{ "cells": [ { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "# Multi-Component Reflectance Model\n", "\n", "This tutorial extends our single-species model to simulate reflectance from a planetary regolith that contains a mixture of materials. We will model a surface composed of H₂O and CO₂ ices, two species with distinct optical behaviors.\n", "\n", "We will:\n", "- Load optical constants for both H₂O and CO₂\n", "- Configure their relative abundances and grain sizes\n", "- Explore different mixing geometries (intimate vs. linear)\n", "- Generate and visualize the resulting reflectance spectrum\n", "\n", "This example helps illustrate how multiple species combine to shape the overall spectral response — and sets the stage for performing retrievals on more realistic data." ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "from importlib import reload\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "import matplotlib as mpl\n", "import frostie.hapke as hapke\n", "import frostie.utils as utils\n", "mpl.rcParams['figure.dpi'] = 200\n", "import os\n", "import copy" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "As in the previous example, we will initialize a `regolith` object" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "example_two_regolith = hapke.regolith()" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "Next, we will load the optical constants of the two components" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "wav_water, n_water, k_water = utils.load_water_op_cons()\n", "wav_co2, n_co2, k_co2 = utils.load_co2_op_cons()" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "Let's plot these optical constants to get an intuition of how their absorption strength compares to each other " ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(nrows=1, ncols=2, figsize=(8,4))\n", "ax[0].plot(wav_water,k_water, label='H$_2$O')\n", "ax[0].plot(wav_co2,k_co2, label='CO$_2$')\n", "ax[0].set_ylabel('k')\n", "ax[0].set_yscale('log')\n", "ax[0].set_xlabel('wavelength in $\\mu$m')\n", "\n", "ax[1].plot(wav_water,n_water, label='H$_2$O')\n", "ax[1].plot(wav_co2,n_co2, label='CO$_2$')\n", "ax[1].set_ylabel('n')\n", "ax[1].set_xlabel('wavelength in $\\mu$m')\n", "\n", "# common legend for all subplots\n", "\n", "handles, labels = ax[0].get_legend_handles_labels()\n", "fig.legend(handles, labels, loc='upper center', ncol=3, bbox_to_anchor=(0.515, 1.1), fontsize=13)\n", "plt.tight_layout();" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "Although CO₂ has several absorption features, its $k$ values are generally much weaker than those of H₂O across most of the near-infrared. This means CO₂ contributes localized features while H₂O dominates the continuum." ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "Let's now add these two components to our `example_two_regolith` object. Since there are multiple components in this regolith, we will need to also provide their abundance fractions as input. We will fix `D` and `p_type`" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [], "source": [ "f = 0.5 # equal abundance (by number) fraction\n", "\n", "water = {'name':'water','n':n_water, 'k':k_water, 'wav':wav_water, 'D':100, 'p_type':'HG2', 'f':f}\n", "co2 = {'name':'carbon dioxide', 'n':n_co2, 'k':k_co2, 'wav':wav_co2, 'D':100, 'p_type':'HG2', 'f':f}\n", "\n", "example_two_regolith.add_components([water, co2], matched_axes=False)" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "The `matched_axes` flag indicates whether all components share a common wavelength grid. If not, interpolation will be performed internally. While this step is optional for forward modeling, it becomes important for efficient model fitting." ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "Next, we set up the observation geometry, porosity, backscattering and internal-scattering parameters." ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [], "source": [ "example_two_regolith.set_obs_geometry(i=45,e=45,g=90)\n", "\n", "example_two_regolith.set_porosity(p=0.9)\n", "\n", "example_two_regolith.set_backscattering(B=0)\n", "\n", "example_two_regolith.set_s(s=0)" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "Finally, we need to decide the mixing mode of our components, i.e., whether they are mixed in an `intimate` way (also called salt-and-pepper model) or in a `linear` way (also called 'areal' model), as illustrated in the cartoon below:\n", "\n", "

\n", " \"Description\"\n", "

\n", "\n", "Let’s choose intimate mixing for now, as modeling the non-linear effects of mixing is one of the strengths of Hapke theory." ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [], "source": [ "example_two_regolith.set_mixing_mode('intimate')" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "We are ready to model the reflectance spectrum of `example_two_regolith`!" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [], "source": [ "example_two_regolith.calculate_reflectance()" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure()\n", "plt.plot(example_two_regolith.wav_model, example_two_regolith.model)\n", "plt.ylabel('reflectance')\n", "plt.xlabel('wavelength in $\\mu$m')" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "This reflectance spectrum of a water and carbon dioxide mixture is pretty similar to the water ice reflectance spectrum from the previous example, except for sharp absorption features caused by carbon dioxide. This makes sense as water's $k$ spectrum is much stronger compared to carbon dioxide's, so it is expected to dominate the continuum of the mixture spectrum." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's also see how the linear mixing model differs from the intimate mixing model above" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "intimate_mix_regolith = copy.deepcopy(example_two_regolith)\n", "linear_mix_regolith = copy.deepcopy(example_two_regolith)\n", "\n", "linear_mix_regolith.set_mixing_mode('linear')\n", "linear_mix_regolith.calculate_reflectance()\n", "\n", "plt.figure()\n", "plt.plot(intimate_mix_regolith.wav_model, intimate_mix_regolith.model, label='intimate')\n", "plt.plot(linear_mix_regolith.wav_model, linear_mix_regolith.model, label='linear')\n", "plt.ylabel('reflectance')\n", "plt.xlabel('wavelength in $\\mu$m')\n", "plt.legend()\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Summary\n", "\n", "In this tutorial, we extended our Hapke-based reflectance modeling to simulate a regolith containing multiple components — specifically, a mixture of H₂O and CO₂ ices. We explored how the individual optical constants of each species contribute to the overall reflectance spectrum, and how their relative abundances, grain sizes, and mixing geometry shape the resulting spectral features.\n", "\n", "Key takeaways:\n", "\n", "- The Hapke model can simulate both **intimate** and **linear** mixing modes, capturing non-linear effects that arise when particles are physically mixed.\n", "- Dominant species (like H₂O in this case) control the continuum shape, while weaker components (like CO₂) introduce localized absorptions.\n", "- Matching the wavelength axes of all components ensures accurate and efficient spectrum computation.\n", "\n", "In the next tutorial, we will explore how to go beyond forward modeling and use Bayesian inference to retrieve the composition and physical properties of a surface directly from observed spectra.\n" ] } ], "metadata": { "kernelspec": { "display_name": "frostie", "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": "3.11.4" } }, "nbformat": 4, "nbformat_minor": 2 }