1 | % $Id: non_cyclic_boundary_conditions.tex 945 2012-07-17 15:43:01Z heinze $ |
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2 | \input{header_tmp.tex} |
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3 | %\input{header_lectures.tex} |
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4 | |
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5 | \usepackage[utf8]{inputenc} |
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6 | \usepackage{ngerman} |
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7 | \usepackage{pgf} |
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8 | \usetheme{Dresden} |
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9 | \usepackage{subfigure} |
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10 | \usepackage{units} |
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11 | \usepackage{multimedia} |
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12 | \usepackage{hyperref} |
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13 | \newcommand{\event}[1]{\newcommand{\eventname}{#1}} |
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14 | \usepackage{xmpmulti} |
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15 | \usepackage{tikz} |
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16 | \usetikzlibrary{shapes,arrows,positioning} |
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17 | \def\Tiny{\fontsize{4pt}{4pt}\selectfont} |
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18 | |
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19 | %---------- neue Pakete |
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20 | \usepackage{amsmath} |
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21 | \usepackage{amssymb} |
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22 | \usepackage{multicol} |
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23 | \usepackage{pdfcomment} |
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24 | |
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25 | \institute{Institut fÌr Meteorologie und Klimatologie, Leibniz UniversitÀt Hannover} |
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26 | \date{last update: \today} |
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27 | \event{PALM Seminar} |
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28 | \setbeamertemplate{navigation symbols}{} |
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29 | |
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30 | \setbeamertemplate{footline} |
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31 | {% |
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32 | \begin{beamercolorbox}[rightskip=-0.1cm]& |
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33 | {\includegraphics[height=0.65cm]{imuk_logo.pdf}\hfill \includegraphics[height=0.65cm]{luh_logo.pdf}} |
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34 | \end{beamercolorbox} |
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35 | \begin{beamercolorbox}[ht=2.5ex,dp=1.125ex,% |
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36 | leftskip=.3cm,rightskip=0.3cm plus1fil]{title in head/foot}% |
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37 | {\leavevmode{\usebeamerfont{author in head/foot}\insertshortauthor} \hfill \eventname \hfill \insertframenumber \; / \inserttotalframenumber}% |
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38 | \end{beamercolorbox}% |
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39 | % \begin{beamercolorbox}[colsep=1.5pt]{lower separation line foot}% |
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40 | % \end{beamercolorbox} |
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41 | }%\logo{\includegraphics[width=0.3\textwidth]{luhimuk_logo.eps}} |
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42 | |
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43 | \title[PALM - Using Non-Cyclic Boundary Conditions]{PALM - Using Non-Cyclic Boundary Conditions} |
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44 | \author{Siegfried Raasch} |
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45 | |
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46 | % Notes: |
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47 | % jede subsection bekommt einen punkt im menu (vertikal ausgerichtet. |
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48 | % jeder frame in einer subsection bekommt einen punkt (horizontal ausgerichtet) |
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49 | \begin{document} |
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50 | |
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51 | % Folie 1 |
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52 | \begin{frame} |
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53 | \titlepage |
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54 | \end{frame} |
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55 | |
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56 | % Folie 2 |
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57 | \begin{frame} |
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58 | \frametitle{Cyclic Horizontal Boundary Conditions} |
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59 | In many cases, LES models are using cyclic horizontal boundary conditions. |
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60 | \par\bigskip |
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61 | \textbf{Why?} |
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62 | \par\bigskip |
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63 | \begin{itemize} |
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64 | \item<2->{LES requires that the main energy containing eddies are resolved by the model.} |
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65 | \item<3->{With cyclic boundary conditions, turbulence can freely develop and is not effected by the side walls (because there are no walls!).} |
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66 | \item<4->{Non-cyclic boundary conditions give problems:} |
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67 | \begin{itemize} |
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68 | \item<5->{If Dirichlet conditions (fixed vertical profiles) are used at the inflow, the inflow is laminar and some (significant) domain space is needed in order to develop turbulence.} |
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69 | \item<6->{At the outflow, a boundary condition is required which allows the eddies to freely leave the domain.} |
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70 | \end{itemize} |
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71 | \end{itemize} |
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72 | \end{frame} |
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73 | |
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74 | \section{Motivation} |
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75 | \subsection{Motivation} |
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76 | |
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77 | %Folie 3 |
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78 | \begin{frame} |
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79 | \frametitle{Motivation for Non-Cyclic Boundary Conditions} |
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80 | \footnotesize |
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81 | The main motivation for non-cyclic boundary conditions are studies of isolated phenomena. |
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82 | \begin{tabbing} |
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83 | \uncover<2->{\textbf{Example:} \= Turbulence generated by a single obstacle. \\} |
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84 | \uncover<6->{ \> Cyclic boundary conditions along x would allow the generated turbulence\\ |
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85 | \> to enter the domain again, and so finally to modify the turbulence \\ |
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86 | \> on the leeward side of the building. \\ } |
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87 | \\ |
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88 | \uncover<9>{ \> This wouldn't be a simulation of a single building, but of an\\ |
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89 | \> infinite row of buildings! \\ } |
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90 | \end{tabbing} |
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91 | \begin{center} |
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92 | \includegraphics<3>[width=0.7\textwidth]{non_cyclic_figures/motivation_non_cyclic_1.png} |
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93 | \includegraphics<4>[width=0.7\textwidth]{non_cyclic_figures/motivation_non_cyclic_2.png} |
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94 | \includegraphics<5-6>[width=0.7\textwidth]{non_cyclic_figures/motivation_non_cyclic_3.png} |
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95 | \includegraphics<7>[width=0.7\textwidth]{non_cyclic_figures/motivation_non_cyclic_4.png} |
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96 | \uncover<8->{\begin{center} \includegraphics[width=0.7\textwidth]{non_cyclic_figures/motivation_non_cyclic_5.png} \end{center}} |
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97 | \end{center} |
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98 | \normalsize |
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99 | \end{frame} |
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100 | |
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101 | % Folie 4 |
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102 | \begin{frame} |
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103 | \frametitle{Implications of Non-Cyclic Boundary Conditions} |
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104 | \footnotesize |
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105 | \onslide<2->{Using Dirichlet-conditions (e.g u(z) = const.), there is no turbulence at the inflow. $\rightarrow $the flow is laminar $\rightarrow$ LES approach fails!} |
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106 | \par\bigskip |
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107 | \includegraphics<3>[width=0.8\textwidth]{non_cyclic_figures/implications_non_cyclic_1.png} |
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108 | \includegraphics<4>[width=0.8\textwidth]{non_cyclic_figures/implications_non_cyclic_2.png} |
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109 | \uncover<5->{\includegraphics[width=0.8\textwidth]{non_cyclic_figures/implications_non_cyclic_3.png}} |
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110 | \par\bigskip |
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111 | \onslide<6->{Flow internal turbulence may develop, but this may require a very long model domain.} |
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112 | \par\bigskip |
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113 | \includegraphics<7>[width=\textwidth]{non_cyclic_figures/implications_non_cyclic_4.png} |
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114 | \includegraphics<8>[width=\textwidth]{non_cyclic_figures/implications_non_cyclic_5.png} |
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115 | \uncover<9->{\includegraphics[width=\textwidth]{non_cyclic_figures/implications_non_cyclic_6.png}} |
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116 | \onslide<10->{There is a need to supply turbulence information at the inflow.} |
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117 | \end{frame} |
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118 | |
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119 | \section{How to Create a Turbulent Inflow} |
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120 | \subsection{How to Create a Turbulent Inflow} |
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121 | |
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122 | % Folie 5 |
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123 | \begin{frame} |
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124 | \frametitle{How to Create a Turbulent Inflow (I)} |
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125 | Two methods: |
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126 | \begin{itemize} |
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127 | \item<2->{by a statistical model} |
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128 | \item<3->{by recycling-method (Lund et al., 1998)} |
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129 | \end{itemize} |
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130 | \includegraphics<4>[width=\textwidth]{non_cyclic_figures/create_turbulent_inflow_1/create_turbulent_inflow_1_neu.png} |
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131 | \includegraphics<5>[width=\textwidth]{non_cyclic_figures/create_turbulent_inflow_1/create_turbulent_inflow_2_neu.png} |
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132 | \includegraphics<6>[width=\textwidth]{non_cyclic_figures/create_turbulent_inflow_1/create_turbulent_inflow_3_neu.png} |
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133 | \includegraphics<7>[width=\textwidth]{non_cyclic_figures/create_turbulent_inflow_1/create_turbulent_inflow_4_neu.png} |
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134 | \includegraphics<8>[width=\textwidth]{non_cyclic_figures/create_turbulent_inflow_1/create_turbulent_inflow_5_neu.png} |
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135 | \uncover<9->{\includegraphics[width=\textwidth]{non_cyclic_figures/create_turbulent_inflow_1/create_turbulent_inflow_6.png}} |
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136 | \par\bigskip |
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137 | \uncover<10>{How do we get the initial turbulence in the recycle area? \\ |
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138 | If there is no turbulence, there is nothing to recycle!} |
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139 | \end{frame} |
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140 | |
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141 | %Folie 6 |
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142 | \begin{frame} |
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143 | \frametitle{How to Create a Turbulent Inflow (II)} |
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144 | \footnotesize |
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145 | Initial turbulence is created by a precursor run with cyclic boundary conditions and much smaller domain size than used for the main run. |
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146 | \tikzstyle{line} = [draw, blue, thick, dashed, -latex'] |
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147 | \begin{tikzpicture} |
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148 | \uncover<1>{\node(picture) {\includegraphics[width=0.4\textwidth]{non_cyclic_figures/create_turbulent_inflow_2/create_turbulent_inflow_1.png}};} |
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149 | \uncover<2>{\node(picture) {\includegraphics[width=0.4\textwidth]{non_cyclic_figures/create_turbulent_inflow_2/create_turbulent_inflow_2.png}};} |
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150 | \uncover<3->{\node(picture) {\includegraphics[width=0.4\textwidth]{non_cyclic_figures/create_turbulent_inflow_2/create_turbulent_inflow_3.png}};} |
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151 | \node(text) [right=0.1cm of picture]{ |
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152 | \parbox{5cm}{ |
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153 | \scriptsize |
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154 | \begin{itemize} |
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155 | \item<4->{When the precursor run is finished, data of the last timestep are stored on disc.} |
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156 | \item<5->{These data are then read by the main run and repeatedly mapped to the main run domain, until it is completely filled.} |
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157 | \end{itemize}}}; |
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158 | \uncover<6>{\node(picture2) [below=1.8cm of picture.east] {\includegraphics[width=0.9\textwidth]{non_cyclic_figures/create_turbulent_inflow_2/create_turbulent_inflow_4.png}};} |
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159 | \uncover<7>{\node(picture2) [below=1.8cm of picture.east] {\includegraphics[width=0.9\textwidth]{non_cyclic_figures/create_turbulent_inflow_2/create_turbulent_inflow_5.png}};} |
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160 | \uncover<8>{\node(picture2) [below=1.8cm of picture.east] {\includegraphics[width=0.9\textwidth]{non_cyclic_figures/create_turbulent_inflow_2/create_turbulent_inflow_6.png}};} |
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161 | \uncover<9>{\node(picture2) [below=1.8cm of picture.east] {\includegraphics[width=0.9\textwidth]{non_cyclic_figures/create_turbulent_inflow_2/create_turbulent_inflow_7.png}};} |
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162 | \uncover<10>{\node(picture2) [below=1.8cm of picture.east] {\includegraphics[width=0.9\textwidth]{non_cyclic_figures/create_turbulent_inflow_2/create_turbulent_inflow_8.png}};} |
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163 | \uncover<11>{\node(picture2) [below=1.8cm of picture.east] {\includegraphics[width=0.9\textwidth]{non_cyclic_figures/create_turbulent_inflow_2/create_turbulent_inflow_9.png}};} |
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164 | \path<7->[line] (-0.45,-1) -- (-0.7,-2.6); |
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165 | \path<7->[line] (1.78,-1) -- (1.68,-2.6); |
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166 | \path<8->[line] (-0.45,-1) -- (1.68,-2.6); |
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167 | \path<8->[line] (1.78,-1) -- (4,-2.6); |
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168 | \path<9->[line] (-0.45,-1) -- (4,-2.6); |
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169 | \path<9->[line] (1.78,-1) -- (6.4,-2.6); |
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170 | \path<10->[line] (-0.45,-1) -- (6.4,-2.6); |
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171 | \path<10->[line] (1.78,-1) -- (6.9,-2.6); |
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172 | \end{tikzpicture} |
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173 | \end{frame} |
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174 | |
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175 | % Folie 7 |
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176 | \begin{frame} |
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177 | \frametitle{How to Create a Turbulent Inflow (III)} |
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178 | \footnotesize |
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179 | \begin{itemize} |
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180 | \item{Inflow profiles for the main run have to be taken from the precursor run. It is recommended to use the horizontally averaged profiles from |
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181 | the last time step of the precursor run.} |
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182 | \end{itemize} |
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183 | \tikzstyle{line1} = [draw, red, thick, -latex'] |
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184 | \tikzstyle{line2} = [draw, red, thick, -] |
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185 | \begin{tikzpicture} |
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186 | \uncover<2>{\node(picture) {\includegraphics[width=0.4\textwidth]{non_cyclic_figures/create_turbulent_inflow_3/create_turbulent_inflow_1.png}};} |
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187 | \uncover<3->{\node(picture) {\includegraphics[width=0.4\textwidth]{non_cyclic_figures/create_turbulent_inflow_3/create_turbulent_inflow_2.png}};} |
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188 | \node(text) [right=0.1cm of picture]{ |
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189 | \parbox{6.5cm}{ |
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190 | \scriptsize |
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191 | \begin{itemize} |
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192 | \item<6->{Since the height of the turbulent boundary layer may increase with increasing distance from the inflow boundary, recycling has |
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193 | to be limited to the height of the turbulent boundary layer at the inflow. Otherwise, the boundary layer height will continuously increase with time.} |
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194 | \end{itemize}}}; |
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195 | \uncover<4>{\node(picture2) [below=1.8cm of picture.east] {\includegraphics[width=0.8\textwidth]{non_cyclic_figures/create_turbulent_inflow_3/create_turbulent_inflow_3.png}};} |
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196 | \uncover<5-6>{\node(picture2) [below=1.8cm of picture.east] {\includegraphics[width=0.8\textwidth]{non_cyclic_figures/create_turbulent_inflow_3/create_turbulent_inflow_4.png}};} |
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197 | \uncover<7>{\node(picture2) [below=1.8cm of picture.east] {\includegraphics[width=0.8\textwidth]{non_cyclic_figures/create_turbulent_inflow_3/create_turbulent_inflow_5.png}};} |
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198 | \uncover<8>{\node(picture2) [below=1.8cm of picture.east] {\includegraphics[width=0.8\textwidth]{non_cyclic_figures/create_turbulent_inflow_3/create_turbulent_inflow_6.png}};} |
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199 | \uncover<9>{\node(picture2) [below=1.8cm of picture.east] {\includegraphics[width=0.8\textwidth]{non_cyclic_figures/create_turbulent_inflow_3/create_turbulent_inflow_7.png}};} |
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200 | |
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201 | \path<5->[line2] (picture.east) -- (2.25,-1.3); |
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202 | \path<5->[line2] (2.25,-1.3) -- (-1.2,-1.3); |
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203 | \path<5->[line2] (-1.2,-1.3) -- (-1.2,-3.2); |
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204 | \path<5->[line1] (-1.2,-3.2) -- (-0.8,-3.2); |
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205 | \end{tikzpicture} |
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206 | \end{frame} |
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207 | |
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208 | \section{Implementation in PALM} |
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209 | \subsection{Implementation in PALM} |
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210 | |
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211 | % Folie 8 |
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212 | \begin{frame} |
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213 | \frametitle{Non-Cyclic Boundary Conditions in PALM (I)} |
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214 | \textbf{Status of availability:} |
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215 | \begin{itemize} |
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216 | \item<2->{Non-cyclic boundary conditions along \textbf{one} of the horizontal directions (\textit{x} \textbf{or} \textit{y}).} |
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217 | \begin{itemize} |
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218 | \item<3->{Dirichlet conditions at inflow (stationary vertical profiles, \textit{u}(\textit{z}), \textit{v}(\textit{z}), |
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219 | \textit{pt}(\textit{z}), \textit{q}(\textit{z}), \textit{w}=0).} |
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220 | \item<4->{Radiation conditions at outflow. Tendencies at the boundary are replaced by e.g.} |
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221 | \end{itemize} |
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222 | \uncover<4->{\begin{math} \frac{\partial u}{\partial t} = -\left(c_g + u\right) \frac{\partial u}{\partial x} = -u^* \frac{\partial u}{\partial x} |
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223 | \qquad \textnormal with \qquad u^* = \frac{\Delta x}{\Delta t} \frac{u_{b-1}^t - u_{b-1}^{t-1}}{u_{b-1}^{t-1} - u_{b-2}^{t-1}} \end{math}} |
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224 | \par\bigskip |
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225 | \item<5->{Turbulence recycling method for inflow \textbf{from left}.} |
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226 | \end{itemize} |
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227 | \end{frame} |
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228 | |
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229 | % Folie 9 |
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230 | \begin{frame} |
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231 | \frametitle{Non-Cyclic Boundary Conditions in PALM (II)} |
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232 | \par\bigskip |
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233 | \small |
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234 | \textbf{Further requirements for PALM runs using non-cyclic boundary conditions:} |
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235 | \par\bigskip |
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236 | \begin{itemize} |
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237 | \item<2->{The \textbf{multigrid-method} has to be used for solving the Poisson-equation.} |
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238 | \item<3->{A \textbf{damping zone} has sometimes to be activated in the vicinity of the outflow in order to avoid reflection of outgoing gravity waves.} |
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239 | \item<4->{\textbf{Volume flow conservation} should be activated, because otherwise flow acceleration or deceleration may occur along the non-cyclic direction.} |
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240 | \item<5->{If turbulence recycling is not used, it may be neccessary to \textbf{continuously impose perturbations} on the horizontal velocity field in the vicinity of the |
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241 | inflow throughout the whole run, in order to maintain a turbulent state of the flow.} |
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242 | \end{itemize} |
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243 | \normalsize |
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244 | \end{frame} |
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245 | |
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246 | \section{Current Applications} |
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247 | \subsection{Current Applications} |
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248 | |
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249 | |
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250 | % Folie 10 |
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251 | \begin{frame} |
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252 | \frametitle{Current Applications of Non-Cyclic BCs (I)} |
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253 | \textbf{Cold air outbreaks} |
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254 | \par\bigskip |
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255 | \includegraphics[width=\textwidth]{non_cyclic_figures/cold_air_outbreaks.png} \\ |
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256 | \par\bigskip |
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257 | \tiny |
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258 | \textbf{Gryschka, M., C. Dr\"ue, D. Etling and S. Raasch. 2008}: On the influence of sea-ice inhomogeneities onto roll convection in cold-air outbreaks. Geophys. Res. Lett., |
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259 | \textbf{35}, L23804, doi:10.1029/2008GL035845. \\ |
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260 | \par\bigskip |
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261 | \textbf{Gryschka, M. and S. Raasch, 2005}: Roll Convection During a Cold Air Outbreak: A Large Eddy Simulation with Stationary Model Domain. Geophys. Res. Lett., \textbf{32}, L14805, |
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262 | doi:10.1029/2005GL022872. \\ |
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263 | \normalsize |
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264 | \begin{center} \uncover<2->{\textbf{Turbulence recycling has not been used!}} \end{center} |
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265 | \end{frame} |
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266 | |
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267 | % Folie 11 |
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268 | \begin{frame} |
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269 | \frametitle{Current Applications of Non-Cyclic BCs (II)} |
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270 | \textbf{Cold air outbreaks} |
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271 | \begin{center} |
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272 | \includegraphics[width=0.85\textwidth]{non_cyclic_figures/cold_air_outbreaks_2.png} \\ |
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273 | liquid water content (vertically intgrated) |
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274 | \end{center} |
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275 | \end{frame} |
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276 | |
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277 | \section{How to set up} |
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278 | \subsection{How to set up} |
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279 | |
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280 | % Folie 12 |
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281 | \begin{frame} |
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282 | \frametitle{How to set up non-cyclic runs with PALM} |
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283 | \begin{itemize} |
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284 | \item{\textbf{required} / recommended parameter settings:} |
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285 | \end{itemize} |
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286 | \par\bigskip |
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287 | \tikzstyle{box} = [rectangle, draw, text width=\textwidth, font=\small] |
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288 | \begin{tikzpicture} |
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289 | \node[box](inipar){ \begin{tabbing} |
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290 | \&inipar \= ....... \\ |
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291 | \\ |
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292 | \> \textbf{bc\_lr = 'dirichlet/radiation'}, (bc\_ns = 'dirichlet/radiation',) \\ |
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293 | \> \textbf{psolver = 'multigrid'}, \\ |
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294 | \\ |
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295 | \> initializing\_actions = 'set\_1d-model\_profiles', \\ |
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296 | \> conserve\_volume\_flow = .T., \\ |
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297 | \\ |
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298 | \> ...... / \\ \end{tabbing}}; |
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299 | \end{tikzpicture} |
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300 | \end{frame} |
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301 | |
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302 | % Folie 13 |
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303 | \begin{frame} |
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304 | \frametitle{How to set up turbulence recycling with PALM (I)} |
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305 | \small |
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306 | \begin{itemize} |
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307 | \item<1->{First, a prerun has to be carried out. The domain size of the prerun has to be large enough to capture all relevant scales of turbulence.} |
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308 | \item<2->{Restart data has to be output and output of instantaneous, horizontally averaged profiles has to be switched on and performed at the end of the run. |
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309 | This enables writing of profiles to the restart file, which can then be used by the main run.} |
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310 | \end{itemize} |
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311 | \tikzstyle{box} = [rectangle, draw, text width=\textwidth, font=\small] |
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312 | \onslide<2->{ |
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313 | \begin{tikzpicture} |
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314 | \node[box](inipar){ \begin{tabbing} |
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315 | \&d3par \= end\_time = 3600.0, \\ |
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316 | \> dt\_dopr = 3600.0, data\_output\_pr = 'u', \\ |
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317 | \> ....... / \\ \end{tabbing}}; |
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318 | \end{tikzpicture}} |
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319 | \normalsize |
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320 | \end{frame} |
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321 | |
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322 | % Folie 14 |
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323 | \begin{frame} |
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324 | \frametitle{How to set up turbulence recycling with PALM (II)} |
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325 | \small |
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326 | \begin{itemize} |
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327 | \item{The main run has to read the data from the precursor run (however, it is not a restart run!). This requires an extra activating string (e.g. turrec) in |
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328 | the file connection statement for restart data.} |
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329 | \end{itemize} |
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330 | \begin{center} |
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331 | \includegraphics[width=0.8\textwidth]{non_cyclic_figures/list_of_input_files.png} |
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332 | \end{center} |
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333 | \begin{itemize} |
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334 | \item<2->{The mrun-command to start the main run then has to look like \par\bigskip |
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335 | {\tt mrun ... -r \dq d3\# turrec\dq} \par\bigskip |
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336 | The main run is allowed to use a different number of processors and a different domain decomposition than the precursor run!} |
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337 | \end{itemize} |
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338 | \end{frame} |
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339 | |
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340 | \begin{frame} |
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341 | \frametitle{How to set up turbulence recycling with PALM (III)} |
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342 | \begin{itemize} |
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343 | \item{\textbf{required} / recommended parameter settings for the main run:} |
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344 | \end{itemize} |
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345 | \tikzstyle{box} = [rectangle, draw, text width=\textwidth, font=\footnotesize] |
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346 | \tikzstyle{box2} = [rectangle, draw, text width=0.4\textwidth, font=\tiny] |
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347 | \tikzstyle{line} = [draw, -latex'] |
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348 | \begin{tikzpicture} |
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349 | \node[box](inipar){ \begin{tabbing} |
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350 | \&inipar \= ....... \\ |
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351 | \\ |
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352 | \> \textbf{turbulent\_inflow = .TRUE.}, \\ |
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353 | \> \textbf{bc\_lr = 'dirichlet/radiation'}, \\ |
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354 | \> \textbf{psolver = 'multigrid'}, \\ |
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355 | \> \textbf{initializing\_actions = 'cyclic\_fill'}, \\ |
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356 | \> \textbf{recycling\_width = ...}, \\ |
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357 | \> inflow\_damping\_height = ..., \\ |
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358 | \> conserve\_volume\_flow = .T., \\ |
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359 | \\ |
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360 | \> ...... / \\ \end{tabbing}}; |
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361 | \uncover<2->{\node[box2] (horizontal_width) at (3,-0.6) {\textbf{Horizontal width of the recycling domain.}};} |
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362 | \uncover<3->{\node[box2] (vertical_extend) at (3,-2) {\textbf{Vertical extent of the recycling domain. If the precursor run simulated a convective boundary layer, |
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363 | information is automatically taken from the precursor data.}};} |
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364 | |
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365 | \path<2->[line] (horizontal_width.west) -- (-1.2,-0.4); |
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366 | \path<3->[line] (vertical_extend.west) -- (-0.4,-0.9); |
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367 | \end{tikzpicture} |
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368 | \end{frame} |
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369 | |
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370 | \section{Final remarks} |
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371 | \subsection{Final remarks} |
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372 | |
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373 | % Folie 16 |
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374 | \begin{frame} |
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375 | \frametitle{Final remarks} |
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376 | \begin{itemize} |
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377 | \item<1->{Non-cyclic boundary conditions and turbulence recycling method require extreme care with setting of the respective parameters.} |
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378 | \item<2->{So far, these methods have been applied only to a few special cases (cold air outbreaks). Other setups may require modifications.} |
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379 | \item<3->{Biggest problems are caused by gravity waves in capping inversions. Simulations with pure neutral stratification are expected to cause less problems.} |
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380 | \end{itemize} |
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381 | \end{frame} |
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382 | |
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383 | \end{document} |
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