← 2018 Paper 2
UPSC 2018 Maths Optional Paper 2 Q3c — Step-by-Step Solution
15 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 in the following linearly independent set of equations? Find all of them.
2x1−x2+3x3+x44x1−2x2−x3+2x4=6=10.
Technique
Basic solutions = non-singular m×m column selections; (mn) candidates minus the singular ones; solve each 2×2 system.
Solution
We have m=2 equations in n=4 unknowns. A basic solution is obtained by choosing m=2 variables as basic (the rest set to 0) such that the 2×2 coefficient submatrix (the basis matrix B) is non-singular, then solving BxB=b.
Step 1 — Count the candidate selections
The number of ways to choose 2 basic variables out of 4 is
(24)=6.
But a selection yields a (unique) basic solution only if the corresponding 2×2 submatrix is invertible. The coefficient matrix and RHS are
A=(24−1−23−112),b=(610).
rank(A)=2 (rows are independent), confirming the system is “linearly independent” as stated.
Step 2 — Identify which 2×2 submatrices are singular
Note the columns: C1=(42), C2=(−2−1), C3=(−13), C4=(21). The columns C1,C2,C4 are all proportional to (21):
C1=2(21),C2=−(21),C4=(21).
Any pair chosen entirely from {C1,C2,C4} has determinant 0 (parallel columns). Those pairs are
{C1,C2}, {C1,C4}, {C2,C4} ⇒ 3 singular⇒no basic solution.
The remaining 3 pairs each contain C3 (which is not parallel to (21)), so each is non-singular and gives exactly one basic solution:
{C1,C3}={x1,x3},{C2,C3}={x2,x3},{C3,C4}={x3,x4}.
Number of basic solutions=3.
Step 3 — Compute the three basic solutions
(a) Basic {x1,x3}, set x2=x4=0:
2x1+3x34x1−x3=6=10.
From the pair: multiply the second by 3: 12x1−3x3=30; add to the first: 14x1=36⇒x1=718. Then x3=4x1−10=772−10=72.
(x1,x2,x3,x4)=(718,0,72,0)≈(2.571,0,0.286,0).Feasible (≥0).
(b) Basic {x2,x3}, set x1=x4=0:
−x2+3x3−2x2−x3=6=10.
From the first x2=3x3−6; substitute: −2(3x3−6)−x3=10⇒−7x3+12=10⇒x3=72, then x2=3⋅72−6=−736.
(0,−736,72,0)≈(0,−5.143,0.286,0).Infeasible (x2<0).
(c) Basic {x3,x4}, set x1=x2=0:
3x3+x4−x3+2x4=6=10.
From the first x4=6−3x3; substitute: −x3+2(6−3x3)=10⇒−7x3+12=10⇒x3=72, then x4=6−76=736.
(0,0,72,736)≈(0,0,0.286,5.143).Feasible (≥0).
Summary
Answer
Basis {x1,x3}:Basis {x2,x3}:Basis {x3,x4}:(718,0,72,0)(0,−736,72,0)(0,0,72,736)(basic feasible)(basic, infeasible)(basic feasible)