Normal Nilpotent Matrix is Zero Matrix

Problems and Solutions of Eigenvalue, Eigenvector in Linear Algebra

Problem 336

A complex square ($n\times n$) matrix $A$ is called normal if
\[A^* A=A A^*,\] where $A^*$ denotes the conjugate transpose of $A$, that is $A^*=\bar{A}^{\trans}$.
A matrix $A$ is said to be nilpotent if there exists a positive integer $k$ such that $A^k$ is the zero matrix.

(a) Prove that if $A$ is both normal and nilpotent, then $A$ is the zero matrix.
You may use the fact that every normal matrix is diagonalizable.

(b) Give a proof of (a) without referring to eigenvalues and diagonalization.

(c) Let $A, B$ be $n\times n$ complex matrices. Prove that if $A$ is normal and $B$ is nilpotent such that $A+B=I$, then $A=I$, where $I$ is the $n\times n$ identity matrix.

 
LoadingAdd to solve later

Sponsored Links


Proof.

(a) If $A$ is normal and nilpotent, then $A=O$

Since $A$ is normal, it is diagonalizable. Thus there exists an invertible matrix $P$ such that $P^{-1}AP=D$, where $D$ is a diagonal matrix whose diagonal entries are eigenvalues of $A$.

Since $A$ is nilpotent, all the eigenvalues of $A$ are $0$. (See the post “Nilpotent matrix and eigenvalues of the matrix” for the proof.)
Hence the diagonal entries of $D$ are zero, and we have $D=O$, the zero matrix.

It follows that we have
\begin{align*}
A=PDP^{-1}=POP^{-1}=O.
\end{align*}
Therefore, every normal nilpotent matrix must be a zero matrix.

(b) Give a proof of (a) without referring to eigenvalues and diagonalization.

Since $A$ is nilpotent, there exists a positive integer $k$ such that $A^k=O$.
We prove by induction on $k$ that $A=O$.
The base case $k=1$ is trivial.


Suppose $k>1$ and the case $k-1$ holds. Let $B=A^{k-1}$. Note that since $A$ is normal, the matrix $B$ is also normal.
For any vector $x \in \C^n$, we compute the length of the vector $B^*Bx$ as follows.
\begin{align*}
&\|B^*Bx\|=(B^*Bx)^*(B^*Bx) && \text{by definition of the length}\\
&=x^*B^*(BB^*)Bx\\
&=x^*B^*(B^*B)Bx && \text{since $B$ is normal}\\
&=x^* (B^*)^2B^2x,
\end{align*}
and the last expression is $O$ since $B^2=A^{2k-2}=O$ as $k \geq 2$ implies $2k-2 \geq k$.
Hence we have $B^*Bx=\mathbf{0}$ for every $x\in \C^n$.


This yields that
\begin{align*}
\|Bx\|&=(Bx)^*(Bx)\\
&=x^*B^*Bx=0,
\end{align*}
for every $x\in \C^n$, and hence $B=O$.

By the induction hypothesis, $A^{k-1}=O$ implies $A=O$, and the induction is completed.
So the matrix $A$ must be the zero matrix.

(c) If $A$ is normal and $B$ is nilpotent such that $A+B=I$, then $A=I$

We claim that the matrix $B$ is normal as well. If this claim is proved, then part (a) yields that $B=O$ since $B$ is a nilpotent normal matrix, which implies the result $A=I$.

To prove the claim, we compute
\begin{align*}
B^* B&=(I-A)^* (I-A)\\
&=(I-A^*)(I-A)\\
&=I-A-A^*+A^*A,
\end{align*}
and
\begin{align*}
B B^*&=(I-A) (I-A)^*\\
&=(I-A)(I-A^*)\\
&=I-A^*-A+AA^*\\
&=I-A^*-A+A^*A \qquad \text{ since $A$ is normal.}
\end{align*}
It follows that we have $B^* B=BB^*$, and thus $B$ is normal.
Hence, the claim is proved.


LoadingAdd to solve later

Sponsored Links

More from my site

  • Every Diagonalizable Nilpotent Matrix is the Zero MatrixEvery Diagonalizable Nilpotent Matrix is the Zero Matrix Prove that if $A$ is a diagonalizable nilpotent matrix, then $A$ is the zero matrix $O$.   Definition (Nilpotent Matrix) A square matrix $A$ is called nilpotent if there exists a positive integer $k$ such that $A^k=O$. Proof. Main Part Since $A$ is […]
  • Eigenvalues of Real Skew-Symmetric Matrix are Zero or Purely Imaginary and the Rank is EvenEigenvalues of Real Skew-Symmetric Matrix are Zero or Purely Imaginary and the Rank is Even Let $A$ be a real skew-symmetric matrix, that is, $A^{\trans}=-A$. Then prove the following statements. (a) Each eigenvalue of the real skew-symmetric matrix $A$ is either $0$ or a purely imaginary number. (b) The rank of $A$ is even.   Proof. (a) Each […]
  • Quiz 13 (Part 1) Diagonalize a MatrixQuiz 13 (Part 1) Diagonalize a Matrix Let \[A=\begin{bmatrix} 2 & -1 & -1 \\ -1 &2 &-1 \\ -1 & -1 & 2 \end{bmatrix}.\] Determine whether the matrix $A$ is diagonalizable. If it is diagonalizable, then diagonalize $A$. That is, find a nonsingular matrix $S$ and a diagonal matrix $D$ such that […]
  • How to Diagonalize a Matrix. Step by Step Explanation.How to Diagonalize a Matrix. Step by Step Explanation. In this post, we explain how to diagonalize a matrix if it is diagonalizable. As an example, we solve the following problem. Diagonalize the matrix \[A=\begin{bmatrix} 4 & -3 & -3 \\ 3 &-2 &-3 \\ -1 & 1 & 2 \end{bmatrix}\] by finding a nonsingular […]
  • Two Matrices with the Same Characteristic Polynomial. Diagonalize if Possible.Two Matrices with the Same Characteristic Polynomial. Diagonalize if Possible. Let \[A=\begin{bmatrix} 1 & 3 & 3 \\ -3 &-5 &-3 \\ 3 & 3 & 1 \end{bmatrix} \text{ and } B=\begin{bmatrix} 2 & 4 & 3 \\ -4 &-6 &-3 \\ 3 & 3 & 1 \end{bmatrix}.\] For this problem, you may use the fact that both matrices have the same characteristic […]
  • Diagonalizable by an Orthogonal Matrix Implies a Symmetric MatrixDiagonalizable by an Orthogonal Matrix Implies a Symmetric Matrix Let $A$ be an $n\times n$ matrix with real number entries. Show that if $A$ is diagonalizable by an orthogonal matrix, then $A$ is a symmetric matrix.   Proof. Suppose that the matrix $A$ is diagonalizable by an orthogonal matrix $Q$. The orthogonality of the […]
  • A Matrix Similar to a Diagonalizable Matrix is Also DiagonalizableA Matrix Similar to a Diagonalizable Matrix is Also Diagonalizable Let $A, B$ be matrices. Show that if $A$ is diagonalizable and if $B$ is similar to $A$, then $B$ is diagonalizable.   Definitions/Hint. Recall the relevant definitions. Two matrices $A$ and $B$ are similar if there exists a nonsingular (invertible) matrix $S$ such […]
  • A Square Root Matrix of a Symmetric MatrixA Square Root Matrix of a Symmetric Matrix Answer the following two questions with justification. (a) Does there exist a $2 \times 2$ matrix $A$ with $A^3=O$ but $A^2 \neq O$? Here $O$ denotes the $2 \times 2$ zero matrix. (b) Does there exist a $3 \times 3$ real matrix $B$ such that $B^2=A$ […]

You may also like...

Please Login to Comment.

This site uses Akismet to reduce spam. Learn how your comment data is processed.

More in Linear Algebra
Linear algebra problems and solutions
Linear Transformation $T(X)=AX-XA$ and Determinant of Matrix Representation

Let $V$ be the vector space of all $n\times n$ real matrices. Let us fix a matrix $A\in V$. Define...

Close