diff --git a/docs/notebooks/2.3 Dust Soiling with Kimber.ipynb b/docs/notebooks/2.3 Dust Soiling with Kimber.ipynb new file mode 100644 index 0000000..6949522 --- /dev/null +++ b/docs/notebooks/2.3 Dust Soiling with Kimber.ipynb @@ -0,0 +1,523 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "43cd9359-32f3-455a-b9a2-3f419adacc32", + "metadata": {}, + "source": [ + "July 2024 was an exceptional month in terms of irradiance anomalies in North America. In one of [Solcast's weekly PVMag publications](https://www.pv-magazine.com/2024/08/02/aerosols-from-wildfires-slash-north-american-solar-production/) we have highlighted how irradiance was severely impacted in the north west of the continent by aerosols deriving from the raging Canadian wildfires.\n", + "\n", + "In addition to the reduced irradiance from the aerosol's absorption, another factor to take into account into the overall impact of these aerosols on solar generation is dust soiling as the accumulated particles block or scatter incident light, further reducing power output. The Solcast API allows the user to specify the dust-derived losses:\n", + "- in the `rooftop_pv_power` the `loss_factor` parameter effectively captures the non-temperature loss effects on the nameplate rating of the PV system, including inefficiency and soiling\n", + "- in the `advanced_pv_power` the `apply_dust_soiling` is a user-override for the dust soiling average computed by Solcast. If you specify this parameter in your API call, the API will replace the site's annual or monthly average dust soiling values with the value you specify in your API call.E.g. if you specify a 0.7 dust soiling, your returned power will be reduced by 70%.\n", + "\n", + "\n", + "In this tutorial we are going to see how we can model dust soiling using the `pvlib` python toolbox and Solcast's weather data while trying to see the impact of these aerosols on a site that may have been affected by these wildfires.\n", + "\n", + "First off, install `pvlib`." + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "id": "8296e7de-cb04-4bc5-b788-01ab1b98cae7", + "metadata": {}, + "outputs": [], + "source": [ + "#!pip install pvlib folium" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "b5eb8bae-395b-4041-a3ba-1578052fbc98", + "metadata": {}, + "outputs": [], + "source": [ + "import os\n", + "import datetime\n", + "import matplotlib.pyplot as plt\n", + "import pandas as pd\n", + "import folium\n", + "from pvlib.iotools import solcast\n", + "from pvlib.soiling import kimber\n", + "\n", + "import warnings\n", + "warnings.filterwarnings(\"ignore\")" + ] + }, + { + "cell_type": "markdown", + "id": "ee2cf545-b391-408f-9f6e-d83f1a55c2a8", + "metadata": {}, + "source": [ + "We can use one of [Solcast's unmetered locations](https://docs.solcast.com.au/#unmetered-locations) so you don't use up your requests. We choose Fort Peck from SURFRAD sites." + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "386742a4-c8d2-42a3-ab9e-55bbd0aebef6", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
Make this Notebook Trusted to load map: File -> Trust Notebook
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" + ], + "text/plain": [ + " precipitation_rate\n", + "period_mid \n", + "2024-05-01 04:30:00+00:00 0.0\n", + "2024-05-01 05:30:00+00:00 0.0\n", + "2024-05-01 06:30:00+00:00 0.0\n", + "2024-05-01 07:30:00+00:00 0.0\n", + "2024-05-01 08:30:00+00:00 0.0" + ] + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "rainfall_data = solcast.get_solcast_historic(\n", + " latitude, longitude, \n", + " start=start, end=end, \n", + " api_key=os.getenv('SOLCAST_API_KEY'), \n", + " output_parameters=['precipitation_rate'],\n", + " period=\"PT1H\"\n", + ")[0]\n", + "\n", + "rainfall_data.head()" + ] + }, + { + "cell_type": "markdown", + "id": "e14906a4-5289-4e81-ad54-f0ac02184edc", + "metadata": {}, + "source": [ + "To assist in the interpretation of results, we create a new column `accumulated_rainfall` with the daily total rainfall, i.e. the total rainfall in the preceding 24h. This matches what the Kimber algorithm does: when this accumulation reaches the cleaning threshold, the soiling rate returns to 0.\n", + "\n", + "We also set up a plotting function to superimpose the accumulation on the soiling rate results." + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "b6da5564-cec7-4bab-8a1c-d388a52bc584", + "metadata": {}, + "outputs": [], + "source": [ + "# the local timezone is UTC - 4 hours\n", + "rainfall_data.index = rainfall_data.index - pd.Timedelta(hours=4)\n", + "\n", + "rainfall_data['accumulated_rainfall'] = rainfall_data.rolling(24, closed='right').sum()" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "71f018e5-2d7d-425b-b31b-fd3153d1db6e", + "metadata": {}, + "outputs": [], + "source": [ + "def plot(\n", + " time_labels: pd.DatetimeIndex, \n", + " precip_rate: pd.Series, \n", + " precip_daily: pd.Series, \n", + " soiling: pd.Series, \n", + " threshold: int=15\n", + "):\n", + " \"\"\"function that plots the precipitation accumulation alongside soiling rate.\n", + "\n", + " Args:\n", + " time_labels: the datetime values to use for the x-axis\n", + " precip_rate: the hourly precipitation rate values in mm/h\n", + " precip_daily: the daily sum of precipitation in mm\n", + " soiling: soiling rate\n", + " threshold: amount of daily rainfall required to clean the panels.\n", + " \"\"\"\n", + " fig, ax1 = plt.subplots(figsize=(12,5))\n", + " \n", + " # line plot showing the soiling loss\n", + " ax1.plot(time_labels, soiling.values*100, linestyle=':', label='soiling loss', color='orange')\n", + " ax1.set_ylabel(\"energy loss fraction (%)\", color='orange')\n", + "\n", + " # secondary axis for the rainfall\n", + " ax2 = ax1.twinx()\n", + " \n", + " # horizontal line for the threshold\n", + " ax2.hlines(y=threshold, xmin=time_labels.min(), xmax=time_labels.max(), linestyle='--', label='cleaning threshold')\n", + " \n", + " # bar plot of the daily sum of the rainfall\n", + " ax2.plot(time_labels, precip_daily, label=\"daily rain accumulation\", alpha=0.5)\n", + " ax2.plot(time_labels, precip_rate, label=\"precipitation rate\", color='blue', linewidth=0.5)\n", + " ax2.set_ylabel(\"precipitation (mm)\", color='blue')\n", + " \n", + " fig.legend()\n", + " fig.show()" + ] + }, + { + "cell_type": "markdown", + "id": "b41002b6-f460-438b-b833-9dc4270207d7", + "metadata": {}, + "source": [ + "Once we have the rainfall data we can use `pvlib.soiling.kimber` to compute the energy loss from soiling, starting from the rainfall obtained and a daily soiling loss rate. More information regarding the algorithm and the parameters can be found in [pvlib's documentation](https://pvlib-python.readthedocs.io/en/stable/reference/generated/pvlib.soiling.kimber.html)." + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "7bbfe97f-c17c-48ae-9e4f-9a62de0946ff", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "average soiling loss: 0.025438887001810104\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "soiling = kimber(\n", + " rainfall_data.precipitation_rate, \n", + " cleaning_threshold=15.0, \n", + " grace_period=3, # Number of days after a rainfall event \n", + " # when it’s assumed the ground is damp, and so it’s assumed there is no soiling. \n", + " soiling_loss_rate=0.0015 # Fraction of energy lost due to one day of soiling.\n", + ")\n", + "\n", + "df = pd.concat([rainfall_data, soiling], axis=1)\n", + "\n", + "f = plot(df.index, df.precipitation_rate, df.accumulated_rainfall, df.soiling)\n", + "\n", + "print(f\"average soiling loss: {df.soiling.mean()}\") " + ] + }, + { + "cell_type": "markdown", + "id": "e40e524d-e69a-46e4-ad0d-1de99e345df8", + "metadata": {}, + "source": [ + "As we can see, May and July have rarely experienced enough rainfall to surpass our rainfall accumulation threshold and therefore soiling losses increase throughout the month, reaching a rate as high as ~6% if no cleaning is applied. Soiling rate averages 3% across the period. Lowering the cleaning threshold, e.g. for more tilted panels, will give us a lower rate: with 10mm of rain set as the threshold, the average soiling rate is 1.5%." + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "b8ca7deb-4ea0-478b-9a63-08bf40a86a29", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "average soiling loss: 0.01534742980072379\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "soiling = kimber(\n", + " rainfall_data.precipitation_rate, \n", + " cleaning_threshold=10.0, \n", + " grace_period=3, \n", + " soiling_loss_rate=0.0015\n", + ")\n", + "\n", + "df = pd.concat([rainfall_data, soiling], axis=1)\n", + "\n", + "f = plot(df.index, df.precipitation_rate, df.accumulated_rainfall, df.soiling, threshold=10)\n", + "\n", + "print(f\"average soiling loss: {df.soiling.mean()}\") " + ] + }, + { + "cell_type": "markdown", + "id": "8415b306-64db-4115-88e4-92c25abde8c9", + "metadata": {}, + "source": [ + "The Kimber implementation in `pvlib` allows specification of `manual_wash_dates`. Below we set a biweekly schedule on which our panels will be cleaned, bringing the soiling loss back to zero without starting a \"grace period\":" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "id": "42ebe363-2b45-41a1-87e2-99a64312a0ba", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "average soiling loss: 0.0077790421195647564\n" + ] + }, + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "soiling = kimber(\n", + " rainfall_data.precipitation_rate, \n", + " cleaning_threshold=15.0,\n", + " grace_period=3,\n", + " soiling_loss_rate=0.0015, \n", + " manual_wash_dates=pd.date_range(\"2024-05-15T00:30:00\", end, freq=\"14D\")\n", + ")\n", + "\n", + "df = pd.concat([rainfall_data, soiling], axis=1)\n", + "\n", + "plot(df.index, df.precipitation_rate, df.accumulated_rainfall, df.soiling)\n", + "\n", + "print(f\"average soiling loss: {df.soiling.mean()}\") " + ] + }, + { + "cell_type": "markdown", + "id": "aebc90fe-e944-403d-8872-d2652c7c57a8", + "metadata": {}, + "source": [ + "The result is that, given our soiling rate assumptions, the soiling losses are 1/3 or less of the losses that this site would have seen during this period if a biweekly cleaning schedule was to be implemented.\n", + "\n", + "You could now take a look at the example `2.1 PVLib - ModelChain with Solcast weather data.ipynb` where we show calculating AC power with `pvlib` and you could model the power as a function of the different soiling losses." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "05435d9a-52fc-4394-be02-dcecb753ec81", + "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": "3.10.13" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/mkdocs.yml b/mkdocs.yml index 48f3530..f4c48ff 100644 --- a/mkdocs.yml +++ b/mkdocs.yml @@ -22,8 +22,9 @@ nav: - '1.2 Getting Data: TMY in your local timezone': 'notebooks/1.2 Getting Data - TMY in your local timezone.ipynb' - '1.3 Getting Data: Make Concurrent Requests': 'notebooks/1.3 Getting Data - Make Concurrent Requests.ipynb' - '2. PVLib': - - '2.1 PVLib: ModelChain with Solcast weather data': 'notebooks/2.1 PVLib - ModelChain with Solcast weather data.ipynb' - - '2.2 PVLib - Using pvlib.iotools helper functions to get Solcast data': "notebooks/2.2 PVLib - Using pvlib.iotools helper functions to get Solcast data.ipynb" + - '2.1 ModelChain with Solcast weather data': 'notebooks/2.1 PVLib - ModelChain with Solcast weather data.ipynb' + - '2.2 Using pvlib.iotools helper functions to get Solcast data': "notebooks/2.2 PVLib - Using pvlib.iotools helper functions to get Solcast data.ipynb" + - '2.3 Using pvlib.soiling.kimber to model soiling losses': "notebooks/2.3 Dust Soiling with Kimber.ipynb" - '3. Comparing to Measurements': - '3.1 Comparing to Measurements: Timezone and Time Period alignment': 'notebooks/3.1 Comparing to Measurements - Timezone and Time Period alignment.ipynb' - '3.2 Comparing to Measurements [GHI]: Quality Controlling and Gap Filling Measurements with Solcast Actuals': 'notebooks/3.2 Comparing to Measurements [GHI] - Quality Controlling and Gap Filling Measurements with Solcast Actuals.ipynb'