{ "cells": [ { "cell_type": "markdown", "id": "fa749966-5842-432a-8760-5d98ac6b0671", "metadata": {}, "source": [ "# The `to_dict` method for `PhaseDiagram` and `StateVec` objects\n", "\n", "The `to_dict` method returns a Python dictionary containing a selection of properties.\n", "It can be used to conveniently create a `pandas.DataFrame` (to then store or plot data)." ] }, { "cell_type": "code", "execution_count": 47, "id": "8e96c4be-b089-41ec-9b8d-1cc30f324f36", "metadata": {}, "outputs": [], "source": [ "from feos.si import *\n", "from feos.pcsaft import *\n", "from feos.eos import *\n", "from feos.dippr import *\n", "\n", "import numpy as np\n", "import pandas as pd\n", "import matplotlib.pyplot as plt\n", "import seaborn as sns\n", "\n", "sns.set_context('poster')\n", "sns.set_palette('Dark2')\n", "sns.set_style('ticks')\n", "colors = sns.palettes.color_palette('Dark2', 8)" ] }, { "cell_type": "code", "execution_count": 48, "id": "844b71b0-8cc4-4c7a-a217-d850407652c8", "metadata": {}, "outputs": [], "source": [ "pc_saft_parameters = PcSaftParameters.from_json(substances = ['water'], pure_path = \"../parameters/pcsaft/esper2023.json\")\n", "dippr_parameters = Dippr.from_json(substances = ['water'], pure_path = \"../parameters/ideal_gas/poling2000.json\")" ] }, { "cell_type": "code", "execution_count": 49, "id": "045e7402-fe3c-4abc-862f-c450a4f38739", "metadata": {}, "outputs": [], "source": [ "eos = EquationOfState.pcsaft(pc_saft_parameters).dippr(dippr_parameters)" ] }, { "cell_type": "code", "execution_count": 50, "id": "9050cf98-9ff4-45fe-8c91-58ab20c69f4b", "metadata": {}, "outputs": [], "source": [ "vle = PhaseDiagram.pure(\n", " eos=eos,\n", " min_temperature=100*CELSIUS,\n", " npoints = 1000,\n", ")\n", "\n", "spinodal = PhaseDiagram.spinodal(\n", " eos=eos,\n", " moles=SIArray1([MOL]),\n", " min_temperature=100*CELSIUS,\n", " npoints = 1000,\n", ")\n", "\n", "# isotherm at T = 0.95 * T_c\n", "t = 0.95 * State.critical_point(eos).temperature\n", "isotherm = []\n", "for density in SIArray1.linspace(vle.vapor.density[0], vle.liquid.density[0], 1000):\n", " state = State(eos, t, density=density)\n", " isotherm.append({\n", " \"density\": density / (MOL / METER**3),\n", " \"pressure\": state.pressure() / PASCAL,\n", " \"mass density\": state.mass_density() / KILOGRAM * METER**3,\n", " \"specific enthalpy\": state.specific_enthalpy() / (KILO * JOULE / KILOGRAM),\n", " })" ] }, { "cell_type": "code", "execution_count": 51, "id": "25f25f4c-ef65-4697-a2df-6c997605da7a", "metadata": {}, "outputs": [], "source": [ "df_vle = pd.DataFrame(vle.to_dict())\n", "df_spinodal = pd.DataFrame(spinodal.to_dict())\n", "df_isotherm = pd.DataFrame(isotherm)" ] }, { "cell_type": "code", "execution_count": 52, "id": "e5e03dd4-1bc1-4bb4-bde1-4497486ec94e", "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(8,6))\n", "sns.lineplot(data=df_vle, x=\"mass density vapor\", y=\"pressure\", color=colors[0], label=\"vle\")\n", "sns.lineplot(data=df_vle, x=\"mass density liquid\", y=\"pressure\", color=colors[0])\n", "sns.lineplot(data=df_spinodal, x=\"mass density vapor\", y=\"pressure vapor\", color=colors[1], label=\"spinodal\")\n", "sns.lineplot(data=df_spinodal, x=\"mass density liquid\", y=\"pressure liquid\", color=colors[1])\n", "sns.lineplot(data=df_isotherm, x=\"mass density\", y=\"pressure\", color=colors[2], label=f\"T = {t / KELVIN:.2f} K\")\n", "\n", "plt.legend(frameon=False, bbox_to_anchor=(1,1))\n", "plt.xlabel(r\"$\\rho$ / kg / m$^3$\")\n", "plt.ylabel(r\"$p$ / Pa\")\n", "plt.ylim(0, 4e7);" ] }, { "cell_type": "code", "execution_count": 53, "id": "c439be31-9364-491e-9022-f9f8940bc16f", "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(8,6))\n", "sns.lineplot(data=df_vle, x=\"specific enthalpy vapor\", y=\"pressure\", color=colors[0], sort=False, label=\"vle\")\n", "sns.lineplot(data=df_vle, x=\"specific enthalpy liquid\", y=\"pressure\", color=colors[0], sort=False)\n", "sns.lineplot(data=df_spinodal, x=\"specific enthalpy vapor\", y=\"pressure vapor\", color=colors[1], sort=False, label=\"spinodal\")\n", "sns.lineplot(data=df_spinodal, x=\"specific enthalpy liquid\", y=\"pressure liquid\", color=colors[1], sort=False)\n", "sns.lineplot(data=df_isotherm, x=\"specific enthalpy\", y=\"pressure\", color=colors[2], sort=False, label=f\"T = {t / KELVIN:.2f} K\")\n", "\n", "plt.legend(frameon=False, bbox_to_anchor=(1,1))\n", "plt.xlabel(r\"$h$ / kJ / kg\")\n", "plt.ylabel(r\"$p$ / Pa\")\n", "plt.ylim(0, 4e7);" ] }, { "cell_type": "markdown", "id": "a245a174-3f75-4148-9fbb-06c0618cad0a", "metadata": {}, "source": [ "## Using `to_dict` for `StateVec`s.\n", "\n", "If you are only interested in one phase of the phase diagram, you can use the `StateVec` objects. They store `State`s of each phase separately and provide methods to conveniently calculate a property for all states. Alternatively, you can use `to_dict` to calculate multiple properties at once." ] }, { "cell_type": "code", "execution_count": 57, "id": "1dc3c339-5923-4798-8c96-f105b085da62", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[2195134.723820085, 2203719.551660241, 2212325.9066083375, 2220953.812322047, 2229603.29247895, ..., 29873339.108738653, 29955971.09223245, 30039876.920265026, 30125381.83609625, 30213398.571198866] Pa" ] }, "execution_count": 57, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# pressures of vapor spinodal\n", "spinodal.vapor.pressure" ] }, { "cell_type": "code", "execution_count": 58, "id": "debd7cca-8b99-485c-8d25-9de8ea21a02c", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
densitymass densitytemperaturemolar enthalpyspecific enthalpypressurespecific entropymolar entropy
053476.954297963.173424373.150000-38.296278-2126.271605100461.912545-3.369185-0.060682
153461.088499962.887665373.455093-38.274789-2125.078481101563.880436-3.365992-0.060625
253445.215431962.601775373.760186-38.253296-2123.885157102675.897449-3.362801-0.060567
353429.335057962.315754374.065278-38.231799-2122.691631103798.034685-3.359612-0.060510
453413.447342962.029600374.370371-38.210299-2121.497903104930.363580-3.356426-0.060453
\n", "
" ], "text/plain": [ " density mass density temperature molar enthalpy specific enthalpy \\\n", "0 53476.954297 963.173424 373.150000 -38.296278 -2126.271605 \n", "1 53461.088499 962.887665 373.455093 -38.274789 -2125.078481 \n", "2 53445.215431 962.601775 373.760186 -38.253296 -2123.885157 \n", "3 53429.335057 962.315754 374.065278 -38.231799 -2122.691631 \n", "4 53413.447342 962.029600 374.370371 -38.210299 -2121.497903 \n", "\n", " pressure specific entropy molar entropy \n", "0 100461.912545 -3.369185 -0.060682 \n", "1 101563.880436 -3.365992 -0.060625 \n", "2 102675.897449 -3.362801 -0.060567 \n", "3 103798.034685 -3.359612 -0.060510 \n", "4 104930.363580 -3.356426 -0.060453 " ] }, "execution_count": 58, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# selected properties of the VLE-liquid branch\n", "pd.DataFrame(vle.liquid.to_dict()).head()" ] }, { "cell_type": "code", "execution_count": 59, "id": "f424fae8-8967-4809-9e40-12e4b5156f44", "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# DataFrames work nicely with seaborn:\n", "\n", "plt.figure(figsize=(8,6))\n", "sns.lineplot(\n", " data=pd.DataFrame(vle.liquid.to_dict()),\n", " x=\"specific enthalpy\", \n", " y=\"pressure\", \n", " color=colors[0], \n", " sort=False, \n", " label=\"vle\"\n", ")\n", "sns.lineplot(\n", " data=pd.DataFrame(spinodal.liquid.to_dict()),\n", " x=\"specific enthalpy\", \n", " y=\"pressure\", \n", " color=colors[1], \n", " sort=False, \n", " label=\"spinodal\"\n", ")\n", "plt.legend(frameon=False)\n", "plt.xlabel(r\"$h$ / kJ / kg\")\n", "plt.ylabel(r\"$p$ / Pa\")\n", "plt.ylim(0, 3.5e7);" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.9.12" } }, "nbformat": 4, "nbformat_minor": 5 }