In: Statistics and Probability
A clothing company has 100 yards of cloth and produces shirts (x
units) and vests (y units). Shirts require 10 units and have profit
value of $5, while vests require 4 units and have profit value of
$4. What is the optimal production solution? What if the company
decides to also put a “non-zero constraint” on all production? Must
produce at least 3 shirts and 10 vests.
Answer:
Decision Variables:
Let, x = units of shirt
y = units of vest
Objective Function: Objective is to maximize the total profit gained by producing shirts and vests
The profit values of shirt and vest are $5 and $4 per unit respectively
Thus, the profit function is given as follows:
Total Profit = profit per shirt x no. of shirts + (profit per vest x no. of vest)
Max Z = $5x + $4y
Subject To:
Company has 100 yards of cloth and each shirt and vest requires 10 units and 4 units of cloth respectively
Total cloth required by x shirts and y vest is given as 10x + 4y
Since company cannot use more than 100 yards of available cloth, the constraint is written as follows:
10x + 4y <= 100
Consider production units cannot be in negative quantities, x , y >= 0
Plotting of constraints on graph:
Convert the inequalities in the equality equation and find the X-axis and Y-axis intercepts to plot the equation lines.
The feasible area is OAB, by extreme point method determine the profit at points O, A, and B
The profit is highest at point B (0, 25), where x = 0 and y = 25
Optimal solution is: No. of shirts = 0, Number of vest = 25 and Profit = $100
Part 2: Must produce at least 3 shirts and 10 vests
Two more equation will be added in the formulation,
x >= 3 and y >= 10
Plot line x = 3 and Y = 10 on the graph, and the feasible region for both the equations will be away from the origin.
The polygon EFG is the feasible area where all the constraints are satisfied.
Point E is intersection of 10x + 4y = 100 and x = 3 lines,
Substitute x = 3 in equation 10x + 4y = 100, we get, y = (100 – 30)/4 = 17.5
Coordinates of E are (3, 17.5)
Point G is intersection of 10x + 4y = 100 and y = 10 equation lines,
Substitute y = 10 in equation 10x + 4y = 100, we get, x = (100 – 40)/10 = 6
Coordinates of G are (6, 10)
Point F is intersection of x = 3 and y = 10,
Coordinates of F are (3, 10)
The feasible area is EFG, by extreme point method determine the profit at points E, F, and G
The profit is highest at point e (3, 17.5), where x = 3 and y = 17.5
Optimal solution is: No. of shirts = 3, Number of vest = 17.5 and Profit = $85