TransWikia.com

Condition for block symmetric real matrix eigenvalues to be real

MathOverflow Asked on November 29, 2021

I have a $2n times 2n$ block symmetric matrix that in the simplest case ($n=2$) looks like:

$$
M_2 = begin{bmatrix}
a_1 & 0 & b_{1,2} & -b_{1,2}\
0 & -a_1 & b_{1,2} & -b_{1,2}\
b_{1,2} & -b_{1,2} & a_2 & 0 \
b_{1,2} & -b_{1,2} & 0 & -a_2 \
end{bmatrix}
$$

All the elements are real. The general matrix has then this form:

$$
M_n = begin{bmatrix}
a_1 & 0 & b_{1,2} & -b_{1,2} & & b_{1,n-1} & -b_{1,n-1} & b_{1,n} & -b_{1,n}\
0 & -a_1 & b_{1,2} & -b_{1,2}& ldots & b_{1,n-1} & -b_{1,n-1} & b_{1,n} & -b_{1,n}\
b_{1,2} & -b_{1,2} & a_{2} & 0 & & b_{2,n-1} & -b_{2,n-1}& b_{2,n} & -b_{2,n} \
b_{1,2} & -b_{1,2} & 0 & -a_{2} & & b_{2,n-1} & -b_{2,n-1}& b_{2,n} & -b_{2,n}\
& vdots & & & ddots & &vdots & \
b_{1,n-1} & -b_{1,n-1} & b_{2,n-1} & -b_{2,n-1} & ldots & a_{n-1} & 0 & b_{n,n-1} & -b_{n,n-1}\
b_{1,n-1} & -b_{1,n-1} & b_{2,n-1} & -b_{2,n-1} & ldots & 0 & -a_{n-1} & b_{n,n-1} & -b_{n,n-1}\
b_{1,n} & -b_{1,n} & b_{2,n} & -b_{2,n} & & b_{n,n-1} & -b_{n,n-1} &a_{n} & 0 \
b_{1,n} & -b_{1,n} & b_{2,n} & -b_{2,n} & ldots & b_{n,n-1} & -b_{n,n-1} & 0 & -a_{n}
end{bmatrix}
$$

Now, I am solving the eigenproblem numerically for various dimensions of $M$, and I always find the eigenvalues to be real for my values of ${a_i}$ and ${b_{i,j}}$.

I have the feeling that this is because in general the values $a_i$ on the diagonal are bigger than the off-diagonal elements $b_{i,j}$, but I would like to state a rule for this, because I want to be sure that in no case I will find complex eigenvalues.

Can anyone help me find out what is the condition for the eigenvalues of $M$ to be all real?

Thank you!


Note: To be a little more precise, the relation between the matrix elements is

$$b_{ij} = C_{ij}frac{c_ic_j}{2sqrt{a_i a_j}}$$

with $|C_{ij}|<1$ and $ c_i < a_i$. In the case $M_2$, where I can easily calculate the characteristic polynomial, I can show using this relation that eigenvalues are real. Maybe the higher dimension cases can be proved by induction? I tried but failed!

One Answer

this is not a complete answer, but it's a bit too long for a comment.

first notice that ${rm Det};(lambda-M)={rm Det};(-lambda-M)$ and ${rm Det};(lambda-M)={rm Det};(bar{lambda}-M)$; it follows that the eigenvalues $lambda$ come in pairs $+lambda,-lambda$ and $lambda,bar{lambda}$; if you fix the $a_i$'s and the $c_i$'s, and then follow the evolution of the eigenvalues with increasing $C$, starting from $C=0$, you will find that the eigenvalues all start off on the real axis, arranged symmetrically around the origin; Then at some critical value $C_0$ of $C$ a pair of eigenvalues meet at the origin, and take off in opposite directions along the imaginary axis.

To calculate this critical value of $C$, we demand that the determinant of $M$ vanishes; for the simple case $n=2$ this happens at

$$C_0=frac{a_1 a_2}{c_1 c_2},$$

in agreement with your finding that all eigenvalues are real if $c_i{<}a_i$ and $C<1$.

For larger $n$ it remains to prove that $C_0>1$ if $c_i{<}a_i$ for all $i$.

Answered by Carlo Beenakker on November 29, 2021

Add your own answers!

Ask a Question

Get help from others!

© 2024 TransWikia.com. All rights reserved. Sites we Love: PCI Database, UKBizDB, Menu Kuliner, Sharing RPP