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"Libdl", "Zlib_jll"] +git-tree-sha1 = "d7015d2e18a5fd9a4f47de711837e980519781a4" +uuid = "b53b4c65-9356-5827-b1ea-8c7a1a84506f" +version = "1.6.43+1" + +[[deps.nghttp2_jll]] +deps = ["Artifacts", "Libdl"] +uuid = "8e850ede-7688-5339-a07c-302acd2aaf8d" +version = "1.52.0+1" + +[[deps.p7zip_jll]] +deps = ["Artifacts", "Libdl"] +uuid = "3f19e933-33d8-53b3-aaab-bd5110c3b7a0" +version = "17.4.0+2" + diff --git a/docs/Project.toml b/docs/Project.toml index 0d0ac5d1..22f0f6e2 100644 --- a/docs/Project.toml +++ b/docs/Project.toml @@ -1,3 +1,4 @@ [deps] Documenter = "e30172f5-a6a5-5a46-863b-614d45cd2de4" GalerkinToolkit = "5e3ba9c4-dd81-444d-b69a-0e7bd7bf60a4" +Literate = "98b081ad-f1c9-55d3-8b20-4c87d4299306" diff --git a/docs/make.jl b/docs/make.jl index aa38ec1b..80769fb8 100644 --- a/docs/make.jl +++ b/docs/make.jl @@ -1,11 +1,21 @@ using GalerkinToolkit +using Literate using Documenter DocMeta.setdocmeta!(GalerkinToolkit, :DocTestSetup, :(using GalerkinToolkit); recursive=true) +src_dir = joinpath(@__DIR__, "src") +tutorials_dir = joinpath(@__DIR__, "src/tutorials") + +tutorials = ["poisson_tutorial.jl"] +for tutorial in tutorials + tutorial_jl = joinpath(@__DIR__, tutorial) + Literate.markdown(tutorial_jl, tutorials_dir) +end + makedocs(; modules=[GalerkinToolkit], - authors="Francesc Verdugo and contributors", + authors="Francesc Verdugo and contributors", sitename="GalerkinToolkit.jl", format=Documenter.HTML(; prettyurls=get(ENV, "CI", "false") == "true", @@ -14,6 +24,9 @@ makedocs(; ), pages=[ "Home" => "index.md", + "Tutorials" =>[ + "Poisson equation" => "tutorials/poisson_tutorial.md", + ], "Reference" =>[ "Mesh" => "reference/mesh.md", "Integration" => "reference/integration.md", diff --git a/docs/poisson_tutorial.jl b/docs/poisson_tutorial.jl new file mode 100644 index 00000000..e213896f --- /dev/null +++ b/docs/poisson_tutorial.jl @@ -0,0 +1,47 @@ +# # Poisson equation +# +# In this tutorial, we will learn +# +# - How to solve a simple PDE in Julia with GalerkinToolkit +# - How to load a discrete model (aka a FE mesh) from a file +# - How to build a conforming Lagrangian FE space +# - How to define the different terms in a weak form +# - How to impose Dirichlet and Neumann boundary conditions +# - How to visualize results +# +# +# ## Problem statement +# +# In this first tutorial, we provide an overview of a complete simulation pipeline in Gridap: from the construction of the FE mesh to the visualization of the computed results. To this end, we consider a simple model problem: the Poisson equation. +# We want to solve the Poisson equation on the 3D domain depicted in next figure with Dirichlet and Neumann boundary conditions. Dirichlet boundary conditions are applied on $\Gamma_{\rm D}$, being the outer sides of the prism (marked in red). Non-homogeneous Neumann conditions are applied to the internal boundaries $\Gamma_{\rm G}$, $\Gamma_{\rm Y}$, and $\Gamma_{\rm B}$ (marked in green, yellow and blue respectively). And homogeneous Neumann boundary conditions are applied in $\Gamma_{\rm W}$, the remaining portion of the boundary (marked in white). +# +# ![](../assets/poisson/model-r1-2.png) +# +# Formally, the problem to solve is: find the scalar field $u$ such that +# +# ```math +# \left\lbrace +# \begin{aligned} +# -\Delta u = f \ &\text{in} \ \Omega,\\ +# u = g \ &\text{on}\ \Gamma_{\rm D},\\ +# \nabla u\cdot n = h \ &\text{on}\ \Gamma_{\rm N},\\ +# \end{aligned} +# \right. +# ``` +# being $n$ the outwards unit normal vector to the Neumann boundary $\Gamma_{\rm N} \doteq \Gamma_{\rm G}\cup\Gamma_{\rm Y}\cup\Gamma_{\rm B}\cup\Gamma_{\rm W}$. In this example, we chose $f(x) = 1$, $g(x) = 2$, and $h(x)=3$ on $\Gamma_{\rm G}\cup\Gamma_{\rm Y}\cup\Gamma_{\rm B}$ and $h(x)=0$ on $\Gamma_{\rm W}$. The variable $x$ is the position vector $x=(x_1,x_2,x_3)$. +# +# ## Numerical scheme +# +# To solve this PDE, we use a conventional Galerkin finite element (FE) method with conforming Lagrangian FE spaces (see, e.g., [1] for specific details on this formulation). The weak form associated with this formulation is: find $u\in U_g$ such that $ a(u,v) = b(v) $ for all $v\in V_0$, where $U_g$ and $V_0$ are the subset of functions in $H^1(\Omega)$ that fulfill the Dirichlet boundary condition $g$ and $0$ respectively. The bilinear and linear forms for this problems are +# ```math +# a(u,v) \doteq \int_{\Omega} \nabla v \cdot \nabla u \ {\rm d}\Omega, \quad b(v) \doteq \int_{\Omega} v\ f \ {\rm d}\Omega + \int_{\Gamma_{\rm N}} v\ h \ {\rm d}\Gamma_{\rm N}. +# ``` +# The problem is solved numerically by approximating the spaces $U_g$ and $V_0$ by their discrete counterparts associated with a FE mesh of the computational domain $\Omega$. As we have anticipated, we consider standard conforming Lagrangian FE spaces for this purpose. +# +# The implementation of this numerical scheme in GalerkinToolkit is done in a user-friendly way thanks to the abstractions provided by the library. As it will be seen below, all the mathematical objects involved in the definition of the discrete weak problem have a correspondent representation in the code. +# +# ## Setup +# +# The step number 0 in order to solve the problem is to load the GalerkinToolkit library in the code. If you have configured your Julia environment properly, it is simply done with the line: + +import GalerkinToolkit as GT \ No newline at end of file diff --git a/docs/src/assets/model.geo b/docs/src/assets/model.geo new file mode 100644 index 00000000..1625d8fe --- /dev/null +++ b/docs/src/assets/model.geo @@ -0,0 +1,114 @@ +//+ +Point(1) = {0, 0, 0, 1.0}; +//+ +Point(2) = {1.5, 0, 0, 1.0}; +//+ +Point(3) = {1.5, 1, 0, 1.0}; +//+ +Point(4) = {0, 1, 0, 1.0}; +//+ +Point(5) = {0.095, 0.2, 0, 1.0}; +//+ +Point(6) = {0.63, 0.2, 0, 1.0}; +//+ +Point(7) = {0.3625, 0.675, 0, 1.0}; +//+ +Point(8) = {0.58, 0.5, 0, 1.0}; +//+ +Point(9) = {0.94, 0.5, 0, 1.0}; +//+ +Point(10) = {0.94, 0.86, 0, 1.0}; +//+ +Point(11) = {0.58, 0.86, 0, 1.0}; +//+ +Point(12) = {1, 0.39, 0, 1.0}; +//+ +Point(13) = {1.19, 0.39, 0, 1.0}; +//+ +Point(14) = {1.38, 0.39, 0, 1.0}; +//+ +Point(15) = {1.19, 0.2, 0, 1.0}; +//+ +Point(16) = {1.19, 0.58, 0, 1.0}; +//+ +Line(1) = {1, 2}; +//+ +Line(2) = {2, 3}; +//+ +Line(3) = {3, 4}; +//+ +Line(4) = {4, 1}; +//+ +Line(5) = {5, 7}; +//+ +Line(6) = {7, 6}; +//+ +Line(7) = {6, 5}; +//+ +Line(8) = {8, 11}; +//+ +Line(9) = {11, 10}; +//+ +Line(10) = {10, 9}; +//+ +Line(11) = {9, 8}; +//+ +Circle(12) = {12, 13, 16}; +//+ +Circle(13) = {16, 13, 14}; +//+ +Circle(14) = {14, 13, 15}; +//+ +Circle(15) = {15, 13, 12}; +//+ +Curve Loop(1) = {3, 4, 1, 2}; +//+ +Curve Loop(2) = {5, 6, 7}; +//+ +Curve Loop(3) = {9, 10, 11, 8}; +//+ +Curve Loop(4) = {13, 14, 15, 12}; +//+ +Plane Surface(1) = {1,2,3,4}; +//+ +Extrude {0, 0, 0.15} { + Surface{1}; +} +//+ +Physical Volume("volume") = {1}; +//+ +Physical Surface("triangle") = {55, 59, 51}; +//+ +Physical Surface("square") = {75, 63, 67, 71}; +//+ +Physical Surface("circle") = {79, 91, 83, 87}; +//+ +Physical Surface("sides") = {43, 39, 35, 47}; +//+ +Physical Surface("top") = {92}; +//+ +Physical Surface("bottom") = {1}; +//+ +Physical Curve("triangle") = {49, 50, 54}; +//+ +Physical Curve("square") = {61, 62, 66, 70}; +//+ +Physical Curve("circle") = {77, 82, 78, 86}; +//+ +Physical Curve("sides") = {38, 34, 33, 42}; +//+ +Physical Curve("triangle_c") = {23, 21, 22, 7, 5, 6}; +//+ +Physical Curve("square_c") = {24, 27, 26, 25, 8, 9, 10, 11}; +//+ +Physical Curve("circle_c") = {28, 31, 29, 30, 12, 13, 14, 15}; +//+ +Physical Curve("sides_c") = {18, 17, 20, 19, 4, 3, 2, 1}; +//+ +Physical Point("sides_c") = {18, 17, 4, 3, 26, 2, 22, 1}; +//+ +Physical Point("triangle_c") = {38, 7, 34, 6, 33, 5}; +//+ +Physical Point("square_c") = {45, 54, 10, 50, 9, 46, 8}; +//+ +Physical Point("circle_c") = {63, 61, 73, 68, 12, 16, 14, 15}; diff --git a/docs/src/assets/model.msh b/docs/src/assets/model.msh new file mode 100644 index 00000000..6a6b7115 --- /dev/null +++ b/docs/src/assets/model.msh @@ -0,0 +1,55594 @@ +$MeshFormat +4.1 0 8 +$EndMeshFormat +$PhysicalNames +19 +0 16 "sides_c" +0 17 "triangle_c" +0 18 "square_c" +0 19 "circle_c" +1 8 "triangle" +1 9 "square" +1 10 "circle" +1 11 "sides" +1 12 "triangle_c" +1 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index 00000000..59c2f3e8 --- /dev/null +++ b/notebooks/t001_poisson.ipynb @@ -0,0 +1,680 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Tutorial 1: Poisson equation" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "In this tutorial, we will learn\n", + "\n", + " - How to solve a simple PDE in Julia with GalerkinToolkit\n", + " - How to load a discrete model (aka a FE mesh) from a file\n", + " - How to build a conforming Lagrangian FE space\n", + " - How to define the different terms in a weak form\n", + " - How to impose Dirichlet and Neumann boundary conditions\n", + " - How to visualize results\n", + "\n", + "\n", + "## Problem statement\n", + "\n", + "In this first tutorial, we provide an overview of a complete simulation pipeline in GalerkinToolkit: from the construction of the FE mesh to the visualization of the computed results. To this end, we consider a simple model problem: the Poisson equation.\n", + " We want to solve the Poisson equation on the 3D domain depicted in next figure with Dirichlet and Neumann boundary conditions. Dirichlet boundary conditions are applied on $\\Gamma_{\\rm D}$, being the outer sides of the prism (marked in red). Non-homogeneous Neumann conditions are applied to the internal boundaries $\\Gamma_{\\rm G}$, $\\Gamma_{\\rm Y}$, and $\\Gamma_{\\rm B}$ (marked in green, yellow and blue respectively). And homogeneous Neumann boundary conditions are applied in $\\Gamma_{\\rm W}$, the remaining portion of the boundary (marked in white).\n", + "\n", + "![](../docs/src/assets/poisson/model-r1-2.png)\n", + "\n", + " Formally, the problem to solve is: find the scalar field $u$ such that\n", + "\n", + "$$\n", + "\\left\\lbrace\n", + "\\begin{aligned}\n", + "-\\Delta u = f \\ &\\text{in} \\ \\Omega,\\\\\n", + "u = g \\ &\\text{on}\\ \\Gamma_{\\rm D},\\\\\n", + "\\nabla u\\cdot n = h \\ &\\text{on}\\ \\Gamma_{\\rm N},\\\\\n", + "\\end{aligned}\n", + "\\right.\n", + "$$\n", + " being $n$ the outwards unit normal vector to the Neumann boundary $\\Gamma_{\\rm N} \\doteq \\Gamma_{\\rm G}\\cup\\Gamma_{\\rm Y}\\cup\\Gamma_{\\rm B}\\cup\\Gamma_{\\rm W}$. In this example, we chose $f(x) = 1$, $g(x) = 2$, and $h(x)=3$ on $\\Gamma_{\\rm G}\\cup\\Gamma_{\\rm Y}\\cup\\Gamma_{\\rm B}$ and $h(x)=0$ on $\\Gamma_{\\rm W}$. The variable $x$ is the position vector $x=(x_1,x_2,x_3)$.\n", + "\n", + " ## Numerical scheme\n", + "\n", + " To solve this PDE, we use a conventional Galerkin finite element (FE) method with conforming Lagrangian FE spaces (see, e.g., [1] for specific details on this formulation). The weak form associated with this formulation is: find $u\\in U_g$ such that $ a(u,v) = b(v) $ for all $v\\in V_0$, where $U_g$ and $V_0$ are the subset of functions in $H^1(\\Omega)$ that fulfill the Dirichlet boundary condition $g$ and $0$ respectively. The bilinear and linear forms for this problems are\n", + "$$\n", + " a(u,v) \\doteq \\int_{\\Omega} \\nabla v \\cdot \\nabla u \\ {\\rm d}\\Omega, \\quad b(v) \\doteq \\int_{\\Omega} v\\ f \\ {\\rm d}\\Omega + \\int_{\\Gamma_{\\rm N}} v\\ h \\ {\\rm d}\\Gamma_{\\rm N}.\n", + "$$\n", + "The problem is solved numerically by approximating the spaces $U_g$ and $V_0$ by their discrete counterparts associated with a FE mesh of the computational domain $\\Omega$. As we have anticipated, we consider standard conforming Lagrangian FE spaces for this purpose.\n", + "\n", + "The implementation of this numerical scheme in GalerkinToolkit is done in a user-friendly way thanks to the abstractions provided by the library. As it will be seen below, all the mathematical objects involved in the definition of the discrete weak problem have a correspondent representation in the code." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + " ## Setup\n", + "\n", + "Import the GalerkinToolkit library in the code:" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "import GalerkinToolkit as GT" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Computational mesh\n", + "\n", + "Load a FE mesh:" + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Info : Reading '../docs/src/assets/model.msh'...\n", + "Info : 95 entities\n", + "Info : 7475 nodes\n", + "Info : 40330 elements\n", + "Info : Done reading '../docs/src/assets/model.msh'\n" + ] + }, + { + "data": { + "text/plain": [ + "GalerkinToolkit.GenericMesh(…)" + ] + }, + "execution_count": 26, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "mesh = GT.mesh_from_gmsh(\"../docs/src/assets/model.msh\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Note that the file `\"model.msh\"` (which contains a FE mesh and information about user-defined physical boundaries) was generated by using the [GMSH](http://gmsh.info/) mesh generator. See the documentation of [GMSH](http://gmsh.info/#Documentation).\n", + "\n", + "Plot the mesh using [Makie](https://docs.makie.org/) and [GLMakie](https://docs.makie.org/stable/explanations/backends/glmakie#GLMakie) backend:" + ] + }, + { + "cell_type": "code", + "execution_count": 36, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/html": [ + "" + ] + }, + "execution_count": 36, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "using GLMakie\n", + "\n", + "# for a larger figures\n", + "#f = Figure(; size = (1500, 1500))\n", + "#lscene = LScene(f[1, 1])\n", + "#GLMakie.plot!(lscene,mesh,strokecolor=:black)\n", + "#f\n", + "\n", + "GLMakie.plot(mesh)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Computational domains\n", + "\n", + "Define the discrete solution space:" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "GalerkinToolkit.PhysicalDomain(…)" + ] + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "Ω = GT.interior(mesh;physical_names=[\"volume\"])" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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UmgaFB1BK2c56veac375923Ecxlin09F1vSxLSim8lWVZ/X5/b29vuVxyzqfTqed5jDHXdQkhgNCHgAJC6AFxHC8Wi9FotFgs4jher9eMsePjY9u24QLb7TZN0/l8LqVkjB0eHhqGIRXwvBrPUlFUUsElowCSvBI53MmTA73aZ0HbcYgGD3J2+v1+mqbn5+eTyYQxtl6vfd+HhyGEeDtFUQghJpMJADDGgiAwTRMQ+kBRQAg9QEophCjLUkoZRdFoNKKUwgWqqkqSJI5jSmm32w2CgBAiFfC8Gs9SUVRSwSWmAJKiFqC9vMk8a33U1oehR3UdHmAYRrfbjaJouVwmSXLnzp3BYGBZluu6hBB4GMuy+v3+3t7ecrnknE+nU9/3wzB0XZcQAgh9ECgghO6T53mSJKenp3meX7t2zfM8QghcIM9zvtNutw8ODjqdjqZpUgHPq/EsFUUlFTSEAqiV4nmV5NV3V9uRsd1ngW1ZRIPvoWlap9NxXTfLMtd1J5OJpmlhGAZBYJomPAwhxNvJ81wIMZlMNE0LwzAIAtM0AUAIYZqm4ziA0LtHASG0s1wuOedCiCAIDg8PsywLggAusFqt4jgWQoRheHR05DgOAEgFSV6NZ6koKqmgmRRAklcih39bJZ5Jjz1zEHhEg+8hpQSA/f19wzAWi0WSJNPpNAgCxli73dY0DR7Gtu3BYNDr9RaLRZIk0+nU9/0wDJMk6XQ6juMAQu8eBYSaTUqZZRnnfLPZMMaOj49t214ul0IIeICUcrFYxHG82WwYYzdv3rQsSyqopcrKejxLRVFJBUgB1FLxvHopr8KsvGbDQRQaVIc3bbdbpZSu64QQfyfP8yRJTk5ODMMIwzAIAkopPAwhxN/J81wIcffu3bOzs2eeecbzPNM0AaF3iQJCTVXXtRAijmMAiKJoNBpRSmGHEKKUklISQmBnu90KIeI4llJGUTQajSilUgHPq/EszcpaKiUVoO+hAHheJTm8lieHtB6EvtNqEQ3qutZ1nRACb7Jte39/v9frZVnGOZ9Op+GO4zhwAdu2B4NBFEWLxaKqqpdffjkIgjAM2+02IQQQemcoINQ8eZ5zzpMkabVa/X7f8zxCCNyHECKlhJ2yLJMkiePYNM29vT3f9wkhUgHPq/EsFUUlFaBHUwBJXgmAb69Tz1zdcKmra4ZhEELgrXRdD3fW6zXn/LXXXrNtmzHmeZ6u6/AwSinHcY6Ojuq6FkKcnp7quh7smKYJCL0dCgg1yXK55JwLIYIguHbtWrvdhochhCil1ut1mqZJkriue3h46LqupmlSAc+r8SwVRSUVoHdOAdRS8bz6P/OqY5BOXuVlZRoG0eBBzs5gMBBC3Lt37+zsLNyxbRveqixLSqmu65TSwWDQ6/WyLEuSZDqdBkEQhmG73SaEAEIXoIBQA0gpsyyL47goCsbYzZs3LcuCi61Wq3v37tV13e12j46OHMcBAKkgyavxLBVFJRWg90wBZJVcmOHs9dgz6bFvDfwO0eBBlNJutxtF0Wq14pzfunXL87wwDDudDiEEdsqyNE1T0zTYIYQEO3meCyFOT091XQ/D0Pd90zQBoQdQQOhSq6pKCBHHMSGEMRYEAaUULiClzLIsjuP1ek0pvXHjhuu6UkEtVVbW41kqikoqQB8IBVBLxfPqpaIK0+LIIUPmU12HB2ia5u4MBgMhxHQ6PTs7Y4wFQWCaZlmWlmXBA2zbHgwGvV4vy7IkSabTqe/7jLF2u61pGiD0JgoIXVJ5nvMdx3H29/c7nQ4hBC5Q17UQgnMupex2u1euXHnllVd0avC8Gs/SrKylUlIB+jAoBTyvkhy+u05GxnafBbZlEQ0eZJpmr9frdrvL5ZJzPp1OgyBYr9eMMbgAISTYyfNcCPHGG2/ouh6Goe/7pmkCQgAUELp0lstlHMdpmoZheHR05DgOXKwsS75jmmav1/M8jxBSb7eFbn5rmmVlLRWgj4ACSPJK5PBvq8Qz6bMdYz/0iQYPIoR4O3meCyFeffXVPM8JIb7vG4YBF7BtezAY9Hq9LMs459Pp1Pd9xli73dY0DVCDUUDospBSpmkax3FZloyx5557zjRNuNhms4njOEmSTqczGo1c1wUAqYDn1X+bpYJ0VFED+mgpgFoqnlf/nFfhorpmw5AFpkHhYWzb7vV68/m82+1mWTadToMgYIw5jgMXIIQEO3meJ0lycnJCKWWMeZ5nmibs1HVNKQXUGBQQevpVVZUkCeecEBJFke/7lFK42HK5nM/ni8UiDMMbN260Wi0AkApEUY1nqSgqqQA9XgqA51WSw2ub5NDYDkLfabWIBt+jrmspZbfbpZRuNhvO+e3bt23bZox5nkcphQvYtr2/v9/r9RaLBef87OzM933GWLvdnkwmtm33ej1AzUABoadZnud8x3Gc4XDoui4hBC4gpcyybD6fl2XJGBsOh6ZpSgW1VFlZj2epKCqpAD05FEBS1KKAb69Tz1xdd+l+0KG6Dm+qqso0TV3XAaDVah0cHPT7/TRNOefT6TQIAsaYbdtwAV3Xg508z5MkOTk5oZRmWXbt2jVAjUEBoaeQUmq5XMZxvFgswjA8OjpyHAcuVte1ECKOY03TGGNBEFBKpQKeV+NZmpW1VEoqQE8mBVBLxfMqyatgWV+z1D4LTMMgGpRlaZqmpmnwJkppFEWMsdVqlSTJK6+84rouY6zT6RBC4AK2be/v7/d6PSHE6enpycnJZrMJw7DdbmuaBuhSo4DQU0VKKYTgnJdlyRgbDoemacLFyrLkO5Zl9ft9z/MIIVIBz6vxLBVFJRU0B9GAaNpWKgVPJQWQ5JXI4V8WsWfSY98iZWmaJjxA0zR3p9/vCyGm0+nZ2VkYhkEQWJYFF9B1vd1u9/v9q1evZll2cnJCKWWM+b5vGAagS4oCQk+JsiyFEJxzQki32/V9X9d1uNh6veY7vu+PRiPXdQFAKuB5NZ6loqikguYgGvgm/eQgaGnqzj3+8kopeFopgFoqnlcvFZVLYADVYLulug4PY5pmr9frdrvL5ZJzPpvNfN9njLXbbUIIPCDPc8uy3J1+v79YLDjn0+nU9/0wDNvttqZpgC4XCgg98TabTRzHQgjXdYfDYafT0TQNLqCUWi6XcRwvl8swDI+Pj23bBgCpQBTVeJaKopIKmoNo4FvGJ/u+q2si4bfv3XPabUczVorAU04pWGxhCfb8NBkZ230W2JZFNHgQIcTbyfNcCHF6eqrrOmPM933DMOA+eZ7btg07uq4HO5vNJkmSk5MTwzDCMPR93zAMQJcFBYSeVEqpxWLBOV8sFmEYHh0dOY4DF5NSZlk2n8/LsoyiaDgcmqYJAFKBKKrxLBVFJRU0B9HAt4xP9n3PICJJXj0/t2376tWrrusO6u3fvR5v6i08/RRAklcih39bJZ5Jn+0Y+6FPNHgo27YHg0Gv18uyjHM+nU6DIAjDsN1uw06e567rwlu1dnq93mKxSJJkOp0GO+12W9M0QE85Cgg9ebbbbZqmcRzXdc0YGw6HpmnCxeq6FkLM53NCSBRFvu9TSqWCWqqsrMezVBSVVNAcRAPfMj7Z9z2DZGn66vk5pfTKlSue58FOi+rPH4TfPJlLBZeDAqil4nn1z3kVLqprNgxC3zQMosGDCCHBzmazSZLkzp07lmUxxjqdTp7n3W4XHoZSGu6s12shxMnJiWEYYRj6vm8YBqCnFgWEniRlWSZJwjmnlEZR5Pu+rutwsaIokiSJ47jVau3v73uep2maVMDzajxLs7KWSkkFjdKi+vMHoW/qiyy7fXIOAIPBwPd9TdPgPoFlBJbB8wouFwXA8yrJQc9iz6TPBXbPc4kGD9Xa6fV6WZZxzk9PT4UQw+EQHsnZ6fV6WZYlSTKdToMgCMOw3W4DegpRQOjJsNls4jhOkqTT6Vy5csV1XU3T4GLr9TqO4yRJgiC4evWq67oAIBUkeTWepaKopIKmIRp0DP0/HUbVevXa6Xld171eLwgCQgg8gGjw/EH4d6/Hm3oLl44CqKXiefWtWRWK/LpL94MO1XV4GEop25nP51mW3blzx3VdxpjneYQQuACllO2s12shxOuvv26aZrBDKQX09KCA0GOllFosFnEcr1arMAxv3LjRarXgYkqpxWIRx/FqtWKMHR8f27YNAFKBKKrxLBVFJRU0DdGgY+g/sB8aVXF28nqe53t7e4wxXdfhYi2qv3g1+rvX4029hUtKKeB5leRVsKyvWWoQ+pZpEg0eihAyHA6vXLmSZdn5+fnZ2VkYhkEQ2LYNF3N2er1elmVJkkyn0yAIwjBst9vwJqWUpmmAnkgUEHpM6rrOsmw+n0spGWNXrlwxDAMuJqUUQnDOq6qKoujg4MA0TQCQCkRRjWepKCqpoGmIBp5J/8MgsLbVvend5XK5t7c3Go0opfAOtKj+/EH4zZO5VHCJKYAkr0QO+oJ7Jj32rYHfIRp8jzzPbds2TbPb7TLGlstlkiS3bt3yPI8x5rouIQQuQCllO+v1Wghx584dy7LCMPR9n1J6cnLiOM7e3h6gJw8FhD5yZVlyzpMkMQyj2+0GQUAIgYvVdc13CCHdbtf3fV3XpYJaqqysx7NUFJVU0DREA8+k/2EQ2Gob35veFaLb7Q6HQ9M04d0ILCOwDJ5XcNkpgFoqnlcvFVWYFkcOGTKf6jq8Kc/zIAhghxDi7RRFIYSYTCaapjHGfN83TRMu5uz0er0sy5IkOTs7C4IgSZIoigA9kSgg9CGTUhJCYGe9XnPOkyTpdDqHh4ftdlvTNLhYnud8x3Gc4XDoui4hRCrgeTWepVlZS6WkgqYhGvgm/eQgcDQVz89P45gxdnx8bFkWvHtEg+cPwr97Pd7UW2gGpYDnVZLDd9fJId0Oo8C2LA1Unue2bcNbWZbV7/f39vayLOOcT6fTIAjCMGy325qmwQUopWxnvV6fn5+fnZ21Wq29vT3P8yilgJ4kFBD6ME0mEwAYDAbL5XI+n6/Xa8bYs88+a9s2PNJ6vZ7P50KIIAieeeaZdrsNAFIBz6vxLBVFJRU0ENHAN+knB0GbQMLjyXzued7x8bFt2/A+tKj+/EH4zZO5VNAcCiDJKwHw7XXimfSaDVVdm6YJD0MICXbyPE+S5OTkxDTNMAx936eUwsUcx2GMPfPMM3t7e5zzyWQSBAFjzHEcQE8GCgh9mCil0+l0uVxKKaMoOjw8NAwDLqaUWiwW8/l8vV4zxo6Pj23bBgCpQBTVeJaKopIKGoho4FvGJ/u+q2si4a/eu9dut4+OjhzHgQ9CYBmBZfC8goZRALVUPK+SHCwj8GKxH/qmYRANHsq27f39/b29vSzLOOfT6TQMwyAIHMeBC6zXa9d12c56vU6S5LXXXrMsizHmeR6lFNBjRQGhD0dRFEmSnJ6ertfrT3ziE57nEULgYtvtNk3TOI632y1j7PDw0DAMAJAKRFGNZ6koKqmgsQ46rQPXWqViEs8t2xqNrnY6LnxwiAbPH4R/93q8qbfQSAogJ8Z/FdW/ZLFn0ucCu+e5RIOHopSynfV6zTm/ffu24ziMsU6no+s6vNV6vQ6CAHacnX6/n2UZ53wymYQ7juMAekwoIPRBW6/XcRwnSeL7/rVr187Pzz3PI4TABaqqSpKEc67rehRFQRAQQgBAKhBFNZ6loqikgoa7u9icLXOllK53tJokad6TxKG6Y+g21WGHaBrR4D1rUf35g/CbJ3OpoLEUQC0Vz6tvzapQ5Ndduh90qK7DBZydfr+fpun5+flkMmGMBUFg2zbsSCk3m83+/j7ch1LKdtbrNef89u3btm0zxjzPo5QC+mhRQOgDIqVcLBZxHK/Xa8bY8fGxbdt1XU8mk+12SwiBB+R5znfa7fZwOOx0OpqmSQW1VFlZj2epKCqpAP13UoFUCgC2oIOC01U1WadE02DHprpj6A7VWctwqO4Yuk112CGaRjR4hwLLCCyD5xU0nlLA8yrJq2BZXzXlIPRtyyIaPJRhGN1uN4qi1WrFOb9165bneYwx13WLogAAy7LgYZydwWCQZRnn/OzsLAiCMAwdxwH0UaGA0PtW17UQgnMupYyiaDRDVYhcAAAgAElEQVQaUUphhxBCKa3r2jAMuM9qtYrjWAgRhuHR0ZHjOAAgFSR5NZ6lWVlLpaQC9AhSgVQKdpZlvSxrADjJgGga7NhUdwzdoTprGQ7VHUO3qQ47RNOIBg8iGjx/EP7vr8/zWgICUABJXokc/nWZeCY99q2B3yEaPJSmae7OYDAQQkwmEwDQdd0wDEIIXIxSynbW6zXnHNBHiwJC70NRFJzzJEksy+r1ep7nEULgPoQQ0zSrqmq1WgCglFosFvP5fLPZMMaOj49t2wYAqUAU1XiWiqKSCtB7JhVIpWBnWdbLsgaAkwyIpsGOTXXH0B2qs5YBAN2WaVMddoimEQ1aVP8f+t7/MRFKAfp3CqCWiufVS0UVpsUzLW0Q+galRIOHMk2z1+t1u93FYnHr1q08z23bZoy1221N0+Bizg6gjxYFhN6T1WoVx7EQIgiC0Wjkui5cwDCMsiy3222apvP5XEoZRdFoNKKUAoBUIIpqPEtFUUkF6MMgFUilYGdZ1suyBoCTDIimwY5NdcfQHapf9Wy5Wd25x0FrA3qAUsDzKslBT+eeSX9gr+07LbgAIcTfuXr16na7PTk5MQwjDMMgCCilgJ4YFBB6N6SUWZZxzjebTRiGx8fHtm3DI2maNp1O7927ZxjG3t6e7/uEEACQCkRRjWepKCqpAH3EpAKpFOwsy3pZ1gBwkq01AKm1FaALKYBaKp5X/2XCr5vbiLF2u61pGjygrus8z4MgME2z1+tlWcY5n06nQRAwxhzHAfQEoIDQO1PXtRAijmMAiKJoNBpRSuGR8jznnN+9e1fTtI997GOdTkfTNKmglior6/EsFUUlFaAnh1SA3rlcEWroJycnhmEwxnzfp5TCffI8N03TMAwA0HU93Fmv15zz1157zbZtxpjnebquA3p8KCD0dvI855wnSdJqtfr9vud5hBB4pOVyyTkXQjDGrl+/LoTwPE8qSPJqPEuzspZKSQUIPdVq0Pr9/qC3l6Yp53w6nYY7rVYLdjabTavV0jQN7uPsDAYDIcR8Pj87Owt3bNsG9DhQQOhiy+WScy6ECILg2rVr7XYbHklKmWUZ53yz2URRdPPmTcuy8jw/v3cvXhf/cm8hikoqQOhysKkOALqus53VapUkyauvvuq6LmOs0+ms12vHceBhKKXdbjeKotVqxTm/deuW53lhGHY6HUIIoI8QBYQeIKXMsiyO46IoGGM3b960LAseqa7rNE3jOJZSdrvd0WhEKQUAqWBRqxPde/WUSwUIXSaeSYmmwZvaO71eTwgxnU7Pzs7SNL158yZcTNM0d2cwGAghNpuN7/uAPloUELpPVVVCiDiOCSGMsSAIKKXwSGVZJkkSx7Fpmr1ez/M8QggASAWiqMazNCkqpVFQgNBlQjQY+S2iwfcwTbPX63W73TiOJ5PJnTt3ut1uGIbtdhsuZppmr9eTUgL6yFFAaCfPc77jOM7+/n6n0yGEwCNtNps4joUQruseHh52Oh3YkQpEUY1nqSgqqQChS4lommvocAFCiGmah4eHBwcHQog7d+5YlhVFked5uq7DBQghgD5yFFDjLZfLOI7TNA3D8OjoyHEceDvL5XI+ny8WizAMr1+/3mq1AEAqkEplZT2epaKopAKELjEp5elrt/ciFgSBYRjwgM1m02q1nJ1er5em6b17987OzhhjQRDYtg3oyUABNZWUMk3TOI7LsmSMPffcc6ZpwiNJKbMsi+O4KArG2HA4NE0TAKQCUVTjWZqVtVRKKkDo0qOgdF1fLBaz2SwIAsaY4zhwn/V6HQQB7FBKoyhijK1WK875rVu3fN9njLmuq2kaoMeKAmqeqqqSJOGcE0KiKPJ9n1IKj1TXtRAijmMAiKIoCAJKKQBIBaKoxrNUFJVUgFBz/N/f+sf/+Xf+1//pZ37ms5/9LADcvn3bcZwoijzP0zRNSrnZbIbDIdxH0zR3p9/vJ0lyenqq6zpjLAgCSimgx4QCapI8z/mO4zjD4dB1XUIIPFJZlnzHNM1+v+95HiEEAKQCUVTjWSqKSipAqFmU+oGjKy//4A/+wR/8wR/+4R9++tOf/vmf//mPf/zjZ2dn0+k0iiLTNDVNM00THsayrMFgsLe3l2UZ53w6nTLGgiBwHAfQR44CagCl1HK5jON4sViEYXh0dOQ4Dryd9XrNOU+SpNPpjEYj13VhRyoQRTWepaKopAKEGojq5MVP/fD/+OM/Mh6P/+zP/uxrX/vaV7/61R/7sR/74he/+OKLL2ZZdn5+TggpiqLVasEFdF0Pd9brNefctm1AjwMFdKlJKYUQnPOyLBljw+HQNE14O4vFIo7jxWIRhuGNGzdarRYASAVSqaysx7NUFJVUgFCT2VTXNO2TO7/+67/+9a9//Stf+cqv/Mqv3Lx583Of+9yP/uiP7u3tffe7322321EUua5LCIELODuAHhMK6JIqy1IIwTknhHS7Xc/zKKXwSFLKLMvm83lZloyx4XBomiYASAWiqMazNCtrqZRUgFDD2VSH+wyHw1/7tV/7pV/6pb/5m7/58pe//Hu/93vf+MY3PvnJT37uc5/7vu/7vslkQghhjAVBQCkF9IShgC6dzWbDOU+SxHXd4XDY6XQ0TYNHqutaCDGfzwkhURT5vk8pBQCpQBTVeJaKopIKEEL/zjMp0TR4K8dxPvOZz7zwwgt/+7d/+w//8A9/+Zd/+cd//McvvvjiL/zCL/z4j/94lmXT6ZQxFoZhq9UC9MSggC4LpdRiseCcLxaLMAyPjo4cx4G3UxRFkiScc9u2B4OB53mEEACQCkRRjWepKCqpACH0/yEajPwW0eB7SClns1kcxy+++OLP/MzPfOlLX/qLv/iLP/3TP/3FX/zFj3/845///Oc/85nPSClfffXVTqfDGHNdlxAC6HGjgJ5+2+02TdM4juu6ZowNh0PTNOHtrNdrvhMEwWg0cl0XdqQCUVTjWSqKSipACH0PommeSeGt8jy/e/cuANy4ccO2bQAYjUZf+tKXfvmXf/mv/uqvvvzlL//2b//27//+7//0T//05z//+W63O5lMCCGMsSAIKKWAHh8K6GlWlmWSJJxzSmkURb7v67oOj6SUWiwWnPPlcskYOz4+tm0bAKQCqVRW1uNZKopKKkAIXcSmOtyHcz6ZTKIo6vf7hBC4T6fT+dmf/dnPfvazL7300le+8pWvf/3rf/RHf/STP/mTX/ziF3/kR34kTdPpdMoYGw6HgB4TCujptF6vOedJknQ6nStXrriuq2kaPJKUMk3TOI7Lsux2u8Ph0DRNAJAKRFGNZ2lW1lIpqQAh9Ag21eFNdV1Pp9Msyw4PD33fhwvouv6fdn7jN37ja1/72le/+tXPf/7zP/iDP/iFL3zhp37qp8IwBPT4UEBPFaXUYrGI43i1WoVheOPGjVarBW+nruskSeI4JoR0u13f93VdBwCpQBTVeJaKopIKEELvhGdSomkAsFqt7t69a5rmjRs3TNOEd+D69eu/+Zu/+au/+qvf+MY3vvzlL//Wb/3W7/7u7/71X//1zZs3AT0mFNBToq7rLMvm87mUkjF2cHBgmia8naIo+E6r1drf3+90OoQQAJAKRFGNZ6koKqkAIfQOEQ2OI5docO/evbOzs8FgsLe3p2kavBtBEHzhC1/4uZ/7uX/8x3/8kz/5k5s3bwJ6fCigJ15ZlpzzJEkMw+h2u0EQEELg7azX6ziOkyQJguDatWvtdht2pAJRVONZKopKKkAIvXMagCMrR1Ovv/56nudHR0eu68J7RSn9iR1AjxUF9ARbr9d8x/O8w8PDdrutaRo8klJqsVjEcbxarRhjx8fHtm3DjlQgimo8S0VRSQUIoXfFpqS7jts6vPz/fJsxdv36dUopoKcfBfTkkVIul8v5fL5er8MwPD4+tm0b3o6UUggRx3Fd11EUXblyxTAMAJAKpFJZWY9nqSgqqQAh9G7ZOvmJwyieFicnJ4ZhVFW1XC49zyOEAHrKUUCP23K5XK/XvV4PAOq6TtM0jmMpJWPs8PDQMAx4O1VVJUnCOdd1PYoi3/d1XQcAqUAU1XiWZmUtlZIKEELvFtHApeQ/9juz0xMp5Q/90A8ZhiGEmM1m5+fnjLEgCCilgJ5aFNDjRgiZz+edTidNU865aZq9Xs/zPEIIvJ08z/mO4zjD4bDT6WiaBgBSgSiq8SwVRSUVIITeG5uSTx0w2Czv3nktDMPBYEAIAYBut8sYy7JsPp+fn5+zHdM0AT2FKKDHbbvdzufz9Xq9t7c3Go1c14V3YLVaxXEshAiC4OjoyHEc2JEKRFGNZ6koKqkAXW5Eg8AyRr7znXi5qbeAPlC2Tl44CNP4PE3Tg4ODIAjgPoSQYGe5XM7n8+985zthGDLGHMcB9FShgB4TKeVisYjjeL1et1qtg4OD/f19eDtSyuVyOZ/PN5tNGIbHx8e2bcOOVCCKajxLRVFJBehyIxoElvGJvh9YBtFg37VeupuIopIK0PtHNGjr2g/12pOTO4ZhXL9+3bIsuIC7s9ls4ji+ffu267pRFLmuq2kaoKcBBfSRq+taCME5l1JGUTQajeI4LssSHmm73aZpOp/PpZSMsdFoRCkFAKlAKpWV9XiWiqKSCtCl16L68wdhYBlEg3/XovoLo64oqvEsFUUlFaD3zKbkUwdsu0xPX7s9GAz29vY0TYO302q1rly50uv1kiR54403TNOMosj3fUIIoCcbBfQRyvM82bEsq9freZ5HCAEAx3GSJFFKaZoGDyjLUggRx7FhGN1uNwgCQggASAWiqMazNCtrqZRUgC49okFgGc8fhC2qw1sRDZhtvDDqiqIaz1JRVFIBeleIBh1D/+GBn5yfrdfro6Mj13Xh3TBNs9/vR1GUpum9e/eUUowxQE82CugjsVqt4jgWQgRBMBqNXNeF+7RarbIsq6oyTRPuk+c532m32wcHB51OR9M0AJAKRFGNZ6koKqkANQHRILCMT/T9wDKIBhchGjDbeGHUFUU1nqWiqKQC9E7YlHzqgNEyv/v6a47j3Lhxg1IK7wmlNIqiMAyVUoCeeBTQh0lKmWUZ53yz2YRheHx8bNs2PIBS6jjOer02TRN2lssl51wIEYbh0dGR4ziwIxWIohrPUlFUUgFqAqJBYBmf6PuBZRAN3gmiAbONF0ZdUVTjWSqKSipAj2Dr5CcOo2US3z0/39/f73a78L4RQuA+0+m03W7HcXzt2jVATxIK6MNR17UQIo5jAIiiaDQaUUrhYo7jrNdrz/MWi0Ucx5vNhjF28+ZNy7JgRyoQRTWepaKopALUEC2qP38QBpZBNHi3iAbMNl4YdUVR/ee7PK8loAcQDVxK/mO/Mzs9kVJev37dcRz4EGy329deey1N07Ozs49//OOu6wJ6MlBAH7Q8zznnSZK0Wq1+v+95HiEE3o5t23fu3Fkul1LKbrc7Go0opbAjFYiiGs9SUVRSAWoIokFgGc8fhC2qw/tANGC28ROH0Tdfm+agK0D/P5uSTx0wbbOavH4nCIJ+v6/rOnw4Dna+/e1vX716td1uA3piUEAfnOVyyTkXQgRBcO3atXa7De9AVVWc89lsxjk/PDyMoogQAm+SCv7zXX6+LqQC1BBEg8AyPtH3A8sgGrx/y+VyNpsdaVsn6n13WYuikgoajmjQMfRPDcM0vieEGA6HQRDAh+9jH/sYoCcMBfS+SSmzLIvjuCgKxtjNmzcty4J3IM/zOI6TJHFd99q1a6Zp2rZNCIG3KrdSKkAN0aL68wdhYBlEg/evqqp79+7Fcdzv97vdLiHkgIEoqvEsFUUlFTRTi+rPH4TWtjp743VCyNHRkW3bgJqKAnofqqoSQsRxTAiJosj3fUopvAPL5TKO4zRNGWNHR0eO4wBAmqar1arT6cB9iAbHkfvPk0QqQJcb0SCwjOcPwhbV4YPAOZ9Op47jPPvss7Ztww7RgNnGC6OuKKrxLBVFJRU0ik3Ji1ejdSpuTyZ7e3u9Xo8QAqjBKKD3ajKZcM4dx9nf3+90OoQQeDtSyizL4jguioIx9txzz5mmCW9qt9tCCHiARxTRNKkUoEuKaBBYxif6fmAZRIP3b71eT6fTsiyHw2EQBPAAogGzjRdGXVFU41kqikoquPSIBh1Df34/uDe5u16vr1696nkeoMajgN4r13WDIHAcB96Buq6FEJxzpVQURUEQUErhrRzHmUwm2+1W13XYWa/X8/mci1RaEYAG6NIhGgSW8Ym+H1gG0eD9q+t6Pp+fn5/3er3RaEQphYsRDZhtvDDqiqJ66W6yqbdwebUoef6AGVVxeue24zjXr183DAMQAqCA3ivP8+AdKMuS75im2ev1PM8jhMDDmKZJCCmKwnGcLMviOF6tVoyx42efXc2Xs3UF6HJpUf35gzCwDKLBB0IIMZ1OTdO8ceOG4zjwzhANmG28eDV66W4iikoquHxsnfzEKFom/HQ6HQ6H3W4XEHoTBfRIm82m1WrBe7LZbOI4TpKk0+mMRiPXdeGRCCGtVms6nUopy7LsdrtXrlwxDAMAngnh3iaRCtClQTR4/iBktgEfhDzPZ7PZarUaDAZhGGqaBu9Si+ovjLqiqMazVBSVVHA5EA1cSn544M9O36iq6saNG47jAEL3oYAucHp6CgCe57VaLXiXlsvlfD5fLBZhGP6/7cFbjOPofSj4Pz9+/EhRFEVSd4qSqiR1zcTH0ztnNzNVO5lMFxDkIX4xEOfBQAAjMPIcIMDBPgVBHvKS5CUBFrkgNoIYCZA8JEgeYmCx9k67x8ebmsQ55+ycGLanpy4SdaOoS6lUEkVR5PHWYgB7PT1d3V3dLZX+v1+9Xo/FYvA4QRCcn5+7rut53s/8zM9omkYphY+pjBKOC6MIthvhgHAcfKowisIINoK/CsMICAfPIgxD13Udx9F1/c6dO4IgwNMiHBiS8E45PV4sj1qjebCCDSdRclA0uPmlfXqsqmqpVKKUAkI/iQL6Kb7vX1xcNBoNSZISiQRcWxiGk8nEdV3f9w3DME2TMQaPs1wuR6PRYDAQBKFYLI7HY8MwCCHwYyTKw/bhAAgAx3GSwANAOsYSjAo8BwCMEFWkEuXhihesJovAD0MAWK6iCz9w5z4AeMEKAFZhFMHaCSP459ZQE4W7uaQmCoSDpzCZTLrdLiFkZ2dHURS4CYQDldGSGvvhcAobi3CgCvx+0Th3neFwWCwWdV0HhD4JBfRTZrOZ67qU0nQ6TSmFawiCYDweDwYDjuMMw9A0jVIKj7NYLAaDwWg0kmW5WCwmEokwDIfDoe/7kiTBT5IoP/UDuO04DghAFEUJEkrLeUYWdcPQlTgAEI4jHHwihVGFUfhYGEEYRQDgBasfOXEGg5Be+EEEXARrJIxg6C0fNFxNFPaLeozycG2+7/d6vfPz83w+bxgGIQRuyDxYHbVG48USNlaM8vtFXQqDduOUEFKv1yVJAoQegQL6KZIkJa/k83l4HN/3h1dEUczlcqqqEkLgcWaz2fCKpmm7u7uyLMMVnudlWZ7NZpIkwY/hIFIZnfoB3F6EA4XnXs2o1Lt0XVdmUrZQUBQFnhzhgHAcACiMAtDXK+bFxbTV6QS80PDJkhcigDCCNRFGMPSW988G+0VdEwXCwacLw3A4HPZ6PVVV9/b2GGNwQ8IIxovlUWs0D1awsSRKDiup+eT8uN1Op9PZbJYQAgg9GgX0UyRJyufzcD2TyWSxWJTLZUVR4Bqm06nrutPpVNf1vb09SZLgJ8myPJvNDMOAK2EYTiYT13VJABwXj+C2IRwQjpN57j/mtWg+ddsNQRDKVlFVVbg5iYSyF685jrO6dDJ6TlS1/9o7v1iuwgjWxDxYPWi4mijczSU1USAcfKLpdNrtdsMwLJVKqqrCzZkHq6PWaLxYhhFsKMJBQuD3C5rbaU+n03K5rKoqIPQ4FNCz0TQtnU7D44RheHFx4bruYrEwDMM0TcYYfBJZljudTnRlPB67rhtFka7rZ//+PSjcAY7AbUE40EThbi6ZEPiLyblrnwFAPp9PJpMcx8FNI4Tk83lVVdvt9uXF5M18YSmI/607PveDMIJ1EEYw9JYPGq4mCvtFPUZ5+DFBEDiOMxgMcrlcOp0mhMANCSMYL5ZHrdE8WMHGilGyXzSE5aLdOGWM1Wo1xhggdA0U0LOhlMKnCsNwPB67rhuGYTqd1jSNUgqPFovF5vN5t9s9Pz/neV7TtH/913/96le/+u6DB//7//F/S/E4bD7CgSYKd3NJTRSmF5Mz21mtVplMRtd1juPgeZJluVar9fv909OTVCr1c8XsdBUdtUbzYAXrIYxg6C3vnw32i7omCoSDHxkOh91uV5blO3fuSJIEN2cerI5ao/FiGUawuSSe3CunpqOh3e0WCoVMJgMIXRsF9Di2bedyOUEQ4AkFQTC8wvN8Op3WNI0QAp9quVwOh8PBYEAIyeVy3/72t7/yla9885vfrFar/9t/+k/B+QDicdhkhANNFO7mkpoozC6nJ62G7/uZTMYwDEIIvBAcx2WzWVVVO53O8UcPTdM8rKT+r9P+YhXB2pgHqwcNVxOFvaTojVx/sTBNU9M0uDlhBOPF8qg1mgcr2FiEgwQlb+STTsv2fb9Wq8XjcUDoSVBAj+a6bhiGw+FQlmXDMODafN8fDoeDwSAWi5mmmUgkOI6DT+X7/uBKPB5Pp9Pf+c53/uZv/ua999577bXX/uAP/uCLX/xiLpdrT73326Mwgg0Vo/x+UddEYT67bJy1Li8vM5mMYRiUUnjhJEna3d0dDofNZjOZTL5uJN7vzyJYI2EEQ295tFjGgL29U1QkBjckjGC8WP4/vfPxYhlGsLkkSg6KBr+Y26fHqqqWSiWe5wGhJ0QBPUIQBD/4wQ84jqOUiqIYBAGlFB5nPp8PBoPRaKSqaqVSURQFHsfzPNd1R6NRMpnUNO3rX//6X//1X/f7/VQq9ad/+qdf+MIXDMOAKyqjhOPCKIINJPHksJKCpW83O5PJJJ1OF4tFQRDgpTIMQ5KkH/7wh+3RcVSoA8fBmokimAF50BodFA1NFAgHz2gerI5ao/FiGUawuQgHKqP7pj4Z9AeDgWmahmEAQk+FAnqEyWSSSCTS6bTnefF4HB5nOp0Oh8PxeGwYRr1ej8Vi8Diz2cx13fF4bBhGIpH4+7//+7/4i7/493//93feeec3f/M3X3/99VdeeUVVVfiYRHnYQBwHcQJvFhKDbmc4HKZSqb29PcYYvGxRFI1GI8dxYonkQjCA42BdeUH4oOFqonA3l9REgXDwFMIIxovlUWs0D1awyWKU3y/qUrTqNM8AoF6vS5IECD0tCugRVFV95ZVXRFGEa2i326PRKJVKvfrqq4wxeJzpdOq67nQ6NQwjFot97Wtf+8u//MuTk5Nf/MVf/J3f+Z1f+qVfkiRpOByenp6applOp+FjEuWnfgCbgxF4M59cXowbHz00DGNvb0+SJFgD0+m02+0Gq5Wcyv63oRdRDtZbGMHQWz5ouJoo7Bf1GOXhScyD1VFrNF4swwg2mkTJYSU1n5wft9upVCqXyxFCAKFnQAE9Ar0C12MYRjabpZTCp4qi6OLiwnVdz/MMw5jNZn/8x3/8V3/1V47jfO5zn/ujP/qjX/iFXxAEAa4YhsEYs23b8zzTNMmPcJzK6NQPYENQCO/GeefsOJFI1Ot1WZZhDXie5zjOxcVFMpX54Nz3hosIONgQYQRDb3n/bLBf1DVRIBw8VhjBeLE8ao3mwQo2GeEgIfD7BW3Q7Uwmk3K5rKoqIPTMKKCbIEkSfKowDCeTieu6y+UylUqdn5//3u/93t/+7d9eXl5+/vOf//Vf//W3336bEAI/SVGUarVq2/bp6allWYyxvZTSvfTCCNafAFFldbFaiDs7O4qiwBoIgqB/xUilMuXd97vnPvCwgebB6kHD1UThbi6piQLh4FHmweqoNRovlmEEGy1G+f2izgK/3ThljNXrdcYYIHQTKKBrm81msizDEwrDcDweu64bRVEqlXr48OEf/uEf/t3f/R0A/Mqv/MqXv/zlN954g+M4eATG2M7OTrvdPj4+LpVKmhzXRGHoLWHt5chyp2CqqgprIAzD4XDoOE5MltPl3f/uTi8vz6MINlcYwdBbPmi4mijczSU1USAc/LgwgvFiedQazYMVbDiJJ4eV1HQ0PO508vl8JpPhOA4QuiEU0DW0Wi2e5yVJkmUZri0IgvF47Louz/OpVOqDDz743d/93X/8x39UFOVLX/rSr/3ar929exeugRBiWVa/3z8+PrYsa7+o/58fdQMgsN56oVBnsTACwsHLNZlMer1eGEWJnPm9weXMmUYR3A5hBENv+aDhaqKwX9RjlIcr82B11BqNF8swgo3GAUiw+jlT79lN3/er1aqiKIDQjaKAPtVyuRyNRrZtz+fzbDYbj8cFQYDHWS6Xw+FwMBiIopjJZN5///2vfvWrX//617PZ7G/8xm986Utf2tvbgyeUyWQYY41GQxCE3YhrMs0LQlhjS+AeNFxNFO7mkpooEA5evNls5jjO5WwmG5nvny88dx4BgVsnjGDoLe+fDfaLusroxA+OWqN5sIINJ1GSng2SIj19+ENd16vVKqUUELppFNCnury8bLfbURRZlqWqqiAI8KkWi8VwOBwMBoqiZLPZ995778///M+/8Y1vVKvV3/qt3/rVX/3VSqUCTyUIAt/3wzB0HCedTv+8qb3XGnurENZYGMHQWz5ouJoo3M0lNVEgHLwYvu/3XbfvDuJGukF47zyIgIdbbR6sHjRcwnFhFIURbDTCgcrovqkPuouTkxPGWCaTCcMQEHoOKKBPpWnaZz7zmV6vVyqV4HFs2x4Oh5qmZTKZb3zjG1/5ylfee++9z372s7//+7//xS9+MZ/Pw1MJgmA4HLquK4ri7u6uJEntdrvXar5VMP9zZ7JYRbDewgiG3vJBw9VE4cF4jCEAAB+JSURBVG4uqTJKOI5w8JwEq5U7GLbc4YCpMzEVXULEUdgOYQRhFMGGi1F+v6hL0aprN8IwfPPNN6Mochznww8/zGQyhmFQSgGhm0Nh6333u9+1LCuXy8EjMMZKpRJcg6ZphJB/+qd/+upXv/r++++/+eabf/Inf/KFL3zBMAx4KkEQDIdD13UlSbIsS1VVuFIul3u9Xvvs9M1C8b8O55erKIxgzYURDL3lg4ZLOE5ldC+lqIxKlAcAwnGEg6cWRhBGEQB4waozOre9aLIIQl6NVgDAAdooEiWHlZR3MTlutQzDyOfzhBAA2NnZmU6njuMMBoNMJmMYBiEEELoJFLZbv9//5je/+cYbb3Q6nddffx2ezQ9/+MMvf/nLH3zwwTvvvPO1r33t85//fCKRgKeyXC6Hw+FgMJAkqVQqJRIJ+DGEkEKhIIqi3Tx73TR5JfnPraEXhLD2wgjCKBp6y/fbI8JxACBRXmU0FWMCzwEAIwQAYgIPH0swCgAXfgAfmy9XAOCHIQAsV9Fg7k/8wAtWALAKowjQRiIcJAR+v6ANup3JZGJZlqZp8GOUK5PJxHGcwWCQzWaTySQhBBB6NhS222KxuHv3rqZphUIBntn/fOW3f/u3P/e5z0mSBE/F9/3RaOS6rizL5XJZURR4BMMwGGPNZjPp+/dK2W81Bt4qhA0RRhBGEQBM/WDqB91Lj3AcPLkwisII0KaLUX6/qIurZatxKghCrVYTRRE+iaqqiqKcn587jjMYDLLZrKqqgNAzoLDdLMuilObzebgex3E0TWOMwSP82Z/9mSAI8FR83x8Oh67rKopSqVQURYHHURSlWq3atr1oNd82C99un3urEDZQGEEYRYC2kkTJYSV1OR4ddzq5XC6TyXAcB49GCNF1PZlMDofDVqvlum42m1UUBRB6KhS2Xj6fh2vo9XoA8IMf/EBRlM985jOSJMEnEQQBnpzv+4MriqLs7u7G43G4NlEUd3Z2Oj/SPDswi//Wv5wGYRgBQuuPcJCg5M2C1m+3ZrPZ7u6uoihwPYSQdDqtadpwODw7O4vH49lsVpZlQOgJUUDX4Hlev98fjUapVCqTyUiSBDfE933XdYfDYSKRqFarsizDk+N53rIsx3HaZ6f/S9GKYvGj1mgerAChNSZRclA0+MW8dXYiy3K9XqeUwhOilGazWU3TBoPBRx99pGlaLpdjjAFC10YBXYMkSXt7e91ut1wuww1ZLBaDK8lkslqtyrIMzyabzTLGbNvOZDKHlfS7Z64XhIDQ+iEcqIzum/rF0O33+6ZpplIpeAaMsUKhYBjGeDxmjAFCT4ICuh7GWLlchpvged7giqZptVpNlmW4IZqmiaLYbDYXi8U7xfwDe+StQkBoncQov1/UpWjVtRthGNZqNVmW4SaIopjL5QChJ0QBvUCe57muOxwOdV2/c+dOLBaDmxaLxXZ3d1utVtduvFUw/3NnslhFgNB6kCg5rKQW04vTdlvTtFwux/M8PDf9fl9RlH6/Xy6XAaFHoIBeCM/zXNcdDoeGYezt7UmSBM+NIAjlcrnb7bbPTvdN678MZperKIwAoZeIcJAQ+ANTHzm98XhsmqamafA8eZ7n+/53vvMdSZIIIZqmKYoCCP0UCuiFkCQJAPb29iRJguePEGKapiiKrcbp66bJK8l/bg29IASEXoYY5feLurhadppnhJBqtSpJEjxnkiQVi8XLy0tZliVJUhQFEPokFNCLYlkWvFipVEoUxUajofn+vVL2W82BF4SA0AtEOEgyemAZs/PxcbudzWYzmQwhBF6Uvb09QOhTUUC3mqIo1Wq11Wr5bfvnzcL95mAZcYDQCxGj/H5RV3iu227NZrOdnZ1EIgEIrRkK6EZ5nidJEqwTSZJ2dnba7Xbz5KNXY/GTFZuFEEaA0HMVo+Swklp58+NTW5blWq0mCAIgtH4ooBsyGAw+/PDDWq0WhqEsy7BOoigSRbHZbHrd7n949dWYkTlqDedBCAg9B4QDldGDon4xHHS7XdM00+k0ILSuKKBn5nle94qqquPxOJPJwNoIw3A4HLquKwjCa6+9tlqtbNsWKL1XTt1vDLwgBIRuVIzy+0U9BmHXbi6Xy3q9LssyILTGKKBnJklSLpeTZTmbzcLaCMPw/Py83+9zHFcoFJLJJFxhjDWbzcVicc/Kf6s59FYhIHRDJEoOKyn/cnrSaiWTyVKpRCkFhNYbBXQTYldgbZyfnzuOE4ZhJpPRNI0QAh+TZXl3d7fVanWaZz9nFr/dPl+sIkDo2RAOVIHfLxojpzccDovFoq7rgNAmoIBul4uLi36/7/t+Op02DIMQAj+FMVapVLrdbvvs9MC0/ot7OV1FYQQIPZ0Y5feLuhQG7cYpIaRer0uSBAhtCArotri8vOz3+7PZLJ1OG4ZBKYVHI4SYpskYa52d/EfL4uTEP7eGXhACQk+CcJBk9MAy5pPz43Y7nU5ns1lCCCC0OSigzTebzVzXnUwm6XTasixKKVxPOp1mjNm2rWnevVL2W82BF4SA0PXEKL9f1BWe63Xal5eX5XJZVVVYAycnJwCwu7sLCF0DBbTJPM9zXXc4HKbT6b29PcYYPCFVVavVqm3bftt+p2g+sEfeKgSEHidGyWEltfLmJ2ctSZKq1SpjDNbA97//fUrpP/zDP7x1BRB6HApoM/m+714xDGNvb0+SJHhakiTt7Oy0f6RxelAw/61/OQ3CMAKEPhHhQGX0oKhfDAfdbrdQKGQyGVgbr7766gcffPDaa6/t7u4CQtdAAW2aIAjcK6qq1ut1WZbhmVFKS6WS4zjts9OftUqhJB+1RvNgBQj9pBjl94u6zEXdlu37fq1Wi8fjsGZeuwIIXQ8FtDmCIBgOh67ryrK8u7sbj8fh5nAcl8vlRFG07WY2mz2spN49c70gBIQ+JlFyWEn5l9PjVktVVcuyKKWA0IajgDZBGIbD4dB1XcZYqVRKJBLwfGiaJghCs9n0ff9eKf+txsBbhYC2HuFAZXTf1Md9ZzAYmKZpGAYgdCtQQOstDMPxeNzv93meLxQKyWQSnrN4PF6tVm3b7tmNt03zX3qTi+UqjABtrRjl94u6FK06zTMAqNfrkiQBQrcFBbTeCCGLxSKbzSaTSUIIvBCMsZ2dnU6n026cvlm0loJ41BrNgxWgLUM4SDJ6YBnzyflxu51KpXK5HCEEELpFKKC1l8vlCCHwYhFCisWi67onJ8eWZR1WUvfP3HkQAtoaMcrvF3WF55xuZzKZlMtlVVUBoVuHAlp7hBB4SdLpNGPMtm3D9++V0/fPBt4qBLQFYpQcVlLhwjtttBhj9XqdMQYI3UYUEPpUqqpWq9Vms7lYLN42c/cbg4AjgG4vwoHK6EFRn46GnU4nn89nMhmO4wChW4oCWgOXl5er1UpVVVhLkiTt7u4+fPjw7F/ft3RjFM9cBGEYAbp9YpTfL+oyF/XarcViUa1WFUUBhG41Cuil6nQ6o9FoOp3GYrHd3V1FUWD9eJ7nOE4QBOl0erVa/WwqthJjR63RPFgBukUkSg4rqeXs8qTVUhSlWq1SSgGh244Cennm87kgCI7jmKa5t7cH6ycIAtd1+/2+rut7e3uMseFw2Gic5fP5w0rq3TPXC0JAm49woDK6b+rnbt91XdM0DcMAhLYDBfTyxGIxnuffeustxhismTAMx+Nxr9eTJKlWq8myDFcMw2CM2ba9WCzulfLfagy8VQhok8Uov1/UpWjVtRthGNZqtVgsBghtDQropWKMwfqZTCaO44RhWCgUNE2Dn6QoSrVatW27ZzfeNs1/6U0ulqswArRxCAdJRg8sw7uYHLdaqVQql8sRQgChbUIBoR8zn88dx7m8vMxms4ZhEELgkzDGdnZ22j/SOH2zaC0F8ag1mgcrQJsjRvn9oq7wnNPtTCYTy7I0TQOEtg8FhK4sl0vXdfv9fjqdrtfrjDH4VIQQy7L6/f7p6UmxWDyspO6fufMgBLQJYpQ/rKQif3HasBlj9XqdMQYIbSUKaOuFYTgcDh3HkWX5zp07sVgMri2TyYii2Gw2U75/r5y+3xh4QQhojREOkoweWMbleNRut/P5fCaT4TgOENpWFNB2Oz8/7/V6hBDLslRVhSenqmq1Wm02m77vv1PMP7BH3ioEtJYohG+Xs3ECvXZrNptVq1VFUQCh7UYBbavZbNbr9ebzeS6X03WdEAJPKxaLVavVVqvVaZ69ZRa/27u4CMIwArRWJEqsxblzehEEgaqq9XqdUgoIbT0KaPv4vu84znA4zGazpVKJUgrPjFJaLpd7vV777PRni9ZKjB21RvNgBWgNEA5URvdNfeQsHz58KElSoVCglAJCCIAC2iar1WowGDiOo6rq3t6eJElwcziOy+fzjLGzs1PTNA8rqXfPXC8IAb1UMcrvF3UpWnXtRhiGb775ZhAE7Xb74uIin89LkgQIbTcKaDtEUXR+ft7tdgVB2NnZURQFng/DMBhjtm0vFot7pdy3GgNvFQJ6GQgHSVE4KOqL6cVJq6Xrei6X43keAGRZdhznww8/zOfzqVSKEAIIbSsKaAtMp1PHcXzfz2azuq5zHAfPk6Io1WrVtu2e3XjbNP+lN7lYrsII0IsUo/x+UU9Q0nd64/G4WCxqmgYfo5SapqmqaqfTmUwmhUJBlmVAaCtRQLdaEASdTuf8/DybzRqGQSmFF4IxtrOz0/6Rxum+VfIpO2qN5sEK0AsRo/xhJRX5i7PTNiGkWq1KkgQ/RVGUWq3W7/cfPnyYvUIIAYS2DAV0q1FKZVnO5XKMMXixCCGWZTmOc3p6YlnWYSV1/8ydByGg54lwkGT0wDIux6NOp5PNZjOZDCEEHoEQksvlEolEt9t9+PChaZqKogBC24QCuu1SqRS8PNlsVhTFZrOZyWTulVP3GwMvCAE9HzHK7xd1hee67dZsNtvZ2UkkEnANsizv7OwMh8PT01PDMLLZLKUUENoOFBB6zpLJpCAItm0vFot3ivkH9shbhYBuFOEgKQoHRX3lzY9PbVmWa7WaIAhwbYSQdDqtKEq323348GGhUEgmk4DQFqCA0PMny3K1WrVtu2s33iqY3z7rL3kWAboZMcrvF3VVIMPBoNfrFQqFdDoNT0WSpJ2dneFw2Gq1JpNJLpdjjAFCtxoFtPl831+tVrFYDNYYpbRcLne73R/89w9yPK+kc6crcR6sAD2bGOUPKymyCpoNOwiCWq0myzI8G8MwFEXpdrsPHz7M5/OGYQBCtxcFtMlGo5Eoiv/2b//22c9+lud5xhissfkVSmkQBBkltqPp7565XhACeiqEg6QoHBT1xfSi3W4nk8lyuczzPNwExli5XB6Px8lkEhC61SigjbVcLvv9vuM41Wp1PB5rmgbrKggCx3EGg0E2m93d3Z3NZs1m0/f9e6XstxoDbxUCekIxyu8XdVUgTq83Go1M09R1HW6apmmA0G1HAW0sQRAqlYphGOl0GtbYaDTqdruxWOzOnTuSJAGAoijVarXZbC5azbfNwr/0JhfLVRgBuqYY5Q8rqchfnJ60CSG1Wk2SJHhRgiCglAJCtwUFtMnEK7Cu5vN5t9tdLBaFQkHTNPgxoiju7u622+1O8+zAKi144ag1mgcrQJ+KcJBk9MAy5pPzdrudTqez2SwhBF4I3/c9zzs5OalUKpqmAUK3AgWEnoPVatXv9x3HyWQypVKJUgo/hef5UqnkOM7JybFlWYeV1P2zwTxYAXqEGOX3i7rCc71O+/Lyslwuq6oKL9BsNptMJhcXF47jxONxjuMopYDQhqOA0E07Pz/vdruCINTrdVmW4VNls1nGmG3b2Wz2sJJ698z1ghDQTyIcJEXhoKivvPnJWUuSpGq1yhiDF0u7QinVNO3i4sIwDEBo81FA6+373/++7/t3796FTeB5nuM40+k0n8/rus5xHFyDpmmMMdu2F4vFPSt/1BlP/CCMAP1/YpTfL+pJxg9ct9vtmqaZTqfh5TFNEwBkWQaEbgUKaF11Op3vfe97H3744S//8i/D2gvD0HVdx3E0Tbtz544gCPAkZFne3d1ttVqd5tlB0fI4/qg1mgcr2Hoxyh9WUny4ajYavu/XarV4PA4IoZtDAa2rQqEgy3IQBKPRKJvNwhq7uLjodrscx+3s7CiKAk9FEIRyudztdk9Pjkul0mEldf9sMA9WsK0IB0lROCjq/uW01WqpqmpZFqUUEEI3igJaY8lkcn9/X9M0WFe+7zuOMx6P8/m8YRiEEHgGhBDTNBljJycnxWLxsJJ698z1ghC2T4zy+0VdFUjfcQaDgWmahmEAQug5oIDWm6ZpsJaiKBoMBo7jKIpy584dURThhqTTaVEUm82mtljcK2W/1Rx4QQjbJEb5w0qKC5Znpw0AqNfrkiQBQuj5oIDQk7u8vOx2u6vVyrIsVVXhpiUSiWq1atu237Z/3iy83z2/WK7CCG49wkGS0QPLmE/O2+12Op3OZrOEEEAIPTcUEHoSQRA4juO6bi6Xy2QyhBB4PiRJ2tnZabfbnebZQdFa8MJRazQPVnB7xSi/X9QVnnO6nclkUi6XVVUFhNBzRgGhaxuNRt1uNxaL7e3tSZIEzxmltFwu93q9k5Njy7IOK6n7Z4N5sIJbh3CQFIWDor7y5qeNNmOsXq8zxgAh9PxRQOga5vN5t9tdLBaFQkHTNHiBcrmcKIq2bWez2cNK6t0z1wtCuEVilN8v6knGDweDTqeTz+czmQzHcYAQeiEoIHQNjuNIklQqlSil8MJpmsYYazQavu/fs3JHnfHED8IIboEY5Q8rKT5cNRsN3/er1aqiKIAQeoEoIHQN+XxeFEV4eWRZrlarrVarazf+16I1B3LUGs2DFWwswkFSFA6K+nJ2edpqJRIJy7IopYAQerEoIHQNoijCy8YYq1Qq3W739OS4VCodVlL3zwbzYAUbKEb5/aKuCsTt913XNU3TMAxACL0MFBDaHIQQ0zQZY8fHx5ZlHVZS7565XhDCRolR/rCS4oJl46wZhmGtVovFYoAQekkoILRp0uk0Y8y2bX2xuFfKfPO4F3AENgHhIMnogWV4F5NWq2UYRj6fJ4QAQujloYDQlSAIKKWwIVRVrVarp6enrVbLEqWxkp0sV2EE6yxG+f2irvCc0+1MJhPLsjRNA4TQy0YBbb3JZHJ5eTkej4vFoizLlFLYBIvFYrVahWEo8+Qgl/AIPWqN5sEK1g/hQBOF/aIe+YvThs0Yq9frjDFACK0BCmiLBUEAAB999NF0Oi2VSrPZTFVVWHtBEHS73fPz80KhoGma4zgnJ8eWZR1WUvfPBvNgBeskRvn9oq6JwnDgttvtfD6fyWQ4jgOE0HqggLYYpRQAXnnllel0ms1mYROcn593Op1YLHbnzh3GGADk83lRFBuNRj6fP6yk3j1zvSCE9RCj/GElxYcru9mYzWbValVRFEAIrRMKaOvJV2DtLZfLXq83mUwKhYKu6/BjdF1njDWbzcVica+UP2qPJn4QRvASEQ6SonBQ1Jezy7N2W5bler1OKQWE0JqhgNAmGI/H3W5XluV6vc4Yg58Sj8er1apt2z278VbRmkXcUWs0D1bwMsQov1/UVYG4/f+XaZqpVAoQQmuJAkLrbblc9nq9yWSSz+cNw4BHY4zt7Oy02+3Tk2PLsg4rqftng3mwghcrRvnDSooLlo2zZhiGtVpNlmVACK0rCgitsfF43Ol04vF4vV5njMHjEEIsy3Jd9/j42LKsw0rq/pk7D0J4IQgHSVE4KOqL6UWr1dI0LZ/P8zwPCKE1RgGhtbRcLnu93mQyyefzhmHAk0in04yxZrOZ8v175fT9xsALQnjOYpTfL+oJSvpObzweF4tFTdMAIbT2KCC0fsbjcafTicfj9XqdMQZPTlXVWq3WaDQWi8U7xcL73fOJH4QRPA+EA00U9ot65C9OT1o8z9dqNVEUASG0CSggtE6Wy2W32724uCgUCrquwzOQJKlarbZarU7z7MAqeRx/1BrNgxXcqBjl94u6JgrDgdvpdLLZbCaTIYQAQmhDUEBobYzH406nE4/H6/U6YwyeGaW0XC73er3Tk2PLsg4rqftng3mwghsSo/xhJUWj0G42ZrPZzs5OIpEAhNBGoYDQGvB9v9frXVxcFAoFXdfh5nAcl8/nGWOnp6emaR5WUu+euV4QwrMhHCRF4aCor7z5mW3Lslyr1QRBAITQpqGA0Ms2Ho/b7baiKPV6nTEGz4FhGIwx27YXi8W9Uu6oPZr4QRjB04lRfr+oqwIZDgbdbtc0zXQ6DQihzUQBoZfH9/1utzudTguFgq7r8DwpilKtVm3b7tmNt4rWLOKOWqN5sIInQTjQRGG/qJNV0GzYQRDU63VZlgEhtLEoIPSSjMfjdrudSCTq9TpjDJ4/xtjOzk673T49OS6VSoeV1P2zwTxYwfXEKL9f1DVRmJyP2+12Mpksl8s8zwNCaJNRQOiF832/2+1Op1PTNDVNgxeIEGJZluM4x8fHlmUdVlL3z9x5EMLjxCh/WEmJhOt22qPRyDRNXdcBIbT5KCD0Yo3H43a7rShKvV5njMHLkM1mRVFsNpvp9OJeOX2/MfCCEB6BcKCJwn5Rj/zFcbtNCKnVapIkAULoVqCA0IsliqJpmpqmwUuVTCYFQbBt2/f9e1bhqDOe+EEYwf9PjPL7RV0ThfFo2G630+l0LpfjOA4QQrcFBYRerNgVWAOyLFerVdu2O82zg6LlcfxRazQPVvCxGOUPKykBopbdvLy8LJfLqqoCQuh2oYDQFqOUlsvlXq93enJsWdZhJXX/bDAPVoSDpCgcFPWVN2+0WpIkVatVxhgghG4dCghtN0JIoVAQRfH09NQ0zcNK6vvuRUWLJxk/cN1ut2uaZjqdBoTQLUUBIQRgGAZjrNls+r7/P+XzQRA0Gw3f92u1WjweB4TQ7UUBoZsWhiEhBDaNoijVatW27e9973tRFOm6blkWpRQQQrcaBYRuznw+932/0WiUSiVN02DTCIIgSVKr1YrH44ZhUEoBIXTbUUDohoRhOBgMHMeZzWaFQiEMQ0IIbA7P82zb5jjujTfeuLi4OD4+tixL0zRACN1qFBC6IbPZTFGU2WxmWVY6nYaNMhwO2+12Op3OZrOEkFgsxhizbXuxWORyOUAI3V4UELohiqKEYaiqKiEENkcQBN1udzKZlMtlVVXhY5qmMcZs214sFqZpUkoBIXQbUUDo5hBCYKNMp9N2u80Yq9frjDH4SbIs7+7utlqt09NTy7IkSQKE0K1DAaGtFEWR67qdTiefz2cyGY7j4JMIglCpVDqdzvHxcalUSiQSgBC6XSggtH1832+3277vV6tVRVHgU3EcZ5qmKIonJyfFYjGVSgFC6BahgNCWmUwmrVYrkUhYlkUphetJpVKMsWazuVgs8vk8IQQQQrcCBYS2RhiGjuO4rmuapmEY8IQSiUS1WrVtu9FoFItFQRAAIbT5KCC0HTzPa7fbYRjWarVYLAZPRZKknZ2ddrt9cnJiWZYsy4AQ2nAUENoCo9Go1WoZhpHP5wkh8AwopeVyudfrHR8fW5alaRoghDYZBYRutSAIut3uZDKxLEvTNLghuVxOFEXbtn3fz2azgBDaWBQQur1ms5lt24yxer3OGIMbpWkaY6zZbEqSpKoqIIQ2EwWEbinXddvtdj6fz2QyHMfBcyDL8u7uLmMMEEIbiwJCt47v+91udz6fV6tVRVHgeWKMAUJok1FA6HaZTCbtdluW5VqtRikFhBD6VBQQui3CMHQcp9/vm6aZSqXgJZlMJolE4uLiQlVVQAitPQoI3Qqe57Xb7TAMa7WaLMvwkkRRxBj77ne/+5nPfOb8/DyZTAJCaL1RQGjzjcfjVqul63oul+N5Hl6ei4uLxZVGo2Ga5nK5FAQBEEJrjAJCm0+SpGKxqGkavGyqqrbb7VdeeUWSJAAQBAEQQuuNAkKbT7oC68E0TUAIbQ4KCCGE0BajgBBCCG0xCgghhNAWo4AQQghtMQoIrb3pdBqPxy8vLxVFAYQQulEUEFpvnuf1+33btkulEiCE0E2jgNB6azabhJDZbLZYLOLxOCCE0I2igNAam0wmtVrNcRxd1w3DAIQQumkUEFpjqqoCQD6fB4QQej4oIIQQQluMAkIIIbTFKCCEEEJbjAJCCCG0xSgghBBCW4wCQgghtMUoIIQQQluMAkIIIbTFKCCEEEJbjAJCCCG0xSgghBBCW4wCQgghtMUoIIQQQluMAkIIIbTFKCCEEEJbjAJCCCG0xSgghBBCW4wCQgghtMUoIIQQQluMAkIIIbTFKCCEEEJbjAJCCCG0xSgghBBCW4wCQgghtMUoIIQQQluMAkIIIbTFKCCEEEJbjAJCCCG0xSgghBBCW4wCQgghtMUoIIQQQluMAkIIIbTFKCCEEEJbjAJCCCG0xSgghBBCW4wCQgghtMUoIIQQQluMAkIIIbTFKCCEEEJbjAJCCCG0xSgghBBCW4wCQgghtMUoIIQQQluMAkIIIbTFKCCEEEJbjAJCCCG0xSgghBBCW4wCQgghtMUoIIQQQluMAkIIIbTFKCCEEEJbjAJCCCG0xSgghBBCW4wCQgghtMUoIIQQQluMAkIIIbTFKCCEEEJbjAJCCCG0xSgghBBCW4wCQgghtMUoIIQQQluMAkIIIbTFKCCEEEJbjAJCCCG0xSgghBBCW4wCQgghtMUoIIQQQluMAkIIIbTFKCCEEEJbjAJCCCG0xSgghBBCW4wCQgghtMUoIIQQQluMAkIIIbTFKCCEEEJb7H8Ad7uP8fnMn24AAAAASUVORK5CYII=", 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", 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", + "text/html": [ + "" + ] + }, + "execution_count": 9, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "GLMakie.plot(Γn)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## FE spaces\n", + "\n", + "Set up a finite element space:" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "GalerkinToolkit.LagrangeSpace(…)" + ] + }, + "execution_count": 10, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "order = 1\n", + "V = GT.lagrange_space(Ω,order;dirichlet_boundary=Γd)" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "GalerkinToolkit.DiscreteField(…)" + ] + }, + "execution_count": 11, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "uhd = GT.dirichlet_field(Float64,V)\n", + "g = GT.analytical_field(Ω) do x\n", + " sum(x)\n", + "end\n", + "GT.interpolate_dirichlet!(g,uhd)" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", 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", + "text/html": [ + "" + ] + }, + "execution_count": 13, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "GLMakie.plot(Ω,color=uhd)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Numerical integration\n", + "\n", + "Compute $\\Omega$ integration domain:" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "GalerkinToolkit.Measure(…)" + ] + }, + "execution_count": 14, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "degree = 2*order\n", + "dΩ = GT.measure(Ω,degree)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Compute $\\Gamma_{\\rm N}$ integration domain:" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "GalerkinToolkit.Measure(…)" + ] + }, + "execution_count": 15, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "dΓn = GT.measure(Γn,degree)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Differential operators\n", + "\n", + "Define the gradient operator and generic function:" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "∇ (generic function with 1 method)" + ] + }, + "execution_count": 16, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "using ForwardDiff\n", + "\n", + "gradient(u) = x->ForwardDiff.gradient(u,x)\n", + "∇(u,x) = GT.call(gradient,u)(x)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Weak form\n", + "\n", + "Define functions representing the bi-linear and linear forms:" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "l (generic function with 1 method)" + ] + }, + "execution_count": 17, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "using LinearAlgebra\n", + "\n", + "f = GT.analytical_field(Ω) do x\n", + " 1.0\n", + "end\n", + "h = GT.analytical_field(Ω) do x\n", + " 3.0\n", + "end\n", + "\n", + "a(u,v) = GT.∫( x->∇(u,x)⋅∇(v,x), dΩ)\n", + "l(v) = GT.∫( x->v(x)*f(x), dΩ) + GT.∫( x->v(x)*h(x),dΓn)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + " ## FE Problem\n", + "\n", + "Build up the linear problem:" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "([7.291212384108405e-304, 2.121995791e-314, 2.834986376732e-311, 4.0474e-320, 2.529418982843e-311, 0.0, 0.0, 0.0, 7.875e-321, 6.76e-321 … 2.6704900206e-314, 8.487983168e-314, 2.1219957924e-314, NaN, NaN, NaN, 2.842271464e-314, 2.6704684467e-314, 0.0, 5.21502070370693e-310], sparse([1, 22, 74, 289, 337, 338, 339, 340, 341, 1872 … 6303, 335, 465, 467, 468, 1806, 6201, 6224, 6232, 6304], [1, 1, 1, 1, 1, 1, 1, 1, 1, 1 … 6303, 6304, 6304, 6304, 6304, 6304, 6304, 6304, 6304, 6304], [0.06443080405538211, -0.0011816946972152084, -0.0019141180663583925, -0.03255921926190384, -0.013954244941888471, -0.009620087896820673, -0.0021278804315064915, -0.004654033162377993, -0.005173786773138719, 0.003329780400807812 … 0.21999530084991323, -0.015615599976174236, 0.003972555304119093, -0.009088995023018824, -0.00030902681072076353, -0.013784861561036393, -0.014076977113079436, -0.024457375688586837, -0.013734513123868308, 0.17287503833373258], 6304, 6304), [0.0015677351619201938, 0.0015207565876126684, 0.0015232957017090134, 0.0016182302571138272, 0.0013414312146763385, 0.0014776038723584638, 0.001306589310230424, 0.0014160610368619696, 0.0014136920830547547, 0.0014139259120884476 … 0.11944317760885609, 3.837716427462898e-5, 4.067983156302676e-5, 3.40747082227309e-5, 3.410273174605993e-5, 0.07847908620614856, 0.07057584867307046, 3.7083120014430675e-5, 3.516169468651288e-5, 0.21447856405151927])" + ] + }, + "execution_count": 18, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "x,A,b = GT.linear_problem(uhd,a,l)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Solver phase\n", + "\n", + " Solve the linear system:" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "6304-element Vector{Float64}:\n", + " 0.583983093442735\n", + " 2.080513886884785\n", + " 2.383517868303316\n", + " 3.678673361557304\n", + " 3.6304538438432963\n", + " 2.659196595893013\n", + " 3.3109024299487757\n", + " 2.3000125990285785\n", + " 1.9571913681097337\n", + " 3.2446815470013384\n", + " 0.6070946802454475\n", + " 2.0767748974364917\n", + " 2.385048334143519\n", + " ⋮\n", + " 3.4554164897441195\n", + " 2.1526565397492563\n", + " 2.5052713709379653\n", + " 0.8436925250103349\n", + " 3.663735716962159\n", + " 2.8473164198005643\n", + " 3.6026210550320883\n", + " 1.9241105367780258\n", + " 2.120869552315746\n", + " 1.5432753167154554\n", + " 3.5462578026955396\n", + " 2.4914847685009494" + ] + }, + "execution_count": 19, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "x .= A\\b" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Build the PDE solution from the basis-set coefficients in $x$:" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "GalerkinToolkit.DiscreteField(…)" + ] + }, + "execution_count": 20, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "uh = GT.solution_field(uhd,x)" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", 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Johnson. *Numerical Solution of Partial Differential Equations by the Finite Element Method*. Dover Publications, 2009." + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Julia 1.11.1", + "language": "julia", + "name": "julia-1.11" + }, + "language_info": { + "file_extension": ".jl", + "mimetype": "application/julia", + "name": "julia", + "version": "1.11.1" + } + }, + "nbformat": 4, + "nbformat_minor": 4 +}