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UPSC 2021 Maths Optional Paper 1 Q1b — Step-by-Step Solution

10 marks · Section A

Matrix of a linear transformation · Linear Algebra · asked 10× in 13 yrs · Read the full method →

Question

Find the matrix associated with the linear operator T(a,b,c)=(a+b,ab,2c)T(a,b,c)=(a+b,a-b,2c) on V3(R)V_3(\mathbb R) with respect to ordered basis B={(0,1,1),(1,0,1),(1,1,0)}B=\{(0,1,1),(1,0,1),(1,1,0)\}.

Technique

Apply TT to each basis vector; solve linear system to express in basis BB; columns of [T]B[T]_B are coordinate vectors.

Solution

Strategy. Compute T(Vi)T(V_i) for each basis vector; express each in basis BB; columns of [T]B[T]_B are the coordinate vectors.

Step 1 — Compute T(Vi)T(V_i) in standard coordinates

T(V1)=T(0,1,1)=(0+1,  01,  2)=(1,1,2)T(V_1)=T(0,1,1)=(0+1,\;0-1,\;2)=(1,-1,2).

T(V2)=T(1,0,1)=(1+0,  10,  2)=(1,1,2)T(V_2)=T(1,0,1)=(1+0,\;1-0,\;2)=(1,1,2).

T(V3)=T(1,1,0)=(1+1,  11,  0)=(2,0,0)T(V_3)=T(1,1,0)=(1+1,\;1-1,\;0)=(2,0,0).

Step 2 — Express each T(Vi)T(V_i) as cjVj\sum c_j V_j

Solve T(V1)=c1V1+c2V2+c3V3=(c2+c3,  c1+c3,  c1+c2)T(V_1)=c_1 V_1+c_2 V_2+c_3 V_3=(c_2+c_3,\;c_1+c_3,\;c_1+c_2).

System:

Add all: 2(c1+c2+c3)=2c1+c2+c3=12(c_1+c_2+c_3)=2\Rightarrow c_1+c_2+c_3=1.

Subtract first: c1=11=0c_1=1-1=0. Subtract second: c2=1(1)=2c_2=1-(-1)=2. Subtract third: c3=12=1c_3=1-2=-1.

Check: c2+c3=21=1c_2+c_3=2-1=1 ✓; c1+c3=01=1c_1+c_3=0-1=-1 ✓; c1+c2=0+2=2c_1+c_2=0+2=2 ✓.

Column 1 of [T]B[T]_B: (0,2,1)T(0, 2, -1)^T.

For T(V2)=(1,1,2)T(V_2)=(1,1,2):

Sum: 2(c1+c2+c3)=4c1+c2+c3=22(c_1+c_2+c_3)=4\Rightarrow c_1+c_2+c_3=2.

c1=21=1c_1=2-1=1, c2=21=1c_2=2-1=1, c3=22=0c_3=2-2=0.

Column 2: (1,1,0)T(1, 1, 0)^T.

For T(V3)=(2,0,0)T(V_3)=(2,0,0):

Sum: 2(c1+c2+c3)=2c1+c2+c3=12(c_1+c_2+c_3)=2\Rightarrow c_1+c_2+c_3=1.

c1=12=1c_1=1-2=-1, c2=10=1c_2=1-0=1, c3=10=1c_3=1-0=1.

Check: c2+c3=1+1=2c_2+c_3=1+1=2 ✓; c1+c3=1+1=0c_1+c_3=-1+1=0 ✓; c1+c2=1+1=0c_1+c_2=-1+1=0 ✓.

Column 3: (1,1,1)T(-1, 1, 1)^T.

Step 3 — Matrix

Answer

  [T]B=[011211101].  \boxed{\;[T]_B=\begin{bmatrix}0 & 1 & -1\\ 2 & 1 & 1\\ -1 & 0 & 1\end{bmatrix}.\;}
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