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THESE de DOCTORAT - cerfacs

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52 Chapter 3: Development of a numerical tool for combustion noise analysis, AVSP-f<br />

Aq 1 = h 11 q 1 + h 21 q 2 (3.38)<br />

Aq 2 = h 12 q 1 + h 22 q 2 + h 32 q 3 (3.39)<br />

Aq 3 = h 13 q 1 + h 23 q 2 + h 33 q 3 + h 43 q 4 (3.40)<br />

. (3.41)<br />

Aq m = h 1m q 1 + · · · + h mm q n + h m+1,m q m+1 (3.42)<br />

And the vectors v j are obtained as<br />

q 1 = r 0 /‖r 0 ‖ (3.43)<br />

v (1)<br />

j<br />

= Aq j (3.44)<br />

v (2)<br />

j<br />

= v (1)<br />

j<br />

− q 1 q1 ∗ v(1) j<br />

(3.45)<br />

v (3)<br />

j<br />

= v (2)<br />

j<br />

− q 2 q ∗ 2v (2)<br />

j<br />

(3.46)<br />

v (j)<br />

j<br />

. (3.47)<br />

= v ji−1)<br />

j<br />

− q j−1 q ∗ j−1 v(j−1) j<br />

(3.48)<br />

Finally, all the elements q j and h ij are computed by<br />

for j = 1 : m − 1 → q j+1 = v j /‖v j ‖ and h ij = q ∗ i Aq j for every i ̸= j + 1 and h j+1,j = ‖v j ‖<br />

It should be evi<strong>de</strong>nt from Eqs. (3.38) and (3.42) that the vectors {q j } form bases of the successive<br />

Krylov subspaces generated by A and r <strong>de</strong>fined as follows:<br />

K m = 〈r 0 , Ar 0 , ..., A n−1 r 0 〉 = 〈q 1 , q 2 , ..., q m 〉 ⊆ C n (3.49)<br />

where 〈·〉 means the span of. The Arnoldi process can be <strong>de</strong>scribed as the systematic construction<br />

of orthonormal bases for successive Krylov subspaces knowing that the Krylov n × m<br />

matrix K n is written as

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