Large-Scale Noise Simulation in Urban Environments Using a Preconditioned Helmholtz Solver
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Examensarbete för masterexamen
Master's Thesis
Master's Thesis
Modellbyggare
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Sammanfattning
This thesis studies the finite element solution of the time-harmonic Helmholtz equation
for acoustic wave propagation in urban environments. The discretized Helmholtz
equation gives rise to large, complex-valued, indefinite linear systems, for which
standard iterative methods may converge very slowly. The aim of this work is to
implement and evaluate a preconditioned GMRES solver for such systems, with
focus on solver performance, parameter choices, and practical memory limitations.
The solver uses a two-level restricted additive Schwarz preconditioner with a
spectral coarse space, following the RAS/MS-GFEM approach of Ma, Alber, Scheichl,
and Zhang. The implementation is first verified on an exact plane-wave problem,
then tested on a controlled rectangular box domain, and finally applied to
realistic city-domain meshes representing part of Gothenburg. The experiments
investigate how mesh resolution, frequency, and the choice of coarse space affect
convergence and computational cost.
The results show that the two-level coarse correction considerably improves GMRES
convergence compared with a one-level method and with plain GMRES without
preconditioning. On the box domain, the method gives stable algebraic convergence
up to 30 Hz, although the acoustic field is not fully mesh-converged at the higher
frequencies. On the city geometry, the 5 Hz case gives the clearest mesh-refinement
behaviour, while the 10 Hz, 20 Hz, and 30 Hz cases become increasingly demanding.
The largest city runs show that explicit storage of the coarse basis can become
memory-limiting. The study therefore shows that the two-level spectral Schwarz preconditioner
is promising for large Helmholtz problems in urban acoustics, but that
higher-frequency simulations require careful choices of mesh resolution, coarse-space
size, and memory-efficient implementation.
Keywords:
Beskrivning
Ämne/nyckelord
Helmholtz equation, urban acoustics, finite elements, GMRES, preconditioning
