{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Calibrations"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"This notebook demonstrates how to calibrate real and reciprocal space coordinates of scanning electron diffraction data. Calibrations include correcting the diffraction pattern for lens distortions and determining the rotation between the scan and diffraction planes based on data acquired from reference standards."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"This functionaility has been checked to run in pyxem-0.15.0 (April 2023). Bugs are always possible, do not trust the code blindly, and if you experience any issues please report them here: https://github.com/pyxem/pyxem-demos/issues"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Contents"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"1. Load Data & Initialize Generator\n",
"2. Determine Lens Distortions\n",
"3. Determine Real & Reciprocal Space Calibrations\n",
"4. Determin Real & Reciprocal Space Rotation "
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Import pyxem, required libraries and pyxem modules"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"WARNING:silx.opencl.common:Unable to import pyOpenCl. Please install it from: https://pypi.org/project/pyopencl\n"
]
}
],
"source": [
"%matplotlib inline\n",
"import numpy as np\n",
"import pyxem as pxm\n",
"import hyperspy.api as hs\n",
"from pyxem.libraries.calibration_library import CalibrationDataLibrary\n",
"from pyxem.generators.calibration_generator import CalibrationGenerator"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Download and the data for this demo from here and put in directory with notebooks:\n",
"\n",
"https://drive.google.com/drive/folders/1guzxUcHYNkB3CMClQ-Dhv9cCc1-N15Fj?usp=sharing"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
""
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## 1. Load Data & Initialize Generator"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Load spatially averaged diffraction pattern from Au X-grating for distortion calibration"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
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