105 occurs at the point (5,0)(5, 0).


Would you like more details on any of the steps?

Here are 5 follow-up questions that might be of interest:

  1. How do we interpret the feasible region in linear programming?
  2. Can you explain how the graphical method works for linear programming problems?
  3. What happens when the maximum point lies on the intersection of two boundary lines?
  4. How can we use the simplex method to solve this problem?
  5. What is the difference between linear and nonlinear programming?

Tip: In linear programming, the maximum or minimum value of the objective function always occurs at one of the vertices (corner points) of the feasible region.

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Math Problem Analysis

Mathematical Concepts

Linear Programming
Maximization Problem
Feasible Region
Objective Function

Formulas

Objective Function: z = 21x + 11y
Constraints: 3x + 5y ≤ 15, 7x + y ≤ 15
Non-negativity Constraints: x ≥ 0, y ≥ 0

Theorems

Corner Point Theorem
Graphical Method in Linear Programming

Suitable Grade Level

Grades 10-12