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2.4 Preconditioning.............................. 37<br />

2.5 GlobalConvergence............................ 38<br />

2.6 PreconditionerDevelopment....................... 39<br />

2.7 Calculating Equilibrium Wigner Function . . . . . . . . . . . . . . . . 40<br />

3 Bifurcation Analysis 44<br />

3.1 Stability of Nonlinear Dynamics . . . . . . . . . . . . . . . . . . . . . 44<br />

3.2 Illustrative Examples . . . . . . . . . . . . . . . . . . . . . . . . . . . 46<br />

3.3 ContinuationMethods .......................... 50<br />

3.4 Linear Solver Methods for Pseudo Arc-Length Continuation . . . . . 53<br />

3.5 BorderingAlgorithms........................... 55<br />

3.6 HouseholderContinuation ........................ 56<br />

3.7 ParallelizationofSimulator ....................... 57<br />

3.8 Linear Solver Comparison for Pseudo Arc-Length Continuation . . . . 62<br />

3.9 Results................................... 64<br />

3.10CorrelationLengthStudy ........................ 68<br />

3.10.1 CurrentVoltageRelationship .................. 68<br />

3.10.2 Stability Analysis . . . . . . . . . . . . . . . . . . . . . . . . . 72<br />

4 Theory 74<br />

4.1 Steady-StateTheory ........................... 74<br />

4.2 Infinite-DimesionalAnalysisofGMRES................. 104<br />

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