Suppose that A is a normal matrix with real eigenvalues Show
Suppose that A is a normal matrix with real eigenvalues. Show that A must be Hermitian.
Solution
By definition, a complex matrix A is normal if
A* A = A A* ,
where A* is the conjugae transpose of A.
Let all the eigenvalues of A are real.
To prove:
A is Hermitian. i.e. A* = A.
Proof:
Given:
A is normal.
By theorem:
A matrix A is normal if and only if it is orthogonally diagonalized.
That is:
We can find an orthogonal matrix U, such that:
1. U U* = U* U = I, where I is the identity matrix and
2. A = U* D U, (1)
where D is a diagonal matrix, containing the eigenvalues of A in the diagonal.
Given:
The eigenvalues of A are real.
So,
D* = D. (2)
From (1):
A* = (U* D U)*
= U* D* U
= U* D U, using (2)
= A.
Thus, we get:
A* = A,
which proves that A must be Hermitian.
