← 2019 Paper 1

UPSC 2019 Maths Optional Paper 1 Q4a — Step-by-Step Solution

15 marks · Section A

Cayley-Hamilton theorem · Linear Algebra · asked 3× in 13 yrs · Read the full method →

Question

State the Cayley-Hamilton theorem. Use this theorem to find A100A^{100}, where A=[100101010]A=\begin{bmatrix}1&0&0\\1&0&1\\0&1&0\end{bmatrix}.

Technique

State CH; get p(λ)=(λ1)2(λ+1)p(\lambda)=(\lambda-1)^2(\lambda+1); write λ100aλ2+bλ+c(modp)\lambda^{100}\equiv a\lambda^2+b\lambda+c\pmod{p} and pin a,b,ca,b,c using the (repeated) eigenvalues, including the derivative condition at the double root.

Solution

Step 1 — Statement of the Cayley–Hamilton theorem

Cayley–Hamilton theorem. Every square matrix satisfies its own characteristic equation. If AA is n×nn\times n and p(λ)=det(λIA)p(\lambda)=\det(\lambda I-A) is its characteristic polynomial, then p(A)=Op(A)=O (the zero matrix).

Step 2 — Characteristic polynomial of AA

p(λ)=det(λIA)=det[λ1001λ101λ]=(λ1)(λ21)=(λ1)2(λ+1).p(\lambda)=\det(\lambda I-A)=\det\begin{bmatrix}\lambda-1&0&0\\-1&\lambda&-1\\0&-1&\lambda\end{bmatrix}=(\lambda-1)\big(\lambda^2-1\big)=(\lambda-1)^2(\lambda+1).

Expanded: p(λ)=λ3λ2λ+1p(\lambda)=\lambda^3-\lambda^2-\lambda+1. By Cayley–Hamilton,

A3A2A+I=OA3=A2+AI.A^3-A^2-A+I=O\quad\Longrightarrow\quad A^3=A^2+A-I.

Step 3 — Reduce A100A^{100} via the characteristic polynomial

Divide λ100\lambda^{100} by p(λ)=(λ1)2(λ+1)p(\lambda)=(\lambda-1)^2(\lambda+1):

λ100=q(λ)(λ1)2(λ+1)+(aλ2+bλ+c).\lambda^{100}=q(\lambda)\,(\lambda-1)^2(\lambda+1)+\big(a\lambda^2+b\lambda+c\big).

Since p(A)=Op(A)=O, we will get A100=aA2+bA+cIA^{100}=aA^2+bA+cI. Determine a,b,ca,b,c from the roots of pp:

1=a+b+c.(i)1=a+b+c. \tag{i} 100=2a+b.(ii)100=2a+b. \tag{ii} (1)100=1=ab+c.(iii)(-1)^{100}=1=a-b+c. \tag{iii}

From (i) and (iii): (a+b+c)(ab+c)=2b=0b=0(a+b+c)-(a-b+c)=2b=0\Rightarrow b=0. Then (ii) gives 2a=100a=502a=100\Rightarrow a=50, and (i) gives c=150=49c=1-50=-49.

A100=50A249I.A^{100}=50A^2-49I.

Step 4 — Compute A2A^2 and assemble

A2=[100101010]2=[100110101].A^2=\begin{bmatrix}1&0&0\\1&0&1\\0&1&0\end{bmatrix}^2=\begin{bmatrix}1&0&0\\1&1&0\\1&0&1\end{bmatrix}.

Then

A100=50[100110101]49[100010001]=[50490050504905005049].A^{100}=50\begin{bmatrix}1&0&0\\1&1&0\\1&0&1\end{bmatrix}-49\begin{bmatrix}1&0&0\\0&1&0\\0&0&1\end{bmatrix}=\begin{bmatrix}50-49&0&0\\50&50-49&0\\50&0&50-49\end{bmatrix}.

Answer

  A100=[10050105001].  \boxed{\;A^{100}=\begin{bmatrix}1&0&0\\50&1&0\\50&0&1\end{bmatrix}.\;}
We post more of this — worked solutions, CSAT trap breakdowns, guide chapters — a few times a week on Telegram. Free, no sign-in. Join

This solution is part of the Maths Coverage Map — 13 years, mapped. Get the take-away PDF free.