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UPSC 2015 Maths Optional Paper 1 Q2a — Step-by-Step Solution 12 marks · Section A
Algebra of matrices · Linear Algebra · asked 5× in 13 yrs · Read the full method →
Question
If matrix A = [ 1 0 0 1 0 1 0 1 0 ] A=\begin{bmatrix}1 & 0 & 0\\ 1 & 0 & 1\\ 0 & 1 & 0\end{bmatrix} A = 1 1 0 0 0 1 0 1 0 , then find A 30 A^{30} A 30 .
Technique
Direct iteration to spot a parity pattern; induction to confirm; optional Jordan-form cross-check.
Solution
Strategy. The matrix has a block structure: row 1 is ( 1 , 0 , 0 ) (1,0,0) ( 1 , 0 , 0 ) , and the lower-right 2 × 2 2\times 2 2 × 2 block B = ( 0 1 1 0 ) B=\begin{pmatrix}0 & 1\\ 1 & 0\end{pmatrix} B = ( 0 1 1 0 ) is the swap permutation. Compute A 2 A^2 A 2 , observe a stable pattern, find a formula.
Step 1 — Compute A 2 A^2 A 2
A 2 = A ⋅ A A^2=A\cdot A A 2 = A ⋅ A . Row 1: ( 1 , 0 , 0 ) A = ( 1 , 0 , 0 ) (1,0,0)A=(1,0,0) ( 1 , 0 , 0 ) A = ( 1 , 0 , 0 ) . Row 2: ( 1 , 0 , 1 ) A = ( 1 , 0 , 0 ) + ( 0 , 1 , 0 ) = ( 1 , 1 , 0 ) (1,0,1)A=(1,0,0)+(0,1,0)=(1,1,0) ( 1 , 0 , 1 ) A = ( 1 , 0 , 0 ) + ( 0 , 1 , 0 ) = ( 1 , 1 , 0 ) . Row 3: ( 0 , 1 , 0 ) A = ( 1 , 0 , 1 ) (0,1,0)A=(1,0,1) ( 0 , 1 , 0 ) A = ( 1 , 0 , 1 ) .
A 2 = ( 1 0 0 1 1 0 1 0 1 ) . A^2=\begin{pmatrix}1 & 0 & 0\\ 1 & 1 & 0\\ 1 & 0 & 1\end{pmatrix}. A 2 = 1 1 1 0 1 0 0 0 1 .
Step 2 — Compute A 3 A^3 A 3
A 3 = A 2 ⋅ A A^3=A^2\cdot A A 3 = A 2 ⋅ A . Row 1: ( 1 , 0 , 0 ) (1,0,0) ( 1 , 0 , 0 ) . Row 2: ( 1 , 1 , 0 ) A = ( 1 , 0 , 0 ) + ( 1 , 0 , 1 ) = ( 2 , 0 , 1 ) (1,1,0)A=(1,0,0)+(1,0,1)=(2,0,1) ( 1 , 1 , 0 ) A = ( 1 , 0 , 0 ) + ( 1 , 0 , 1 ) = ( 2 , 0 , 1 ) . Row 3: ( 1 , 0 , 1 ) A = ( 1 , 0 , 0 ) + ( 0 , 1 , 0 ) = ( 1 , 1 , 0 ) (1,0,1)A=(1,0,0)+(0,1,0)=(1,1,0) ( 1 , 0 , 1 ) A = ( 1 , 0 , 0 ) + ( 0 , 1 , 0 ) = ( 1 , 1 , 0 ) .
A 3 = ( 1 0 0 2 0 1 1 1 0 ) . A^3=\begin{pmatrix}1 & 0 & 0\\ 2 & 0 & 1\\ 1 & 1 & 0\end{pmatrix}. A 3 = 1 2 1 0 0 1 0 1 0 .
Step 3 — Compute A 4 A^4 A 4
Row 1: ( 1 , 0 , 0 ) (1,0,0) ( 1 , 0 , 0 ) . Row 2: ( 2 , 0 , 1 ) A = 2 ( 1 , 0 , 0 ) + ( 0 , 1 , 0 ) = ( 2 , 1 , 0 ) (2,0,1)A=2(1,0,0)+(0,1,0)=(2,1,0) ( 2 , 0 , 1 ) A = 2 ( 1 , 0 , 0 ) + ( 0 , 1 , 0 ) = ( 2 , 1 , 0 ) . Row 3: ( 1 , 1 , 0 ) A = ( 1 , 0 , 0 ) + ( 0 , 0 , 1 ) + 0 = ( 1 , 0 , 1 ) (1,1,0)A=(1,0,0)+(0,0,1)+0=(1,0,1) ( 1 , 1 , 0 ) A = ( 1 , 0 , 0 ) + ( 0 , 0 , 1 ) + 0 = ( 1 , 0 , 1 ) .
Hmm let me recompute row 3 of A 4 A^4 A 4 : ( 1 , 1 , 0 ) A (1,1,0)A ( 1 , 1 , 0 ) A means 1 ⋅ R 1 ( A ) + 1 ⋅ R 2 ( A ) + 0 ⋅ R 3 ( A ) = ( 1 , 0 , 0 ) + ( 1 , 0 , 1 ) + ( 0 , 0 , 0 ) = ( 2 , 0 , 1 ) 1\cdot R_1(A)+1\cdot R_2(A)+0\cdot R_3(A)=(1,0,0)+(1,0,1)+(0,0,0)=(2,0,1) 1 ⋅ R 1 ( A ) + 1 ⋅ R 2 ( A ) + 0 ⋅ R 3 ( A ) = ( 1 , 0 , 0 ) + ( 1 , 0 , 1 ) + ( 0 , 0 , 0 ) = ( 2 , 0 , 1 ) .
And row 2 of A 4 A^4 A 4 : ( 2 , 0 , 1 ) A = 2 ( 1 , 0 , 0 ) + 0 + 1 ( 0 , 1 , 0 ) = ( 2 , 1 , 0 ) (2,0,1)A=2(1,0,0)+0+1(0,1,0)=(2,1,0) ( 2 , 0 , 1 ) A = 2 ( 1 , 0 , 0 ) + 0 + 1 ( 0 , 1 , 0 ) = ( 2 , 1 , 0 ) .
A 4 = ( 1 0 0 2 1 0 2 0 1 ) . A^4=\begin{pmatrix}1 & 0 & 0\\ 2 & 1 & 0\\ 2 & 0 & 1\end{pmatrix}. A 4 = 1 2 2 0 1 0 0 0 1 .
Step 4 — Spot the pattern
Compare:
A 1 A^1 A 1 : row 2 = ( 1 , 0 , 1 ) (1,0,1) ( 1 , 0 , 1 ) , row 3 = ( 0 , 1 , 0 ) (0,1,0) ( 0 , 1 , 0 ) .
A 2 A^2 A 2 : row 2 = ( 1 , 1 , 0 ) (1,1,0) ( 1 , 1 , 0 ) , row 3 = ( 1 , 0 , 1 ) (1,0,1) ( 1 , 0 , 1 ) .
A 3 A^3 A 3 : row 2 = ( 2 , 0 , 1 ) (2,0,1) ( 2 , 0 , 1 ) , row 3 = ( 1 , 1 , 0 ) (1,1,0) ( 1 , 1 , 0 ) .
A 4 A^4 A 4 : row 2 = ( 2 , 1 , 0 ) (2,1,0) ( 2 , 1 , 0 ) , row 3 = ( 2 , 0 , 1 ) (2,0,1) ( 2 , 0 , 1 ) .
A 5 A^5 A 5 : row 2 should be ( 3 , 0 , 1 ) (3,0,1) ( 3 , 0 , 1 ) , row 3 = ( 2 , 1 , 0 ) (2,1,0) ( 2 , 1 , 0 ) .
The pattern by parity:
For n n n even, A n = ( 1 0 0 n / 2 1 0 n / 2 0 1 ) A^n=\begin{pmatrix}1 & 0 & 0\\ n/2 & 1 & 0\\ n/2 & 0 & 1\end{pmatrix} A n = 1 n /2 n /2 0 1 0 0 0 1 .
For n n n odd, A n = ( 1 0 0 ( n + 1 ) / 2 0 1 ( n − 1 ) / 2 1 0 ) A^n=\begin{pmatrix}1 & 0 & 0\\ (n+1)/2 & 0 & 1\\ (n-1)/2 & 1 & 0\end{pmatrix} A n = 1 ( n + 1 ) /2 ( n − 1 ) /2 0 0 1 0 1 0 .
Check A 2 A^2 A 2 : n / 2 = 1 n/2=1 n /2 = 1 , matrix ( 1 0 0 1 1 0 1 0 1 ) \begin{pmatrix}1 & 0 & 0\\ 1 & 1 & 0\\ 1 & 0 & 1\end{pmatrix} 1 1 1 0 1 0 0 0 1 ✓.
Check A 4 A^4 A 4 : n / 2 = 2 n/2=2 n /2 = 2 , matrix ( 1 0 0 2 1 0 2 0 1 ) \begin{pmatrix}1 & 0 & 0\\ 2 & 1 & 0\\ 2 & 0 & 1\end{pmatrix} 1 2 2 0 1 0 0 0 1 ✓.
Check A 3 A^3 A 3 : ( n + 1 ) / 2 = 2 (n+1)/2=2 ( n + 1 ) /2 = 2 , ( n − 1 ) / 2 = 1 (n-1)/2=1 ( n − 1 ) /2 = 1 , matrix ( 1 0 0 2 0 1 1 1 0 ) \begin{pmatrix}1 & 0 & 0\\ 2 & 0 & 1\\ 1 & 1 & 0\end{pmatrix} 1 2 1 0 0 1 0 1 0 ✓.
For n = 2 k n=2k n = 2 k assume A 2 k = ( 1 0 0 k 1 0 k 0 1 ) A^{2k}=\begin{pmatrix}1 & 0 & 0\\ k & 1 & 0\\ k & 0 & 1\end{pmatrix} A 2 k = 1 k k 0 1 0 0 0 1 . Then A 2 k + 2 = A 2 k ⋅ A 2 A^{2k+2}=A^{2k}\cdot A^2 A 2 k + 2 = A 2 k ⋅ A 2 :
Row 2 of product: ( k , 1 , 0 ) ⋅ A 2 = k ( 1 , 0 , 0 ) + ( 1 , 1 , 0 ) + 0 = ( k + 1 , 1 , 0 ) (k,1,0)\cdot A^2=k(1,0,0)+(1,1,0)+0=(k+1,1,0) ( k , 1 , 0 ) ⋅ A 2 = k ( 1 , 0 , 0 ) + ( 1 , 1 , 0 ) + 0 = ( k + 1 , 1 , 0 ) . ✓
Row 3 of product: ( k , 0 , 1 ) ⋅ A 2 = k ( 1 , 0 , 0 ) + 0 + ( 1 , 0 , 1 ) = ( k + 1 , 0 , 1 ) (k,0,1)\cdot A^2=k(1,0,0)+0+(1,0,1)=(k+1,0,1) ( k , 0 , 1 ) ⋅ A 2 = k ( 1 , 0 , 0 ) + 0 + ( 1 , 0 , 1 ) = ( k + 1 , 0 , 1 ) . ✓
Hence by induction the even-case formula holds.
Step 6 — Apply n = 30 n=30 n = 30
n = 30 = 2 ⋅ 15 n=30=2\cdot 15 n = 30 = 2 ⋅ 15 , so n / 2 = 15 n/2=15 n /2 = 15 :
Answer
A 30 = ( 1 0 0 15 1 0 15 0 1 ) . \boxed{\;A^{30}=\begin{pmatrix}1 & 0 & 0\\ 15 & 1 & 0\\ 15 & 0 & 1\end{pmatrix}.\;} A 30 = 1 15 15 0 1 0 0 0 1 .