{ "cells": [ { "cell_type": "markdown", "id": "a205dbd4-5864-45a4-90b6-502b4c8ddcec", "metadata": {}, "source": [ "\n", "# Band structures" ] }, { "cell_type": "code", "execution_count": 1, "id": "d62401f8-e735-47fc-8e5d-905f77a2ec62", "metadata": {}, "outputs": [], "source": [ "from eminus import Cell, SCF\n", "from eminus.extras import plot_bandstructure" ] }, { "cell_type": "code", "execution_count": 2, "id": "a6d9b3d7-926a-48a7-8479-f59f56f6ea3f", "metadata": {}, "outputs": [], "source": [ "# Create a cell for a silicon crystal\n", "# It only contains one k-point, but this is enough to create a nice band structure\n", "# Specify the number of bands we want to calculate (here we have 4 occupied bands and 4 unoccupied bands)\n", "cell = Cell(\"Si\", \"diamond\", ecut=10, a=10.2631, bands=8)" ] }, { "cell_type": "code", "execution_count": 3, "id": "ef0e22c2-4981-4c3a-ab16-58e6636510bb", "metadata": {}, "outputs": [ { "data": { "text/html": [ " \n", " " ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "application/vnd.plotly.v1+json": { "config": { "plotlyServerURL": "https://plot.ly" }, "data": [ { "marker": { "color": "black", "size": 0.1 }, "name": "Unit cell", "showlegend": false, "type": "scatter3d", "x": [ 0, 5.13155 ], "y": [ 0, 5.13155 ], "z": [ 0, 0 ] }, { "marker": { "color": "black", "size": 0.1 }, "name": "Unit cell", "showlegend": false, "type": "scatter3d", "x": [ 0, 5.13155 ], "y": [ 0, 0 ], "z": [ 0, 5.13155 ] }, { "marker": { "color": "black", "size": 0.1 }, "name": "Unit cell", "showlegend": false, "type": "scatter3d", "x": [ 0, 0 ], "y": [ 0, 5.13155 ], "z": [ 0, 5.13155 ] }, { "marker": { "color": "black", "size": 0.1 }, "name": "Unit cell", "showlegend": false, "type": "scatter3d", "x": [ 5.13155, 10.2631 ], "y": [ 5.13155, 5.13155 ], "z": [ 0, 5.13155 ] }, { "marker": { "color": "black", "size": 0.1 }, "name": "Unit cell", "showlegend": false, "type": "scatter3d", "x": [ 5.13155, 5.13155 ], "y": [ 5.13155, 10.2631 ], "z": [ 0, 5.13155 ] }, { "marker": { "color": "black", "size": 0.1 }, "name": "Unit cell", "showlegend": false, "type": "scatter3d", "x": [ 5.13155, 10.2631 ], "y": [ 0, 5.13155 ], "z": [ 5.13155, 5.13155 ] }, { "marker": { "color": "black", "size": 0.1 }, "name": "Unit cell", "showlegend": false, "type": "scatter3d", "x": [ 5.13155, 5.13155 ], "y": [ 0, 5.13155 ], "z": [ 5.13155, 10.2631 ] }, { "marker": { "color": "black", "size": 0.1 }, "name": "Unit cell", "showlegend": false, "type": "scatter3d", "x": [ 10.2631, 10.2631 ], "y": [ 5.13155, 10.2631 ], "z": [ 5.13155, 10.2631 ] }, { "marker": { "color": "black", "size": 0.1 }, "name": "Unit cell", "showlegend": false, "type": "scatter3d", "x": [ 0, 5.13155 ], "y": [ 5.13155, 10.2631 ], "z": [ 5.13155, 5.13155 ] }, { "marker": { "color": "black", "size": 0.1 }, "name": "Unit cell", "showlegend": false, "type": "scatter3d", "x": [ 0, 5.13155 ], "y": [ 5.13155, 5.13155 ], "z": [ 5.13155, 10.2631 ] }, { "marker": { "color": "black", "size": 0.1 }, "name": "Unit cell", "showlegend": false, "type": "scatter3d", "x": [ 5.13155, 10.2631 ], "y": [ 10.2631, 10.2631 ], "z": [ 5.13155, 10.2631 ] }, { "marker": { "color": "black", "size": 0.1 }, "name": "Unit cell", "showlegend": false, "type": "scatter3d", "x": [ 5.13155, 10.2631 ], "y": [ 5.13155, 10.2631 ], "z": [ 10.2631, 10.2631 ] }, { "marker": { "color": "#daa41f", "line": { "color": "black", "width": 2 }, "size": 9.09998740589692 }, "mode": "markers", "name": "Si", "type": "scatter3d", "x": [ 0, 2.565775 ], "y": [ 0, 2.565775 ], "z": [ 0, 2.565775 ] } ], "layout": { "height": 600, "hoverlabel": { "bgcolor": "black" }, "legend": { "itemsizing": "constant", "title": { "text": "Selection" } }, "scene": { "aspectmode": "cube", "aspectratio": { "x": 1, "y": 1, "z": 1 }, "xaxis": { "title": { "text": "x [a0]" }, "type": "linear" }, "yaxis": { "title": { "text": "y [a0]" }, "type": "linear" }, "zaxis": { "title": { "text": "z [a0]" }, "type": "linear" } }, "template": { 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