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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"LLEPE: Liquid-Liquid Equilibrium Parameter Estimator\n",
"\n",
"Copyright © 2020, UChicago Argonne, LLC. All rights reserved.\n",
"\n",
"Released under the modified BSD license. See LICENSE for more details."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"This script performs the basic fit method and shows the parity plots for each of the species and requires that the elementz.xml file in the data folder has been copied into Cantera's data folder. "
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Fitting linear parameters to single component data"
]
},
{
"cell_type": "code",
"execution_count": 45,
"metadata": {},
"outputs": [],
"source": [
"from llepe import LLEPE, lmse_perturbed_obj\n",
"import numpy as np\n",
"import itertools\n",
"import pandas as pd\n",
"import matplotlib\n",
"from scipy.optimize import curve_fit\n",
"import matplotlib\n",
"import matplotlib.pyplot as plt\n",
"\n",
"font = {'family': 'sans serif',\n",
" 'size': 24}\n",
"matplotlib.rc('font', **font)\n",
"plt.rc('xtick', labelsize=18)\n",
"plt.rc('ytick', labelsize=18)\n",
"plt.rcParams['lines.linewidth'] = 4\n",
"matplotlib.rcParams['lines.markersize'] = 10"
]
},
{
"cell_type": "code",
"execution_count": 30,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Nd\n",
"slope = 3.00\n",
"interecept = -800247.45\n",
"Pr\n",
"slope = 3.00\n",
"interecept = -806939.71\n",
"Ce\n",
"slope = 3.00\n",
"interecept = -799495.56\n",
"La\n",
"slope = 3.00\n",
"interecept = -798511.25\n",
"Dy\n",
"slope = 3.00\n",
"interecept = -807223.22\n",
"Sm\n",
"slope = 3.00\n",
"interecept = -797560.15\n",
"Y\n",
"slope = 3.00\n",
"interecept = -823279.05\n",
" species slope intercept\n",
"0 Nd 3.0 -800247.445370\n",
"1 Pr 3.0 -806939.706173\n",
"2 Ce 3.0 -799495.559690\n",
"3 La 3.0 -798511.252566\n",
"4 Dy 3.0 -807223.215960\n",
"5 Sm 3.0 -797560.154414\n",
"6 Y 3.0 -823279.048921\n"
]
}
],
"source": [
"\n",
"def linear(x, a, b):\n",
" return a * x + b\n",
"\n",
"\n",
"lp_dict = {'species': [],\n",
" 'slope': [],\n",
" 'intercept': []}\n",
"species_list = 'Nd,Pr,Ce,La,Dy,Sm,Y'.split(',')\n",
"\n",
"n_guesses = 11\n",
"complex_guesses = -4e6 * np.logspace(-1, 1, n_guesses)\n",
"extractant_guesses = -1e6 * np.logspace(-1, 1, n_guesses)\n",
"x_guesses = list(itertools.product(*[complex_guesses, extractant_guesses]))\n",
"guess_ext_h0 = 0\n",
"for species in species_list:\n",
" print(species)\n",
" lower_species = species.lower()\n",
"\n",
" labeled_data = pd.read_csv(\"../../data/csvs/labeled_zeroes_removed_{0}.csv\".format(lower_species))\n",
" exp_data = labeled_data.drop(labeled_data.columns[0], axis=1)\n",
" xml_file = '../../data/xmls/PC88A_HCL_{0}.xml'.format(species)\n",
" opt_values = {\n",
" 'optimizer': [],\n",
" 'species': [],\n",
" 'parameter': [],\n",
" 'value': [],\n",
" 'obj_value': [],\n",
" 'guess': []}\n",
" new_x_guesses = []\n",
"\n",
" for x_guess in x_guesses:\n",
" info_dict = {'{0}(H(A)2)3(org)_h0'.format(species): {'upper_element_name': 'species',\n",
" 'upper_attrib_name': 'name',\n",
" 'upper_attrib_value': '{0}(H(A)2)3(org)'.format(species),\n",
" 'lower_element_name': 'h0',\n",
" 'lower_attrib_name': None,\n",
" 'lower_attrib_value': None,\n",
" 'input_format': '{0}',\n",
" 'input_value': x_guess[0]},\n",
" '(HA)2(org)_h0': {'upper_element_name': 'species',\n",
" 'upper_attrib_name': 'name',\n",
" 'upper_attrib_value': '(HA)2(org)',\n",
" 'lower_element_name': 'h0',\n",
" 'lower_attrib_name': None,\n",
" 'lower_attrib_value': None,\n",
" 'input_format': '{0}',\n",
" 'input_value': x_guess[1]}}\n",
" reeps_params = {\n",
" 'exp_data': exp_data,\n",
" 'phases_xml_filename': xml_file,\n",
" 'opt_dict': info_dict,\n",
" 'phase_names': ['HCl_electrolyte', 'PC88A_liquid'],\n",
" 'aq_solvent_name': 'H2O(L)',\n",
" 'extractant_name': '(HA)2(org)',\n",
" 'diluant_name': 'dodecane',\n",
" 'complex_names': ['{0}(H(A)2)3(org)'.format(species)],\n",
" 'extracted_species_ion_names': ['{0}+++'.format(species)],\n",
" 'aq_solvent_rho': 1000.0,\n",
" 'extractant_rho': 960.0,\n",
" 'diluant_rho': 750.0,\n",
" 'objective_function': lmse_perturbed_obj\n",
" }\n",
" estimator = LLEPE(**reeps_params)\n",
" estimator.update_xml(reeps_params['opt_dict'])\n",
" exp_df = estimator.get_exp_df()\n",
" pred_dict = estimator.get_predicted_dict()\n",
" init_obj_value = lmse_perturbed_obj(pred_dict, exp_df, [species], 1e-100)\n",
" obj_kwargs = {'species_list': [species], 'epsilon': 1e-100}\n",
" optimizer_kwargs = {\"method\": 'l-bfgs-b',\n",
" \"bounds\": [(1e-1, 1e1), (1e-1, 1e1)]}\n",
" opt_dict, obj_value = estimator.fit(objective_kwargs=obj_kwargs,\n",
" optimizer_kwargs=optimizer_kwargs)\n",
" estimator.update_xml(opt_dict)\n",
" \n",
" keys = list(opt_dict.keys())\n",
" info1 = ['lbfgsb',\n",
" keys[0],\n",
" 'h0',\n",
" opt_dict[keys[0]]['input_value'],\n",
" obj_value,\n",
" x_guess[0]\n",
" ]\n",
" info2 = ['lbfgsb',\n",
" keys[1],\n",
" 'h0',\n",
" opt_dict[keys[1]]['input_value'],\n",
" obj_value,\n",
" x_guess[1]\n",
" ]\n",
" if obj_value > init_obj_value*0.95:\n",
" continue\n",
" opt_values_keys = opt_values.keys()\n",
" for ind, key in enumerate(opt_values_keys):\n",
" opt_values[key].append(info1[ind])\n",
" for ind, key in enumerate(opt_values_keys):\n",
" opt_values[key].append(info2[ind])\n",
" new_x_guesses.append(x_guess)\n",
" x_guesses = new_x_guesses\n",
" opt_df = pd.DataFrame(opt_values)\n",
" min_ext_h0 = opt_df[opt_df['species'] == '(HA)2(org)_h0']['value'].min()\n",
" if min_ext_h0 < guess_ext_h0:\n",
" guess_ext_h0 = min_ext_h0\n",
" complex_df = opt_df[opt_df['species'] != '(HA)2(org)_h0']\n",
" ext_df = opt_df[opt_df['species'] == '(HA)2(org)_h0']\n",
" p_opt, p_cov = curve_fit(linear, ext_df['value'].values,\n",
" complex_df['value'].values)\n",
" slope, intercept = p_opt\n",
" lp_dict['species'].append(species)\n",
" lp_dict['slope'].append(slope)\n",
" lp_dict['intercept'].append(intercept)\n",
" print(\"slope = {0:.2f}\".format(slope))\n",
" print(\"interecept = {0:.2f}\".format(intercept))\n",
"\n",
"lp_df = pd.DataFrame(lp_dict)\n",
"print(lp_df)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Fitting extractant enthalpy to combined single and multicomponent dataset"
]
},
{
"cell_type": "code",
"execution_count": 31,
"metadata": {
"scrolled": true
},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"c:\\users\\tq220\\documents\\tits things\\anl research\\gitlab\\parameter-estimation\\llepe\\llepe.py:988: RuntimeWarning: invalid value encountered in true_divide\n",
" d_array = extracted_species_org_array / extracted_species_aq_array\n"
]
}
],
"source": [
"def ext_to_complex(h0, dummy_holder_for_custom_dict, species, linear_params):\n",
" row = linear_params[linear_params['species'] == species]\n",
"\n",
" return row['slope'].values[0] * h0[0] + row['intercept'].values[0]\n",
"\n",
"labeled_data = pd.read_csv(\"../../data/csvs/zeroes_removed_PC88A_HCL_NdPrCeLaDySmY.csv\")\n",
"exp_data = labeled_data.drop(labeled_data.columns[0], axis=1)\n",
"xml_file = '../../data/xmls/PC88A_HCL_NdPrCeLaDySmY.xml'\n",
"complex_names = ['{0}(H(A)2)3(org)'.format(species)\n",
" for species in species_list]\n",
"dependant_params_dict = {}\n",
"for species, complex_name in zip(species_list, complex_names):\n",
" inner_dict = {'upper_element_name': 'species',\n",
" 'upper_attrib_name': 'name',\n",
" 'upper_attrib_value': complex_name,\n",
" 'lower_element_name': 'h0',\n",
" 'lower_attrib_name': None,\n",
" 'lower_attrib_value': None,\n",
" 'input_format': '{0}',\n",
" 'function': ext_to_complex,\n",
" 'kwargs': {\"species\": species,\n",
" \"linear_params\": lp_df},\n",
" 'independent_params': '(HA)2(org)_h0'}\n",
" dependant_params_dict['{0}_h0'.format(complex_name)] = inner_dict\n",
"info_dict = {'(HA)2(org)_h0': {'upper_element_name': 'species',\n",
" 'upper_attrib_name': 'name',\n",
" 'upper_attrib_value': '(HA)2(org)',\n",
" 'lower_element_name': 'h0',\n",
" 'lower_attrib_name': None,\n",
" 'lower_attrib_value': None,\n",
" 'input_format': '{0}',\n",
" 'input_value': guess_ext_h0},\n",
" }\n",
"reeps_params = {\n",
" 'exp_data': exp_data,\n",
" 'phases_xml_filename': xml_file,\n",
" 'opt_dict': info_dict,\n",
" 'phase_names': ['HCl_electrolyte', 'PC88A_liquid'],\n",
" 'aq_solvent_name': 'H2O(L)',\n",
" 'extractant_name': '(HA)2(org)',\n",
" 'diluant_name': 'dodecane',\n",
" 'complex_names': complex_names,\n",
" 'extracted_species_ion_names': ['{0}+++'.format(species)\n",
" for species in species_list],\n",
" 'aq_solvent_rho': 1000.0,\n",
" 'extractant_rho': 960.0,\n",
" 'diluant_rho': 750.0,\n",
" 'objective_function': lmse_perturbed_obj\n",
" }\n",
"estimator = LLEPE(**reeps_params)\n",
"estimator.set_dependant_params_dict(dependant_params_dict)\n",
"estimator.update_xml(reeps_params['opt_dict'],\n",
" dependant_params_dict=dependant_params_dict)\n",
"obj_kwargs = {'species_list': species_list,\n",
" 'epsilon': 1e-100}\n",
"optimizer_kwargs = {\"method\": 'l-bfgs-b',\n",
" \"bounds\": [(1e-1, 1e1)]}\n",
"opt_dict, obj_value = estimator.fit(\n",
" objective_kwargs=obj_kwargs,\n",
" optimizer_kwargs=optimizer_kwargs)\n",
"estimator.update_xml(opt_dict,\n",
" dependant_params_dict=dependant_params_dict)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Estimated standard enthalpy values"
]
},
{
"cell_type": "code",
"execution_count": 44,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"PC88A:\t\t\t-1059540.78 J/mol\n",
"Nd-PC88A complex:\t-3978869.78 J/mol\n",
"Pr-PC88A complex:\t-3985562.05 J/mol\n",
"Ce-PC88A complex:\t-3978117.92 J/mol\n",
"La-PC88A complex:\t-3977133.61 J/mol\n",
"Dy-PC88A complex:\t-3985845.57 J/mol\n",
"Sm-PC88A complex:\t-3976182.50 J/mol\n",
"Y-PC88A complex:\t-4001901.39 J/mol\n"
]
}
],
"source": [
"print('PC88A:\\t\\t\\t{0:.2f} J/mol'.format(opt_dict['(HA)2(org)_h0']['input_value']))\n",
"for species in species_list:\n",
" est_ext_h0 = opt_dict['(HA)2(org)_h0']['input_value']\n",
" est_comp_h0 = ext_to_complex([est_ext_h0], 'bla', species, lp_df)\n",
" print('{0}-PC88A complex:\\t{1:.2f} J/mol'.format(species, est_comp_h0))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Plotting organic phase parity plots"
]
},
{
"cell_type": "code",
"execution_count": 47,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"c:\\users\\tq220\\documents\\tits things\\anl research\\gitlab\\parameter-estimation\\llepe\\llepe.py:988: RuntimeWarning: invalid value encountered in true_divide\n",
" d_array = extracted_species_org_array / extracted_species_aq_array\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 743.226x572.185 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
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\n",
"text/plain": [
"<Figure size 743.226x572.185 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 743.226x572.185 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 743.226x572.185 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 743.226x572.185 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 743.226x572.185 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 743.226x572.185 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"feed_cols = []\n",
"labeled_complete_data = pd.read_csv(\"../../data/csvs/PC88A_HCL_NdPrCeLaDySmY.csv\")\n",
"complete_exp_df = labeled_data.drop(labeled_data.columns[0], axis=1)\n",
"estimator.set_exp_df(complete_exp_df)\n",
"exp_data = estimator.get_exp_df()\n",
"for col in exp_data.columns:\n",
" if 'aq_i' in col:\n",
" feed_cols.append(col)\n",
"exp_data['total_re'] = exp_data[feed_cols].sum(axis=1)\n",
"for species in species_list:\n",
" fig, ax = estimator.parity_plot('{0}_org_eq'.format(species),\n",
" c_data=\n",
" exp_data['total_re'].values,\n",
" c_label='Feed total RE '\n",
" 'molarity (mol/L)',\n",
" print_r_squared=True)"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"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": "3.7.4"
}
},
"nbformat": 4,
"nbformat_minor": 4
}