{ "cells": [ { "cell_type": "markdown", "id": "9e91a2e0-8120-40bb-9c81-664c8a380756", "metadata": {}, "source": [ "# fit sample" ] }, { "cell_type": "code", "execution_count": 1, "id": "ddf4d29a-3aab-477a-9c87-df3f97b41216", "metadata": {}, "outputs": [], "source": [ "import nexus as nx\n", "import numpy as np\n", "import matplotlib.pyplot as plt" ] }, { "cell_type": "markdown", "id": "60931923-b392-43dd-9ccd-502eaa35f4a7", "metadata": {}, "source": [ "## load data" ] }, { "cell_type": "code", "execution_count": 2, "id": "c1c6c31a-17de-4cce-a360-6a4ec9cc9aff", "metadata": {}, "outputs": [], "source": [ "data = np.loadtxt('sample_spectrum.dat')\n", "processed_data = data\n", "\n", "velocities = np.loadtxt(\"velocity_calibration.dat\")" ] }, { "cell_type": "code", "execution_count": 3, "id": "0a18a1f7-c7cd-4d6c-886d-f32d1f5799ed", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "number of data points: 1024\n" ] } ], "source": [ "plt.plot(data)\n", "plt.xlabel(\"data point\")\n", "plt.ylabel(\"counts\")\n", "plt.show()\n", "\n", "print('number of data points: {}'.format(len(data)))" ] }, { "cell_type": "markdown", "id": "74eb1fd9-34e9-4c8d-88cc-a353de38da56", "metadata": {}, "source": [ "## data folding" ] }, { "cell_type": "code", "execution_count": 4, "id": "0db07106-edf0-4cf9-a710-35bc35010d0b", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "lag: -1.13\n" ] } ], "source": [ "# use same settings as for velocity calibration\n", "\n", "processed_data, lag = nx.data.AutoFold(processed_data,\n", " flip = 'right', # determies which part of the spectrum is fliped\n", " factor = 100, # interpolation on a 100 times finer grid\n", " method = \"cubic\") # or cubic, PChip, Akima\n", "\n", "print('lag: {}'.format(lag))" ] }, { "cell_type": "markdown", "id": "830d9973-12f9-4337-908a-90ccd9af98ab", "metadata": {}, "source": [ "## normalization" ] }, { "cell_type": "code", "execution_count": 5, "id": "184a678f-55aa-477e-a77d-c240d4635533", "metadata": {}, "outputs": [], "source": [ "processed_data, norm_factor = nx.data.Normalize(data = processed_data,\n", " method = \"baseline\", # 'max', 'min', 'value'\n", " # value = 0, # only used when method is value\n", " # left_point=20,\n", " # right_point=250,\n", " # poly_order = 1 # use 1 in case you want to correct a tilted baseline\n", " )" ] }, { "cell_type": "code", "execution_count": 6, "id": "ff614ed3-da9d-4cb8-822b-5e14cfe7d2c7", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.plot(velocities, processed_data)\n", "plt.xlabel(\"velocitiy (mm/s)\")\n", "plt.ylabel(\"data point\")\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "7113dcc1-fcd4-4cbb-9e94-613570611ed6", "metadata": {}, "source": [ "## setup experiment" ] }, { "cell_type": "markdown", "id": "2ded4659-e821-4599-8f9b-0bb6de3b4a34", "metadata": {}, "source": [ "### hyperfine sites" ] }, { "cell_type": "code", "execution_count": 7, "id": "66fd7c74-c7ef-4e47-98d1-4f912a5acb2d", "metadata": {}, "outputs": [], "source": [ "# we assume to have two sites and an isotropic distribution (e.g. powder sample)\n", "\n", "site1 = nx.Hyperfine(id = \"site 1\",\n", " weight = nx.Var(1, min = 0, max = 1, fit = True, id = \"weight 1\"),\n", " isomer = nx.Var(0, min = -1, max = 0, fit = True, id = \"isomer 1\"),\n", " magnetic_field = nx.Var(15, min = 10, max = 25, fit = True, id = \"magnetic field 1\"),\n", " quadrupole = nx.Var(0, min = -2, max = 2, fit = True, id = \"quadrupole 1\"),\n", " # texture = 1, # only used if isotropic = False\n", " # broadening = 1 # model free broadening parameter\n", " isotropic = True)\n", "\n", "site2 = nx.Hyperfine(id = \"site 2\",\n", " weight = nx.Var(1, min = 0, max = 1, fit = True, id = \"weight 2\"),\n", " isomer = nx.Var(0, min = -1, max = 1, fit = True, id = \"isomer 2\"),\n", " magnetic_field = 0,\n", " quadrupole = nx.Var(0, min = -1, max = 1, fit = True, id = \"quadrupole 2\"),\n", " isotropic = True)" ] }, { "cell_type": "markdown", "id": "8030dcc8-4194-410f-9199-89410e9878c6", "metadata": {}, "source": [ "### sample and experiment" ] }, { "cell_type": "markdown", "id": "7de26ad9-f61e-4fee-9306-725c92437311", "metadata": {}, "source": [ "#### always fit the sample thickness for a Moessabuer experiment\n", "#### it serves as the scaling factor for the absorption" ] }, { "cell_type": "code", "execution_count": 8, "id": "edf3088f-ec1c-4c67-bc88-965b52d19d90", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# always fit the sample thickness, it serves as the scaling factor for the absorption\n", "\n", "sample = nx.SimpleSample(id = \"sample\",\n", " thickness = nx.Var(3000, min=2000, max=4000, fit=True, id=\"t\"),\n", " composition = [[\"Fe\", 1]],\n", " density = 7.874,\n", " isotope = nx.lib.moessbauer.Fe57,\n", " abundance = 0.02119,\n", " lamb_moessbauer = 0.796,\n", " hyperfine_sites = [site1, site2]\n", " )\n", "\n", "beam = nx.Beam(id = \"upolarized beam\",\n", " polarization = 0,\n", " # mixing_angle = 0, # ony for polarized beams\n", " # canting_angle = 0 # only for polarized beams\n", " # profile = \"g\" # only for grazing incidence\n", " # fwhm = 0 # only for grazing incidence\n", " )\n", "\n", "#beam.Unpolarized() # not needed as polarization has been set to zero\n", "\n", "exp = nx.Experiment(id = \"experiment\",\n", " beam = beam,\n", " objects = [sample],\n", " isotope = nx.lib.moessbauer.Fe57)\n", "\n", "spectrum = nx.MoessbauerSpectrum(id= \"Moessbauer spectrum\",\n", " experiment = exp,\n", " velocity = velocities,\n", " intensity_data = processed_data,\n", " # scaling = \"auto\" # use a Var in csae you want to specify this value\n", " # background = \"auto\" # use a Var in csae you want to specify this value\n", " # residual = nx.lib.residual.Sqrt() # in case you want to change to Gaussian statistics use nx.lib.residual.StdDev()\n", " # kernel_type = \"Lorentz\" # is standard for Moessbauer spectrum\n", " resolution = 2.197) # value from calibration file or fit value as Var object\n", "\n", "intensity = spectrum.Calculate()\n", "\n", "spectrum.Plot(velocity = True\n", " # name=None # provide a filename string to save under this filename\n", " # data=True,\n", " # residuals=True,\n", " # datacolor='black'\n", " # ... many more style options, see API\n", " # legend=True,\n", " # errors=False,\n", " # errorcap=2\n", " )" ] }, { "cell_type": "markdown", "id": "2a4c67f9-c4e3-4891-90b2-81a392e32228", "metadata": {}, "source": [ "## setup fit" ] }, { "cell_type": "code", "execution_count": 9, "id": "38e9e9aa-86b9-4f41-81fd-ebe371789bb4", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "Run Fit instance with id: fit sample \n", "\n", "Starting fit with 1 measurement data set(s) and 10 fit parameter(s):\n", "\n", " no. | id | initial value | min | max\n", " 0 | ES scaling | 1.00718 | 1e-16 | 100.718\n", " 1 | ES backgr | 0.099213 | 0 | 9.9213\n", " 2 | t | 3000 | 2000 | 4000\n", " 3 | weight 1 | 0.5 | 0 | 1\n", " 4 | isomer 1 | 0 | -1 | 0\n", " 5 | magnetic field 1 | 15 | 10 | 25\n", " 6 | quadrupole 1 | 0 | -2 | 2\n", " 7 | weight 2 | 0.5 | 0 | 1\n", " 8 | isomer 2 | 0 | -1 | 1\n", " 9 | quadrupole 2 | 0 | -1 | 1\n", "\n", "Using 0 equality constraint(s) on parameter(s):\n", "\n", "Using 0 inequality constraint(s).\n", "\n", "\n", "Calling Pagmo solver with fit method PagmoDiffEvol\n", "\n", " population: 110\n", " iterations: 100\n", "\n", " cost = 1.540153e-03\n", "\n", "Calling ceres solver with fit method LevMar\n", "\n", "Ceres Solver Report: Iterations: 18, Initial cost: 1.540153e-03, Final cost: 2.628095e-04, Termination: CONVERGENCE\n", "\n", "Gradient error analysis.\n", "\n", "\n", "Fit performed with algorithm:\n", "PagmoDiffEvol\n", "Local algorithm:\n", "LevMar\n", "Error analysis:\n", "Gradient\n", "\n", "Using 10 fit parameter(s):\n", "\n", " no. | id | fit value | +/- std dev | initial value | min | max\n", " 0 | ES scaling | 1.1545 | 0.00680461 | 1.00718 | 1e-16 | 100.718\n", " 1 | ES backgr | 0.0084713 | 0.00579641 | 0.099213 | 0 | 9.9213\n", " 2 | t | 3077.27 | 3.7684e-06 | 3000 | 2000 | 4000\n", " 3 | weight 1 | 0.500168 | 0.00338044 | 0.5 | 0 | 1\n", " 4 | isomer 1 | -0.503887 | 0.0023586 | 0 | -1 | 0\n", " 5 | magnetic field 1 | 19.9924 | 0.0166707 | 15 | 10 | 25\n", " 6 | quadrupole 1 | 1.40606 | 0.0068483 | 0 | -2 | 2\n", " 7 | weight 2 | 0.499832 | 0.00338271 | 0.5 | 0 | 1\n", " 8 | isomer 2 | 0.725443 | 0.00167479 | 0 | -1 | 1\n", " 9 | quadrupole 2 | -0.800297 | 0.00313628 | 0 | -1 | 1\n", "\n", "Correlation matrix:\n", "\n", " no. | 0 1 2 3 4 5 6 7 8 9 \n", " -----|------------------------------------------------------------------------------------------\n", " 0 | 1.000 -1.000 1.000 0.350 0.004 0.015 -0.005 -0.350 -0.019 -0.123 \n", " 1 | -1.000 1.000 -1.000 -0.350 -0.004 -0.015 0.005 0.350 0.019 0.123 \n", " 2 | 1.000 -1.000 1.000 0.353 0.004 0.016 -0.005 -0.353 -0.019 -0.123 \n", " 3 | 0.350 -0.350 0.353 1.000 -0.040 -0.022 0.034 -1.000 -0.032 -0.080 \n", " 4 | 0.004 -0.004 0.004 -0.040 1.000 0.308 -0.372 0.040 0.188 0.033 \n", " 5 | 0.015 -0.015 0.016 -0.022 0.308 1.000 -0.231 0.022 0.138 0.021 \n", " 6 | -0.005 0.005 -0.005 0.034 -0.372 -0.231 1.000 -0.034 -0.212 -0.038 \n", " 7 | -0.350 0.350 -0.353 -1.000 0.040 0.022 -0.034 1.000 0.032 0.080 \n", " 8 | -0.019 0.019 -0.019 -0.032 0.188 0.138 -0.212 0.032 1.000 0.007 \n", " 9 | -0.123 0.123 -0.123 -0.080 0.033 0.021 -0.038 0.080 0.007 1.000 \n", "\n", "Using 0 equality constraint(s) on parameter(s):\n", "\n", "and 0 inequality constraint(s).\n", "\n", "Total cost = 2.627e-04\n", "\n", "cost for each FitMeasurement is:\n", "\n", " no. | id | cost | %\n", " 0 | Moessbauer spectrum | 2.627e-04 | 100.000\n", "\n", "Fit instance with id \"fit sample\" finished.\n", "\n" ] } ], "source": [ "# create a fit object with a list of measurements to be fit in parallel.\n", "fit = nx.Fit(id = \"fit sample\",\n", " measurements = [spectrum],\n", " # external_fit_variables = [] # for advanced fitting\n", " # einequalities = None # for advanced fitting\n", " )\n", "\n", "fit.options.method = \"PagmoDiffEvol\" # or \"\"LevMar\", \"Annealing\", \"NaturalEvol\", ...\n", "# many fit.options area vailable, see API\n", "\n", "# run the fit\n", "fit.Evaluate()\n", "\n", "# the fit creates an output file \"fit_id_fit sample.txt\" with the results" ] }, { "cell_type": "code", "execution_count": 10, "id": "49091061-ffeb-4597-95ed-f04190c2560a", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "spectrum.Plot(velocity=True)\n", "\n", "# in case the fit does not look good:\n", "# restart when a global mehtod has been used (as here), maybe change parameter boundaries\n", "# when a local method has been used, change start parameter (maybe also parameter boundaries)" ] }, { "cell_type": "markdown", "id": "d958cab9-f174-4f60-90c9-7200cf728292", "metadata": {}, "source": [ "### plot individual contributions" ] }, { "cell_type": "code", "execution_count": 11, "id": "f3a7ab48-32b5-426c-b58e-a1a02dd1db0b", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(1, 2, 512)\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.plot(velocities, processed_data, '.', color='black')\n", "\n", "#get intensities from individual components\n", "intensity_sites = nx.tools.GetSiteSpectra(spectrum, sample)\n", "\n", "# intensity_sites is a 3D array with first dimension being the layer, the second the site of the layer, and the 3rd the intensity\n", "print(np.array(intensity_sites).shape) # 1 layer, 2 sites, 512 data points\n", "\n", "# go through intensity and layers of the sample in parallel to get intensity and id of the site\n", "for intens_lay, lay in zip(intensity_sites, sample.layers):\n", " for intens_site, site in zip(intens_lay, lay.material.hyperfine_sites):\n", " plt.plot(velocities, intens_site, label = site.id)\n", " plt.fill_between(velocities, intens_site, intens_site[0], alpha = 0.3)\n", "\n", "plt.plot(velocities, spectrum.result, color='red', label = \"total fit\")\n", "plt.xlabel(\"norm. intensity\")\n", "plt.ylabel(\"velocitiy (mm/s)\")\n", "plt.legend()\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "b641c06a-8a9d-4aee-a2b9-564fae470979", "metadata": {}, "source": [ "### area ratios of intensities" ] }, { "cell_type": "code", "execution_count": 12, "id": "e01f09af-2273-4a75-9012-8e4c6dfcb178", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(1, 2)\n", "\n", "Relative areas of the sites\n", "[[0.6662509 0.3337491]]\n" ] } ], "source": [ "area_sites = nx.tools.AreaSites(spectrum,\n", " sample = sample,\n", " norm = True)\n", "\n", "print(np.array(area_sites).shape) # 1 layer, 2 sites\n", "\n", "print(\"\")\n", "print(\"Relative areas of the sites\")\n", "print(area_sites)" ] }, { "cell_type": "code", "execution_count": null, "id": "6808a430-fbf6-4250-b518-0dbe425540b3", "metadata": {}, "outputs": [], "source": [] } ], "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": "3.11.9" }, "widgets": { "application/vnd.jupyter.widget-state+json": { "state": {}, "version_major": 2, "version_minor": 0 } } }, "nbformat": 4, "nbformat_minor": 5 }