A trust officer at the Blackburg National Bank needs to determine how to invest $100,000 in the following collection of bonds to maximize the annual return. The information is given in the following table:
Bond Annual Return(%) Maturity Risk Tax Free
A 9.5 Long High Yes
B 8.0 Short Low Yes
C 9.0 Long Low No
D 9.0 Long High Yes
E 9.0 Short High No
The officer wants to invest at least 50% of the money in short-term issues and no more than 50% in high risk issues. At least 30% of the funds should go in tax-free investments and at least 40% of the total return should be tax free.
i) Formulate as an LP.
ii) Solve this using Excel’s Solver.
We tabulate the data as shown below:

Let the amount invested in Bond A be Xa, Bond B be Xb, Bond C be Xc, Bond D be Xd, Bond E be Xe
Total Annual return = 9.5% * Xa + 8.0% * Xb + 9.0% * Xc + 9.0% * Xd + 9.0% * Xe = 0.095Xa + 0.08Xb + 0.09Xc + 0.09Xd + 0.09Xe
We have to maximize this return. Hence, we get objective function as:
Maximize Return R = 0.095Xa + 0.08Xb + 0.09Xc + 0.09Xd + 0.09Xe
Total amount invested = $100,000
Hence,
Xa + Xb + Xc + Xd + Xe = 100,000
As given, at least 50% is invested in short term issues. Hence,
Xb + Xe >= 50%*100,000 = 50,000
No more than 50% in high risk issues. Hence,
Xa + Xd + Xe <= 50%*100,000 = 50,000
At least 30% should go in tax-free. Hence,
Xa + Xb + Xd >= 30%*100,000 = 30,000
At least 40% of the total return should be tax free. Hence,
0.095Xa + 0.08Xb + 0.09Xe >= 40% * (0.095Xa + 0.08Xb + 0.09Xc + 0.09Xd + 0.09Xe)
Hence, 0.095Xa + 0.08Xb + 0.09Xe >= 40% of Objective function
Hence, we get LPP formilation as:
Maximize Total Return R = 0.095Xa + 0.08Xb + 0.09Xc + 0.09Xd + 0.09Xe
Subject to constraints
Xa + Xb + Xc + Xd + Xe = 100,000
Xb + Xe >= 50,000
Xa + Xd + Xe <= 50,000
Xa + Xb + Xd >= 30,000
0.095Xa + 0.08Xb + 0.09Xe >= 40% of Objective function
Xa, Xb, Xc, Xd, Xe >=0.....non-negative constraint
Solving the above LPP, we get

The above table in form of formulas along with excel solver extract is shown below for better understanding and reference:
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