{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Introduction to Gravity and Magnetic Field Classes" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "*pyshtools* has dedicated classes for working with gravitational and magnetic field data. These classes extend the functionality of the classes SHCoeffs and SHGrid by adding several standard operations related to potential fields. Specific operations include the computation of the geoid, the computation of the three vector components of the gravitational and magnetic fields, the computation of the gravity and magnetic field tensor and eigenvalues, and the computation of the gravitational potential from relief along an interface.\n", "\n", "To start using the gravity and magnetic field classes, first import the standard *matplotlib* package, the *pyshtools* package, and the *pyshtools* subpackage *constant*:" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import matplotlib.pyplot as plt\n", "import pyshtools as pysh\n", "from pyshtools import constants" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "pysh.utils.figstyle(rel_width=0.75)\n", "%config InlineBackend.figure_format = 'retina' # if you are not using a retina display, comment this line" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Gravity Field Classes" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Operations on gravity fields are performed using the classes SHGravCoeffs, SHGravGrid, SHGravTensor, and SHGeoid. In gereral, the coefficients are stored in an SHGravCoeffs class instance, and this instance is used to initialize the other classes with global grids.\n", "\n", "There are several ways to initialize an SHGravCoeffs class instance:\n", "* SHGravCoeffs.from_zeros() - Set the degree 0 term to 1 and all other coefficients to zero.\n", "* SHGravCoeffs.from_array() - Import a *numpy* array of spherical harmonic coefficients.\n", "* SHGravCoeffs.from_file() - Read coefficients from a file.\n", "* SHGravCoeffs.from_random() - Initialize the coefficients as random variables with a given power spectrum.\n", "* SHGravCoeffs.from_shape() - Compute the gravitational potential coefficients from relief along an interface.\n", "\n", "Unlike SHCoeffs, when initializing an SHGravCoeffs class instance, it is necessary to specify the attributes gm, r0, and optionally omega, for the GM, reference radius of the coefficients, and the angular rotation rate of the body. \n", "\n", "Alternatively, the SHGravCoeffs class can be initialized using the pyshtools module *datasets*. When accessing a dataset, the file will first be downloaded from the original source and then stored in the pyshtools subdirectory of the userâ€™s cache directory (if it had not been done previously). The file hash will be verified to ensure that it has not been modified, and the file will then be used to initialize the class along with the necessary metadata. Here, we will make use of the GMM-3 gravity model of Genova et al. (2016):" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "scrolled": true }, "outputs": [], "source": [ "clm = pysh.datasets.Mars.GMM3()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can inspect this class instance by using the info() method, by print(clm), or simply by entering the name of the class instance at the prompt:" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "kind = 'real'\n", "normalization = '4pi'\n", "csphase = 1\n", "lmax = 120\n", "GM (m3 / s2) = 42828372854187.76\n", "r0 (m) = 3396000.0\n", "Omega (rad / s) = None\n", "error_kind = 'unspecified'\n", "header = ['3.3960000000000000e+03', '4.2828372854187757e+04', '1.6202815226760665e-05', '120', '120', '1', '0.0000000000000000e+00', '0.0000000000000000e+00']\n", "header2 = None\n", "epoch = None\n" ] } ], "source": [ "clm.info()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Using the constants submodule, we set the angular rotation rate of the planet, which is necessary when calculating the normal gravity and geoid. We also define variables for the planet's reference ellipsoid, such as the semimajor axis a, the flattening f, and the reference potential u0:" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "clm.set_omega(constants.Mars.omega.value)\n", "\n", "a = constants.Mars.a.value\n", "f = constants.Mars.f.value\n", "u0 = constants.Mars.u0.value" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The spectrum of the function can be plotted using the methods plot_spectrum() and plot_spectrum2d(). Unlike SHCoeffs class instances, we have the option of plotting the power spectrum of the geoid (default), potential, radial gravity, or total gravitational field as specified by the optional parameter function. The total spectrum is analogous to the Lowes-Mauersberger spectrum of magnetic fields." ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "