{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# 2 - Beginner - Time Resolved Albedo\n", "### Generate and Plot Time Resolved SMARTS Albedo\n", "***\n", "\n", "This journal will walk through the generation of spectral albedo profiles with pySMARTS. The primary focus is on time-resolved albedo, so we will be generating and plotting these reflectance profiles for the same ground material in the same location for varying hours of the day. To close the journal is a brief look at Zonal and Local ground reflectance. The demo location is Golden, Colorado.\n", "\n", "Contents:\n", "
    \n", "
  1. Define Necessary Variables
  2. \n", "
  3. Generate Spectral Albedo
  4. \n", "
  5. Plot Albedo
  6. \n", "
  7. Zonal vs. Local Ground Reflectance \n", "
\n", " " ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "import numpy as np\n", "import matplotlib.pyplot as plt\n", "import pandas as pd\n", "import pySMARTS\n", "\n", "# plotting paramters\n", "# these are visual changes only and have no bearing on the use of pySMARTS\n", "plt.rcParams['timezone'] = 'Etc/GMT+7'\n", "font = {'family' : 'DejaVu Sans',\n", "'weight' : 'normal',\n", "'size' : 14}\n", "plt.rc('font', **font)\n", "plt.rcParams['figure.figsize'] = (12, 5)" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Working on a Windows 10\n", "Python version 3.12.4 | packaged by Anaconda, Inc. | (main, Jun 18 2024, 15:03:56) [MSC v.1929 64 bit (AMD64)]\n", "Pandas version 2.2.2\n", "pySMARTS version 0.0.1a1.dev14+g1573ee8.d20241128\n" ] } ], "source": [ "# This information helps with debugging and getting support :)\n", "import sys, platform\n", "print(\"Working on a \", platform.system(), platform.release())\n", "print(\"Python version \", sys.version)\n", "print(\"Pandas version \", pd.__version__)\n", "print(\"pySMARTS version \", pySMARTS.__version__)" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [], "source": [ "SMARTSPATH = r'C:\\Users\\sayala\\Documents\\GitHub\\py-SMARTS\\SMARTS'" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 1. Necessary Variables\n", "\n", "For pySMARTS, all variables are maintained as strings. For any simulation, we need to define the following:\n", "\n", "- **Output Type**: string of space separated integers. See *main.py* for the full list. This can be DNI, DHI, GHI, Alb, and more.\n", "\n", "- **Date and Time**: in strings, we need year, month, day, and hour. Each field should be in 2-digit strings padded with zeroes, except year, which is 4 digits. Example: 2 pm on May 21th 2021 is defined as `YEAR='2020', MONTH='05',DAY='21',HOUR='14'`\n", "\n", "- **Location**: Latitude, Longitude, Altitude (in km) and timezone ($\\pm$ from UTM)\n", "\n", "- **Ground Material**: See *main.py* for the complete list of available ground materials. Common examples: Soil, Concrete, Grass, DryGrass, Snow" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "# Specify Desired Output\n", "IOUT = '30 31' # Zonal and Local Ground Reflectance\n", "\n", "# Define Date, Time, and Location (ex: Golden, CO)\n", "YEAR = '2021'\n", "MONTH = '05'\n", "DAY = '21'\n", "HOUR = '14'\n", "LATIT = '39.7'\n", "LONGIT = '-105'\n", "ALTIT = '1.7' # km above sea level\n", "ZONE = '-7' # Timezone\n", "MAT = 'Soil'" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 2. Generate Spectral Albedo\n", "\n", "When using pySMARTS directly, we will call the `SMARTSTimeLocation()` funciton. This uses the variables we defined above in the order they were defined. \n", "A few notes:\n", "- `MAT` is optional and will default to the \"*LiteSoil*\" ground material.\n", "- `SMARTSTimeLocation()` may halt with the error:\n", "\n", " `EmptyDataError: No columns to parse from file`.\n", " \n", " This will happen when requesting data for any hour of the day with insufficient light. In the example below, if we pass `HOUR='04'` (4:00 am), the script would halt with this error.\n", "\n", "\n", "For the example below, we will call the function for three different hours in the day and store them as explicit variables." ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [], "source": [ "# Albedo at 8am\n", "demo08 = pySMARTS.SMARTSTimeLocation(IOUT=IOUT, YEAR=YEAR, MONTH=MONTH, DAY=DAY, HOUR='08',\n", " LATIT=LATIT, LONGIT=LONGIT, ALTIT=ALTIT, ZONE=ZONE, material=MAT, SMARTSPATH=SMARTSPATH)\n", "\n", "# Albedo at 12pm (noon)\n", "demo12 = pySMARTS.SMARTSTimeLocation(IOUT=IOUT, YEAR=YEAR, MONTH=MONTH, DAY=DAY, HOUR='12',\n", " LATIT=LATIT, LONGIT=LONGIT, ALTIT=ALTIT, ZONE=ZONE, material=MAT, SMARTSPATH=SMARTSPATH)\n", "\n", "# Albedo at 4pm\n", "demo16 = pySMARTS.SMARTSTimeLocation(IOUT=IOUT, YEAR=YEAR, MONTH=MONTH, DAY=DAY, HOUR='16',\n", " LATIT=LATIT, LONGIT=LONGIT, ALTIT=ALTIT, ZONE=ZONE, material=MAT, SMARTSPATH=SMARTSPATH)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 3. Plotting the Albedo\n", "\n", "Next we'll look at the plotted albedo from the hours generated. We'll do this side by side, then overlaid. Finally, we'll take a look at all the daylight hours simultaneously." ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(nrows=1, ncols=3, sharey=True, figsize=(15,4))\n", "for axs in ax:\n", " axs.tick_params(direction='in')\n", "ax[0].set_title('Golden, CO - 8 am')\n", "ax[0].plot(demo08.Wvlgth, demo08.Zonal_ground_reflectance)\n", "\n", "ax[1].set_title('12 pm')\n", "ax[1].plot(demo12.Wvlgth, demo12.Zonal_ground_reflectance)\n", "\n", "ax[2].set_title('4 pm')\n", "ax[2].plot(demo16.Wvlgth, demo16.Zonal_ground_reflectance)\n", "\n", "ax[0].set_ylabel('Reflectance')\n", "ax[0].set_xlabel('Wavelength [nm]')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Next, we'll overlay two hours on the same axis" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.plot(demo08.Wvlgth,demo08.Zonal_ground_reflectance,label='08:00 am')\n", "plt.plot(demo12.Wvlgth,demo12.Zonal_ground_reflectance,label='12:00 pm')\n", "plt.xlabel('Wavelength [nm]')\n", "plt.ylabel('Reflectance')\n", "plt.title('Spectral Reflectance - Hourly')\n", "plt.legend()\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Finally, let's take a look at the generated spectral albedo for all dalylight hours. " ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "times = np.arange(7,20)\n", "DF = pd.DataFrame(index=demo08.index)\n", "DF['Wvlgth'] = demo08.Wvlgth\n", "DL = DF.copy()\n", "for t in times: \n", " tmp = pySMARTS.SMARTSTimeLocation(IOUT=IOUT, YEAR=YEAR, MONTH=MONTH, DAY=DAY, HOUR=f'{t:02}',\n", " LATIT=LATIT, LONGIT=LONGIT, ALTIT=ALTIT, ZONE=ZONE, material=MAT)\n", " DF[t] = tmp.Zonal_ground_reflectance\n", " DL[t] = tmp.Local_ground_reflectance\n", "\n", "fig = plt.figure(figsize=(7,5))\n", "plt.ylim(0,1.0)\n", "plt.xlim(250,2500)\n", "plt.tick_params(direction='in')\n", "for col in DL.columns[1:]:\n", " plt.plot(DL.Wvlgth,DL[col],label=col)\n", "plt.legend()\n", "plt.title('Golden, CO - Hourly Reflectance')\n", "plt.ylabel('Reflectance')\n", "plt.xlabel('Wavelength [nm]')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 4. Zonal vs Local Ground Reflectance\n", "\n", "Here we compare the two types of albedo available in pySMARTS.\n", "\n", "- **Zonal**: `IOUT = '30'` This is the albedo most applicable in applications $\\geq$ 10 $km^2$\n", "\n", "- **Local**: `IOUT = '31'` Use this albedo for smaller views $<$ 10 $km^2$ " ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "vDZ = DF[DF.Wvlgth<=1200]\n", "vDL = DL[DL.Wvlgth<=1200]\n", "plt.plot(vDZ.Wvlgth,vDZ[8],label='Zonal')\n", "plt.plot(vDL.Wvlgth,vDL[8],label='Local')\n", "plt.title(MAT)\n", "plt.xlabel('Wavelength [nm]')\n", "plt.ylabel('Reflectance')\n", "plt.legend()\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Finally, let's show the same comparison with a different ground material. Below is the Zonal and Local reflectance for snow." ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "demo = pySMARTS.SMARTSTimeLocation(IOUT=IOUT, YEAR=YEAR, MONTH=MONTH, DAY=DAY, HOUR='08',\n", " LATIT=LATIT, LONGIT=LONGIT, ALTIT=ALTIT, ZONE=ZONE, material='Snow')\n", "for col in demo.columns[1:]:\n", " plt.plot(demo.Wvlgth,demo[col],label=col)\n", "plt.xlabel('Wavelength [nm]')\n", "plt.ylabel('Reflectance')\n", "plt.title('Snow')\n", "plt.xlim(250,2000)\n", "plt.legend()\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "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": "3.12.4" }, "vscode": { "interpreter": { "hash": "14c04630f1cd445b2532d35c77825134bfcafda47af70d0b9c2b5023b1f357a5" } } }, "nbformat": 4, "nbformat_minor": 4 }