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CHAPTER 2. TEMPORAL INTEGRATION 39<br />

met or maximum number of line searches have been met. Then terminate and<br />

take the iteration.<br />

The convergence theorem of the inexact-Newton-Armijo algorithm [19] is as follows<br />

Theorem 2.4. If the function F and the iterates from the inexact-Newton iteration<br />

satisfy:<br />

•{zm} is bounded<br />

•{F −1 (zm)} is bounded<br />

• F ′ is Lipschitz continuous<br />

then the inexact Newton-Armijo iterates will converge to a root of F ,whereinthe<br />

final stages of the iterations, full Newton steps are taken (i.e. σ =1)andtheq-linear<br />

convergence of inexact-Newton’s method returns.<br />

2.6 Preconditioner Development<br />

To make VODEPK’s implicit ODE integrator run efficiently, a preconditioner was<br />

implemented with the GMRES iterative method to speed up the linear solves for the<br />

Newton steps. When implementing either method from VODEPK, the Jacobian of<br />

F is has the form<br />

F ′ (y) =I − ∆tγ ∂G<br />

∂y

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