83 research outputs found
Hybridizable compatible finite element discretizations for numerical weather prediction: implementation and analysis
There is a current explosion of interest in new numerical methods for atmospheric modeling. A driving force behind this is the need to be able to simulate, with high efficiency, large-scale geophysical flows on increasingly more parallel computer systems. Many current operational models, including that of the UK Met Office, depend on orthogonal meshes, such as the latitude-longitude grid. This facilitates the development of finite difference discretizations with favorable numerical properties. However, such methods suffer from the ``pole problem," which prohibits the model to make efficient use of a large number of computing processors due to excessive concentration of grid-points at the poles.
Recently developed finite element discretizations, known as ``compatible" finite elements, avoid this issue while maintaining the key numerical properties essential for accurate geophysical simulations. Moreover, these properties can be obtained on arbitrary, non-orthogonal meshes. However, the efficient solution of the resulting discrete systems depend on transforming the mixed velocity-pressure (or velocity-pressure-buoyancy) system into an elliptic problem for the pressure. This is not so straightforward within the compatible finite element framework due to inter-element coupling.
This thesis supports the proposition that systems arising from compatible finite element discretizations can be solved efficiently using a technique known as ``hybridization." Hybridization removes inter-element coupling while maintaining the desired numerical properties. This permits the construction of sparse, elliptic problems, for which fast solver algorithms are known, using localized algebra. We first introduce the technique for compatible finite element discretizations of simplified atmospheric models. We then develop a general software abstraction for the rapid implementation and composition of hybridization methods, with an emphasis on preconditioning.
Finally, we extend the technique for a new compatible method for the full, compressible atmospheric equations used in operational models.Open Acces
Multiscale Interactions in Geophysical Fluids
The dynamics of the atmosphere and ocean involves a broad range of spatial and temporal scales, many of which emerge through complex nonlinear mechanisms from forcings at very different scales. This poses major challenges for the numerical prediction of the weather, ocean state and climate: many processes have scales that are too small to be resolved yet they play an essential role in determining large-scale features. This workshop examined how modern mathematical methods – ranging from multiscale asymptotics to adaptive numerical methods and stochastic modelling – can be applied to represent the large-scale impact of these small-scale processes and improve both deterministic and probabilistic predictions
Multidimensional approximate Riemann solvers for hyperbolic systems
Esta tesis doctoral se centra en el desarrollo de resolvedores de Riemann multidimensionales incompletos eficientes para sistemas hiperbólicos generales, aplicables tanto en el caso conservativo como en el no conservativo. Dichos resolvedores se construyen a partir de un modelo de cuatro ondas, dadas por las velocidades de propagación maximales en cada vértice de una malla estructurada. En particular, se construye una versión simple de un esquema HLL 2D bien equilibrado, la cual se toma como base para diseñar una clase más general de resolvedores de Riemann incompletos 2D, los denominados esquemas AVM (Approximate Viscosity Matrix). La gran ventaja de los esquemas AVM es la posibilidad de controlar la cantidad de difusión numérica considerada para cada sistema hiperbólico, con un coste computacional razonable. Se demuestra que los esquemas numéricos de primer orden resultantes son consistentes con el sistema hiperbólico considerado, y linealmente estables bajo una condición CFL de hasta la unidad. Tales esquemas pueden ser usados como base para construir esquemas de alto orden. En esta tesis, se construye un esquema de segundo orden mediante el método predictor-corrector MUSCL-Hancock. Para analizar las propiedades de los esquemas propuestos, se han considerado experimentos numéricos en magnetohidrodinámica (MHD) y sistemas de aguas someras (SWE) de una y dos capas. En el caso de MHD, la condición de divergencia nula se ha impuesto mediante una nueva técnica basada en la escritura no conservativa de las ecuaciones. Por otro lado, para SWE, la presencia de la topografÃa del fondo y de los términos de acoplamiento entre capas representan una dificultad adicional, que se resuelve dentro del marco de los esquemas camino-conservativos. Por último, se ha desarrollado un algoritmo simple y eficiente para la implementación de los esquemas en tarjetas gráficas (GPU), con el objetivo de aumentar la eficiencia computacional
Recommended from our members
Numerical lnvestigation of Disturbance Environments in Low Pressure Turbines
Using a series of direct numerical simulations, the individual and cumulative effects of various disturbance environments existing in a low pressure turbine (LPT) are investigated. In particular, the effects of free-stream turbulence (FST), unsteady wakes, roughness and blade oscillations on the separation-induced transition on the suction surface of a low pressure turbine blade are analyzed. Two configurations are considered: (i) a flat plate subjected to streamwise pressure gradient representative of the suction surface of a low pressure turbine
blade, (ii) a flat plate subjected to a convecting free-stream vortex of fixed strength and at a fixed height over the plate. The first configuration represents the ‘ultra high-lift’ blades for the next generation low pressure turbine. The local pressure gradient induced by the convecting vortex in the second configuration is representative of the adverse pressure
gradient on the suction surface of a low pressure turbine blade. The results are validated against existing experimental or numerical data and it is demonstrated that the numerical framework has captured most of the phenomena to a reasonable level of accuracy. A kernel experiment for bypass transition is simulated for the vortex-induced instability. The effect
of the convection speed and strength of the vortex are discussed and the paths of transition adopted are distinguished.
At low disturbance levels, the transition to turbulence is primarily due to the breakdown of ‘Kelvin-Helmholtz’ roll up vortices. In the presence of aeroelastic blade oscillations, unsteady wakes, free-stream turbulence and roughness, transition takes the bypass route and the results show evidence of streamwise streaks. These streaks impart spanwise waviness to the separated shear layer and cause early destabilisation. The blade oscillation has an effect in reducing the separated region and hence, the profile loss, which is further accentuated in the presence of free-stream turbulence. A blade fluctuating at higher reduced frequency is
found to be more effective in shrinking the separation region. Blade vibration is found to increase the level of pre-transitional fluctuations, without having a significant influence on the growth beyond separation. There is a cumulative effect in suppressing the separation region when blade oscillation and free-stream turbulence are studied in conjunction, although the additional effect of free-stream turbulence is marginal. A secondary separation bubble, noted in the unperturbed flow, is reduced in size with blade oscillation and further reduced in the presence of free-stream turbulence.
The vortex-induced instability has been proposed to be a unit process of free-stream turbulence, the effect of which is studied in the presence of a discrete roughness element (similar in functionality to a trip wire). The roughness element triggers early transition by destabilizing the mean flow. Streaks are observed in the presence of the convecting and
rotating cylinder, generating a vortex of fixed strength, and are enhanced by the presence of roughness in the pre-transitional zone. Enhanced spanwise waviness is noted with the roughness, leading to earlier breakdown to turbulence. The route of transition and the origin of three-dimensionality marked by the prominence of the vortex stretching is shown. An optimum range of convection speeds of the free-stream vortex is obtained and the maximum receptivity is noted at a speed of 0.386, which concurs with prior experiments on a periodic convecting vortex (Kendall, 1987).
The unsteady wake has a direct effect on the velocity profile. A lag is noted between the wake passing and transition. While the wake convects at the local free-stream velocity, its impression in the boundary layer convects much slower, between 50% and 70% of the local free-stream velocity. Both unsteady wakes and blade oscillation promote near-wall mixing. The unsteady wakes and blade oscillations have a conjunctive effect on reducing the size of separation bubble. The secondary separation bubble observed in the unperturbed flow is reduced with the presence of wakes and is completely suppressed with the addition of the
blade oscillation. Turbulent kinetic energy production increases with increasing perturbation levels, with the maximum effect seen for the combination of wakes and oscillation.
A receptivity method based on disturbance enstrophy transport equation (DETE) is proposed. The disturbance enstrophy is evaluated as the difference between the instantaneous and mean enstrophies, and while these are positive definite quantities, the difference may not be so. This aspect of disturbance enstrophy has been used meaningfully to obtain new information about the flow instability, such as segmenting regions of flow instabilities into those dictated by positive growth rates of disturbance enstrophy, and those due to its negative counterpart. The positive growth rates are associated with large scale coherence in the
free-stream whereas the negative growth rates are found to be arising in near-wall viscous structures (Sengupta et al., 2019a,b). The extension of this method to structure detection and comparison against existing vortex identification methods, indicates the ability of the DETE method to capture small-scale structures induced by the viscous term of the Navier-
Stokes equation. DETE has been used for the two configurations operating with varying perturbation levels and valuable insight pertaining to the flow dynamics has been attained with respect to its budget terms. In particular, the role of vortex stretching in leading the flow to three-dimensionality is highlighted.
The global and local spatio-temporal receptivity analysis of flows perturbed by plate oscillations, wakes and free-stream excitation yields a spatio-temporal wave front to be the causal mechanism for flow transition. This is essentially representative of the nonmodal part of the disturbance spectrum. While this flow instability has already been established for geophysical flows such as tsunami and other fluid dynamical problems such as for zero pressure gradient boundary layer formed over a semi-infinite flat plate excited from inside the shear layer, its role for pressure gradient dominated flows (such as in LPTs) is shown for the first time. The importance of nonlinearity and its dispersion effects is shown, specifically for flows excited at the free stream, even when the onset of disturbances follows a linear mechanism. The need for using a global, nonlinear, spatio-temporal setup is established in order to capture all pertinent flow physics.Cambridge India Ramanujan Scholarshi
MARE-WINT: New Materials and Reliability in Offshore Wind Turbine Technology
renewable; green; energy; environment; law; polic
Variational multiscale stabilization of finite and spectral elements for dry and moist atmospheric problems
In this thesis the finite and spectral element methods (FEM and SEM, respectively) applied to
problems in atmospheric simulations are explored through the common thread of Variational
Multiscale Stabilization (VMS). This effort is justified by three main reasons. (i) the recognized
need for new solvers that can efficiently execute on massively parallel architectures ¿a spreading
framework in most fields of computational physics in which numerical weather prediction
(NWP) occupies a prominent position. Element-based methods (e.g. FEM, SEM, discontinuous
Galerkin) have important advantages in parallel code development; (ii) the inherent flexibility of
these methods with respect to the geometry of the grid makes them a great candidate for dynamically
adaptive atmospheric codes; and (iii) the localized diffusion provided by VMS represents
an improvement in the accurate solution of multi-physics problems where artificial diffusion may
fail. Its application to atmospheric simulations is a novel approach within a field of research
that is still open. First, FEM and VMS are described and derived for the solution of stratified
low Mach number flows in the context of dry atmospheric dynamics. The validity of the method
to simulate stratified flows is assessed using standard two- and three-dimensional benchmarks
accepted by NWP practitioners. The problems include thermal and gravity driven simulations.
It will be shown that stability is retained in the regimes of interest and a numerical comparison
against results from the the literature will be discussed. Second, the ability of VMS to stabilize
the FEM solution of advection-dominated problems (i.e. Euler and transport equations) is taken
further by the implementation of VMS as a stabilizing tool for high-order spectral elements with
advection-diffusion problems. To the author¿s knowledge, this is an original contribution to the
literature of high order spectral elements involved with transport in the atmosphere. The problem
of monotonicity-preserving high order methods is addressed by combining VMS-stabilized
SEM with a discontinuity capturing technique. This is an alternative to classical filters to treat
the Gibbs oscillations that characterize high-order schemes. To conclude, a microphysics scheme
is implemented within the finite element Euler solver, as a first step toward realistic atmospheric
simulations. Kessler microphysics is used to simulate the formation of warm, precipitating clouds.
This last part combines the solution of the Euler equations for stratified flows with the solution
of a system of transport equations for three classes of water: water vapor, cloud water, and rain.
The method is verified using idealized two- and three-dimensional storm simulations.En esta tesis los métodos de elementos finitos y espectrales (FEM - finite element method y SEM- spectral element method, respectivamente), aplicados a los problemas de simulaciones atmosféricas, se exploran a través del método de estabilización conocidocomo Variational Multiscale Stabilization (VMS). Tres razones fundamentales justifican este esfuerzo: (i) la necesidad de tener nuevos métodos de solución de las ecuaciones diferenciales a las derivadas parciales usando máquinas paralelas de gran escala –un entorno en expansión en muchos campos de la mecánica computacional, dentro de la cual la predicción numérica de la dinámica atmosférica (NWP-numerical weather prediction)representa una aplicación importante. Métodos del tipo basado en elementos(por ejemplo, FEM, SEM, Galerkin discontinuo) presentan grandes ventajas en el desarrollo de códigos paralelos; (ii) la flexibilidad intrÃnseca de tales métodos respecto a lageometrÃa de la malla computacional hace que esos métodos sean los candidatos ideales para códigos atmosféricos con mallas adaptativas; y (iii) la difusión localizada que VMSintroduce representa una mejora en las soluciones de problemas con fÃsica compleja en los cuales la difusión artificial clásica no funcionarÃa. La aplicación de FEM o SEM con VMS a problemas de simulaciones atmosféricas es una estrategia innovadora en un campo de investigación abierto. En primera instancia, FEM y VMS vienen descritos y derivados para la solución de flujos estratificados a bajo número de Mach en el contexto de la dinámica atmosférica. La validez del método para simular flujos estratificados es verificada por medio de test estándar aceptado por la comunidad dentro del campo deNWP. Los test incluyen simulaciones de flujos térmicos con efectos de gravedad. Se demostrará que la estabilidad del método numérico se preserva dentro de los regÃmenesde interés y se discutirá una comparación numérica de los resultados frente a aquellos hallados en la literatura. En segunda instancia, la capacidad de VMS para estabilizarmétodos FEM en problemas de advección dominante (i.e. ecuaciones de Euler y ecuaciones de transporte) se implementa además en la solución a elementos espectrales de alto orden en problemas de advección-difusión. Hasta donde el autor sabe, esta es una contribución original a la literatura de métodos basados en elementos espectrales en problemas de transporte atmosférico. El problema de monotonicidad con métodos de alto orden es tratado mediante la combinación de SEM+VMS con una técnica de shockcapturing para un mejor tratamiento de las discontinuidades. Esta es una alternativa a los filtros que normalmente se aplican a SEM para eilminar las oscilaciones de Gibbsque caracterizan las soluciones de alto orden. Como último punto, se implementa un esquema de humedad acoplado con el núcleo en elementos finitos; este es un primer paso hacia simulaciones atmosféricas más realistas. La microfÃsica de Kessler se emplea para simular la formación de nubes y tormentas cálidas (warm clouds: no permite la formación de hielo). Esta última parte combina la solución de las ecuaciones de Eulerpara atmósferas estratificadas con la solución de un sistema de ecuaciones de transporte de tres estados de agua: vapor, nubes y lluvia. La calidad del método es verificadautilizando simulaciones de tormenta en dos y tres dimensiones
- …