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10.3. THE KRONECKER CANONICAL FORM OF A MATRIX PENCIL 177<br />
Note that the corresponding equations of L T η w 1 = 0 are:<br />
⎧<br />
ρ 1 w 1,1 =0<br />
⎪⎨<br />
w 1,1 + ρ 1 w 1,2 =0<br />
.<br />
w 1,ε−1 + ρ 1 w 1,ε =0<br />
⎪⎩<br />
w 1,ε =0<br />
(10.41)<br />
It is easy <strong>to</strong> see from (10.41) that only the trivial solution w 1 = 0 exists. The value<br />
of ρ 1 does not play a role in (10.41). The blocks L T η are said <strong>to</strong> generate indeterminate<br />
eigenvalues ρ 1 <strong>to</strong>o.<br />
The quantities ε i and η i are called the minimal indices for, respectively, the<br />
columns and the rows of a pencil. One property of strictly equivalent pencils is<br />
that they have exactly the same minimal indices.<br />
During the transformation process, some special situations can occur: (i) if ε 1 +<br />
ε 2 +...+ε s = m, then the dimension of the pencil D s +ρ 1 E s is 0×0, (ii) if r = n, then<br />
there are no dependent columns and therefore the blocks L ε will be absent, (iii) if<br />
r = m, then there are no dependent rows and therefore the blocks L T η will be absent.<br />
Finally the pencil B + ρ 1 C is transformed in<strong>to</strong> a quasi block diagonal matrix as<br />
in (10.17) containing a regular (hence square) block D r + ρ 1 E r .<br />
10.3.2 The regular part of a pencil<br />
A regular pencil D r + ρ 1 E r is square, say of dimension n r × n r , such that its determinant<br />
does not vanish identically. In general, if a pencil is regular and the characteristic<br />
polynomial of degree k ≤ n r is equal <strong>to</strong> p k (ρ 1 )=det(D r + ρ 1 E r ), then the pencil has<br />
k finite eigenvalues (counting multiplicities) which are the zeros of p k (ρ 1 ) and n r − k<br />
infinite eigenvalues.<br />
The regular part D r + ρ 1 E r in (10.17) can be transformed in<strong>to</strong> a Jordan canonical<br />
form as in (10.20), containing the Jordan blocks N 1 ,...,N r1 , J 1 ,...,J r2 and<br />
R 1 ,...,R r3 (see [34] and [42]). These blocks correspond with infinite, zero and nonzero<br />
finite eigenvalues, respectively. The sizes of the blocks N i , J i , and R i , the<br />
associated structure and the eigenvalues are all uniquely determined by the matrices<br />
B and C (but the order in which the blocks appear may vary).<br />
In the application <strong>to</strong> H 2 model-order reduction we do not compute all these regular<br />
blocks. Once the pencil is brought in<strong>to</strong> the form (10.17), we remove the infinite<br />
and zero eigenvalues of the regular part by exact arithmetic and proceed with the<br />
remaining regular pencil, containing only finite non-zero eigenvalues, using conventional<br />
numerical methods. We will show in this subsection the canonical form of<br />
a regular matrix pencil, containing the Jordan blocks of infinite, zero and non-zero<br />
finite eigenvalues.