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UPSC 2025 Maths Optional Paper 2 Q1e — Step-by-Step Solution

10 marks · Section A

LPP: standard form; basic, basic feasible, optimal solutions · Linear Programming · asked 6× in 13 yrs · Read the full method →

Question

How many basic solutions are there for the following system of equations?

2x1x2+3x3+x4=62x_1 - x_2 + 3x_3 + x_4 = 6 4x12x2x3+2x4=104x_1 - 2x_2 - x_3 + 2x_4 = 10

Find all of them. Furthermore, find the number of basic solutions, which are feasible/non-feasible/non-degenerate.

Technique

A basic solution chooses m=2m=2 basic variables (an invertible m×mm\times m submatrix of columns), sets the other variables to zero, and solves. Count the nonsingular column-pairs out of (42)=6\binom{4}{2}=6, solve each, then classify.

Solution

The system has m=2m=2 equations and n=4n=4 unknowns. The coefficient matrix is

A=(21314212),b=(610).A = \begin{pmatrix} 2 & -1 & 3 & 1 \\ 4 & -2 & -1 & 2 \end{pmatrix},\qquad b = \begin{pmatrix}6\\10\end{pmatrix}.

A basic solution is obtained by selecting m=2m=2 columns forming a nonsingular 2×22\times2 matrix BB (the basis), setting the other two variables to 00, and solving BxB=bB x_B = b. The maximum possible number is (42)=6\binom{4}{2}=6.

Step 1 — Identify which column pairs are nonsingular.

The four columns are

c1=(24),c2=(12),c3=(31),c4=(12).c_1=\begin{pmatrix}2\\4\end{pmatrix},\quad c_2=\begin{pmatrix}-1\\-2\end{pmatrix},\quad c_3=\begin{pmatrix}3\\-1\end{pmatrix},\quad c_4=\begin{pmatrix}1\\2\end{pmatrix}.

The columns c1,c2,c4c_1,c_2,c_4 are all scalar multiples of (1,2)T(1,2)^T: c1=2(1,2)Tc_1=2(1,2)^T, c2=(1,2)Tc_2=-(1,2)^T, c4=(1,2)Tc_4=(1,2)^T. Hence any pair drawn entirely from {c1,c2,c4}\{c_1,c_2,c_4\} is linearly dependent (determinant 00):

The remaining three pairs all contain c3c_3, which is not parallel to (1,2)T(1,2)^T, so each is nonsingular:

So exactly 3 basic solutions exist.

Step 2 — Compute the 3 basic solutions.

Basis {x1,x3}\{x_1,x_3\} (x2=x4=0x_2=x_4=0):

2x1+3x3=6,4x1x3=10    x1=187, x3=27.2x_1+3x_3=6,\quad 4x_1-x_3=10 \;\Rightarrow\; x_1=\tfrac{18}{7},\ x_3=\tfrac{2}{7}. x(1)=(187,0,27,0).\mathbf{x}^{(1)}=\left(\tfrac{18}{7},\,0,\,\tfrac{2}{7},\,0\right).

Basis {x2,x3}\{x_2,x_3\} (x1=x4=0x_1=x_4=0):

x2+3x3=6,2x2x3=10    x2=367, x3=27.-x_2+3x_3=6,\quad -2x_2-x_3=10 \;\Rightarrow\; x_2=-\tfrac{36}{7},\ x_3=\tfrac{2}{7}. x(2)=(0,367,27,0).\mathbf{x}^{(2)}=\left(0,\,-\tfrac{36}{7},\,\tfrac{2}{7},\,0\right).

Basis {x3,x4}\{x_3,x_4\} (x1=x2=0x_1=x_2=0):

3x3+x4=6,x3+2x4=10    x3=27, x4=367.3x_3+x_4=6,\quad -x_3+2x_4=10 \;\Rightarrow\; x_3=\tfrac{2}{7},\ x_4=\tfrac{36}{7}. x(3)=(0,0,27,367).\mathbf{x}^{(3)}=\left(0,\,0,\,\tfrac{2}{7},\,\tfrac{36}{7}\right).

Step 3 — Classify.

Answer

(187,0,27,0),(0,367,27,0),(0,0,27,367).\left(\tfrac{18}{7},0,\tfrac{2}{7},0\right),\quad \left(0,-\tfrac{36}{7},\tfrac{2}{7},0\right),\quad \left(0,0,\tfrac{2}{7},\tfrac{36}{7}\right).
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