{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# HPFRT filtering\n", "For a model evolution equation:\n", "\n", "$$ \\partial_t u + F(u) = 0 $$\n", "\n", "The filtering is equivalent to adding a dissipative term operating following a high-pass filter. This is otherwise termed as a relaxation term:\n", "\n", "$$ \\partial_t u + F(u) = -\\chi H(u) $$" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The high pass filter function $H$ is a function operates in the spectral / modal space ($\\phi(k)$) containing $N$ modes:\n", "\n", "$$H(u_N(x)) = \\Sigma_k h(k) a(k) \\phi(k, x)$$" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "where $h(k)$ is described as:\n", "\n", "$$\n", "h(k) = \\left\\{\n", "\\begin{array}{ll}\n", "\\left( \\frac{k-k_c}{N-k_c} \\right)^2, & k \\gt k_c\\\\\n", "0,& k \\leq k_c \\\\\n", "\\end{array}\n", "\\right.\n", "$$" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Implementation in Nek5000\n", "\n", "The relevant lines of code are:\n", "\n", "* In `core/reader_par.f`\n", "\n", "```fortran\n", "call finiparser_getDbl(d_out,'general:filterWeight',ifnd)\n", "if (ifnd .eq. 1) then\n", " param(103) = d_out \n", "...\n", "call finiparser_getDbl(d_out,'general:filterCutoffRatio',ifnd)\n", "if (ifnd .eq. 1) then\n", " dtmp = anint(lx1*(1.0 - d_out)) \n", " param(101) = max(dtmp-1,0.0)\n", "...\n", "```\n", "* In `core/hpf.f`\n", "\n", "```fortran\n", "hpf_kut = int(param(101))+1\n", "hpf_chi = -1.0*abs(param(103))\n", "...\n", "call ident (diag,nx)\n", "nx = lx1\n", "...\n", "kut = hpf_kut\n", "k0 = nx-kut\n", "do k=k0+1,nx\n", " kk = k+nx*(k-1)\n", " amp = ((k-k0)*(k-k0)+0.)/(kut*kut+0.) ! Normalized amplitude. quadratic growth\n", " diag(kk) = 1.-amp\n", "enddo\n", "```" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## The transfer function" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "import numpy as np\n", "\n", "\n", "def transfer_function(order, cutoff):\n", " # order = nx = lx1\n", " k = np.arange(0., order + 1)\n", " diag = np.ones_like(k)\n", " \n", " dtmp = np.round(order * (1 - cutoff))\n", " # no. of filtered wavenumber modes\n", " param_101 = max(dtmp - 1, 0.)\n", " # print(\"dtmp, param(101):\", dtmp, param_101)\n", " \n", " kut = int(param_101) + 1\n", " k0 = order - kut # cutoff wavenumber\n", " \n", " cond = k > k0\n", " amp = (k - k0)**2 / kut**2 \n", " diag[cond] = 1. - amp[cond]\n", " \n", " return 1 - diag\n", "\n", "\n", "def weighted_transfer_function(order, cutoff, weight, dt):\n", " # param_103 = weight\n", " \n", " transf = transfer_function(order, cutoff)\n", " return weight * dt * transf" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([0. , 0. , 0. , 0. , 0. , 0. , 0. , 0.25, 1. ])" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "order = 8\n", "transfer_function(order, cutoff=0.75)" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([0. , 0. , 0. , 0. , 0. , 0. , 0. , 0.0625,\n", " 0.25 ])" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ "weighted_transfer_function(order, cutoff=0.75, weight=0.25, dt=1)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Effects of filtering parameters" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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\n", 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "from pathlib import Path\n", "import matplotlib.pyplot as plt\n", "import numpy as np\n", "\n", "from eturb.output.print_stdout import PrintStdOut\n", "\n", "for w in range(1, 4):\n", " name = f\"run_w{w}*.log\"\n", " fig, axes = plt.subplots(1, 3, figsize=(25, 6))\n", " ax1, ax2, ax3 = axes.ravel()\n", " for file in sorted(Path.cwd().glob(name)):\n", " stdout = PrintStdOut(file=file)\n", " # print(stdout.path_run)\n", " params = stdout.params\n", " fw = params.nek.general.filter_weight\n", " fc = params.nek.general.filter_cutoff_ratio\n", " # print(fw, fc)\n", " label=rf\"{params.oper.nx}x{params.oper.ny}x{params.oper.nz}, $\\chi$={fw}, cutoff={fc}\"\n", " \n", " #if fw > 1:\n", " # continue\n", " \n", " dt_median = np.median(stdout.dt)\n", " w_transf = weighted_transfer_function(params.oper.elem.order, fc, fw, dt_median)\n", " \n", " ax1.plot(stdout.dt, label=label)\n", " # ax1.hlines(dt_median, 0, 500)\n", " ax2.plot(stdout.dt * fw, label=label)\n", " ax3.plot(w_transf, label=label)\n", "\n", " ax1.set_ylabel(r\"$\\Delta t$\")\n", " ax1.set_xlabel(\"no. of timesteps\")\n", " ax2.set_ylabel(r\"$\\chi \\Delta t$\")\n", " ax2.set_xlabel(\"no. of timesteps\")\n", " ax3.set_ylabel(r\"$\\chi \\Delta t H$\")\n", " ax3.set_xlabel(\"modes\")\n", "\n", " ax1.set_title(\"Actual time step from a simulation\")\n", " ax2.set_title(\"Estimated filtering in highest wavenumber\")\n", " ax3.set_title(\"Estimated filtering transfer function\")\n", "\n", " #ax1.legend()\n", " #ax2.legend()\n", " ax3.legend()\n", " ax2.set_ylim(-0.1, 1.)\n", " ax3.set_ylim(-0.1, 1.)\n", " fig.show()\n" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [], "source": [ "stdout.file" ] } ], "metadata": { "kernelspec": { "display_name": "eturb", "language": "python", "name": "eturb" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.7.6" } }, "nbformat": 4, "nbformat_minor": 4 }