{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Introduction\n", "\n", "This notebook demonstrates how to perform diffusivity and ionic conductivity analyses starting from a series of VASP AIMD simulations using Python Materials Genomics (pymatgen) and its add-on package pymatgen-analysis-diffusion. These notebooks are described in detail in\n", "\n", " Deng, Z.; Zhu, Z.; Chu, I.-H.; Ong, S. P. Data-Driven First-Principles Methods for the Study and Design of \n", " Alkali Superionic Conductors. Chem. Mater. 2017, 29 (1), 281–288 DOI: 10.1021/acs.chemmater.6b02648.\n", " \n", "If you find these notebooks useful and use the functionality demonstrated, please consider citing the above work.\n", "\n", "Let's start by importing some modules and classes that we will be using." ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "# Uncomment the subsequent lines in this cell to install dependencies for Google Colab.\n", "# !pip install pymatgen==2022.7.19 pymatgen-analysis-diffusion" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "from IPython.display import Image\n", "\n", "%matplotlib inline\n", "\n", "import collections\n", "import json\n", "\n", "import matplotlib.pyplot as plt\n", "from pymatgen.analysis.diffusion.aimd.pathway import ProbabilityDensityAnalysis\n", "from pymatgen.analysis.diffusion.aimd.van_hove import VanHoveAnalysis\n", "from pymatgen.analysis.diffusion.analyzer import (\n", " DiffusionAnalyzer,\n", " get_arrhenius_plot,\n", " get_extrapolated_conductivity,\n", ")\n", "from pymatgen.core import Structure" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Preparation\n", "\n", "The *DiffusionAnalyzer* class in pymatgen can be instantiated from a supplied list of sequential vasprun.xml output files from the AIMD simulations. An example code (commented out) is shown below." ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "# files = [\"run1/vasprun.xml\", \"run2/vasprun.xml\", \"run3/vasprun.xml\"]\n", "# analyzer = DiffusionAnalyzer.from_files(files, specie=\"Li\", smoothed=False)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In this work, all trajectories are stored in an efficient document-based MongoDB database. The format of the documents in the database is a binary JSON format. Here, we will instead instantiate the *DiffusionAnalyzer* from a pre-serialized *DiffusionAnalyzer* for each temperature." ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "temperatures = [600, 800, 1000, 1200]\n", "analyzers = collections.OrderedDict()\n", "for temp in temperatures:\n", " with open(\"aimd_data/%d.json\" % temp) as f:\n", " d = json.load(f)\n", " analyzers[temp] = DiffusionAnalyzer.from_dict(d)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# MSD vs time plot\n", "\n", "For each temperature, we can plot the mean square displacement against time as follows (only 1000 K shown)." ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt = analyzers[1000].get_msd_plot()\n", "title = plt.title(\"1000K\", fontsize=24)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Activation energy and ionic conductivity\n", "\n", "From diffusivity at each temperature, we can obtain activation energy and room temperature ionic conductivity by constructing an Arrhenius plot. " ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "diffusivities = [d.diffusivity for d in analyzers.values()]\n", "\n", "plt = get_arrhenius_plot(temperatures, diffusivities)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "From the temperatures and diffusivities, one may obtained the extrapolated room-temperature conductivity as follows." ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "The Li ionic conductivity for Li6PS5Cl at 300 K is 0.0730 mS/cm\n" ] } ], "source": [ "rts = get_extrapolated_conductivity(\n", " temperatures,\n", " diffusivities,\n", " new_temp=300,\n", " structure=analyzers[800].structure,\n", " species=\"Li\",\n", ")\n", "print(\"The Li ionic conductivity for Li6PS5Cl at 300 K is %.4f mS/cm\" % rts)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Probability density function analysis\n", "\n", "We can compute the probability density function from the AIMD trajectories using the *ProbabilityDensityAnalysis* class implemented in the pymatgen-diffusion add-on. We will use the calculation at 800K as an example. The probability density function can then be output to a CHGCAR-like file for visualization in VESTA." ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "structure = analyzers[800].structure\n", "trajectories = [s.frac_coords for s in analyzers[800].get_drift_corrected_structures()]\n", "pda = ProbabilityDensityAnalysis(structure, trajectories, species=\"Li\")\n", "pda.to_chgcar(\n", " \"aimd_data/CHGCAR.vasp\"\n", ") # Output to a CHGCAR-like file for visualization in VESTA." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The VESTA visualization software can be used to visualize isosurfaces in the probability density. The 800K probability density function at an isosurface of 0.002 is shown below." ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "execution_count": null, "metadata": {}, "output_type": "execute_result" } ], "source": [ "Image(filename=\"aimd_data/Isosurface_800K_0.png\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# van Hove correlation function analysis\n", "\n", "We can compute the van Hove correlation function from a *DiffusionAnalyzer* using the *VanHoveAnalysis* class implemented in the pymatgen-diffusion add-on. We will use the calculation at 800K as an example. " ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "vha = VanHoveAnalysis(analyzers[800])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can then plot the self ($G_s$) and distinct ($G_d$) parts of the van Hove correlation function as follows." ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": null, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "vha.get_3d_plot(mode=\"self\")\n", "vha.get_3d_plot(mode=\"distinct\")" ] } ], "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": 1 }