From 01815d7cf865cc211ae34279f607fcd3b9ccf007 Mon Sep 17 00:00:00 2001 From: malmans2 Date: Fri, 25 Oct 2024 10:43:20 +0200 Subject: [PATCH] new permalink --- ...te-albedo_consistency-assessment_q03.ipynb | 399 ++++++++++++++++++ 1 file changed, 399 insertions(+) create mode 100644 Satellite_ECVs/Atmospheric_Composition/satellite_satellite-albedo_consistency-assessment_q03.ipynb diff --git a/Satellite_ECVs/Atmospheric_Composition/satellite_satellite-albedo_consistency-assessment_q03.ipynb b/Satellite_ECVs/Atmospheric_Composition/satellite_satellite-albedo_consistency-assessment_q03.ipynb new file mode 100644 index 00000000..589ea80e --- /dev/null +++ b/Satellite_ECVs/Atmospheric_Composition/satellite_satellite-albedo_consistency-assessment_q03.ipynb @@ -0,0 +1,399 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "0", + "metadata": {}, + "source": [ + "# Trend Assessment of Satellite-Derived Surface Albedo for Studying the Caspian Sea Retreat: A Climate Monitoring and Scientific Study" + ] + }, + { + "cell_type": "markdown", + "id": "1", + "metadata": {}, + "source": [ + "## 🌍 Use case: Estimation of Caspian sea retreat using surface albedo" + ] + }, + { + "cell_type": "markdown", + "id": "2", + "metadata": {}, + "source": [ + "## ❓ Quality assessment question\n", + "**Can the satellite albedo datasets be used for studying the retreat of the Caspian Sea Basin?**" + ] + }, + { + "cell_type": "markdown", + "id": "3", + "metadata": {}, + "source": [ + "The Caspian Sea is the world's largest inland water body [1]. However, the body of water has been found to be shrinking over the past many years. It is being warned that the Caspian Sea could decline by 9–18 meters by the end of the century [2]. The shrinking size of the sea would adversely affect the ecosystem, food security, and livelihoods of many people, with various socio-economic consequences and local and regional conflicts [3]. In this application, we will use the surface albedo from the Climate Data Store (CDS) of the Copernicus Climate Change Service (C3S) to assess the driest regions of Caspian Sea. The lakewater levels from 2006 to 2020, derived from satellite observations, shall also be collected for the same time period. The application also shows the consistency between two CDS datasets.\n", + " This notebook assesses the capability of the albedo dataset in capturing the retreat of the Caspian Sea. It was concluded that the CDS surface albedo 10-daily gridded dataset is capable of capturing the retreat of the Caspian Sea, consistently with the satellite retrieval of the lake water level." + ] + }, + { + "cell_type": "markdown", + "id": "4", + "metadata": {}, + "source": [ + "## πŸ“’ Quality assessment statement" + ] + }, + { + "cell_type": "markdown", + "id": "5", + "metadata": {}, + "source": [ + "* The CDS surface albedo 10-daily gridded dataset is capable of capturing the retreat of the Caspian Sea.\n", + "* In the selected area of the northern Caspian Sea, the trend of surface albedo exhibits a stable seasonal behavior with a decrease in maximum values recorded due to the reduced snowfalls. The surface albedo has increased since 2016 in agreement with the lowering of lake water depth at a level enabling the satellite measurements to be sensitive to the lake floor and to the underwater vegetation.\n", + "* The obtained albedo trend aligns with other studies (Akbari et al., 2022; Lahijani et. al., 2023), which indicate minor changes in Caspian water level with an overall falling trend.\n", + "* Previous studies (Chen et al., 2017; Samant and Prange, 2023) reveal a Caspian Sea level decline of ~1.5 m in 26 years (i.e., 7 cm/year) during the time period 1996–2021, and the decline has intensified (i.e., 10 cm/year) in recent years during 2006–2021.\n", + "* This study shows that CDS surface albedo can be used to capture the retreat of the Caspian Sea, when lakewater depth becomes small due to seasonal changes in the hydrological cycle." + ] + }, + { + "cell_type": "markdown", + "id": "6", + "metadata": {}, + "source": [ + "## πŸ“‹ Methodology\n", + "1. Geographic data representation.\n", + "2. Download surface albedo data SPOT VGT v2 (time period 2006–2014)\n", + "(horizontal_resolution: ~ 1 km) and PROBA VGT v2 (time period 2014–2021)\n", + "(horizontal_resolution: ~ 1 km). And download satellite lake water level data version 4.0 for the Caspian Sea (southwestern Asia).\n", + "3. Create a time series of albedo and lake water level over the selected area of the northern Caspian Sea." + ] + }, + { + "cell_type": "markdown", + "id": "7", + "metadata": {}, + "source": [ + "## πŸ“ˆ Analysis and results" + ] + }, + { + "cell_type": "markdown", + "id": "8", + "metadata": {}, + "source": [ + "(section-1)=\n", + "### 1. Geographic data representation.\n", + "\n", + "The selected area near the northern Caspian Sea encompasses both land and sea regions. This visualization is important for interpreting the results because albedo in land areas can differ significantly from that of water bodies. Snow-covered land typically exhibits a much higher albedo compared to open water, reflecting more solar radiation and thus influencing local temperature and climate patterns." + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "9", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import matplotlib.pyplot as plt\n", + "import cartopy.crs as ccrs\n", + "import cartopy.feature as cfeature\n", + "from shapely.geometry import Polygon\n", + "import geopandas as gpd\n", + "\n", + "coordinates = [(50.5, 47.2), (51.0, 47.2), (51.0, 46.5), (50.5, 46.5), (50.5, 47.2)]\n", + "polygon = Polygon(coordinates)\n", + "gdf = gpd.GeoDataFrame([1], geometry=[polygon], crs=\"EPSG:4326\")\n", + "\n", + "\n", + "fig, (ax1, ax2) = plt.subplots(1, 2, figsize=(12, 6), subplot_kw={'projection': ccrs.PlateCarree()})\n", + "\n", + "# Plot 1: Full Caspian Sea with indication of selected area\n", + "ax1.add_feature(cfeature.LAND, color='lightgray') \n", + "ax1.add_feature(cfeature.OCEAN, color='lightblue') \n", + "ax1.add_feature(cfeature.COASTLINE, linewidth=1.5) \n", + "ax1.set_extent([46, 56, 36, 48], crs=ccrs.PlateCarree()) \n", + "\n", + "\n", + "gdf.boundary.plot(ax=ax1, color='red', linewidth=2, transform=ccrs.PlateCarree())\n", + "gl1 = ax1.gridlines(draw_labels=True, linestyle='--', color='gray', alpha=0.5)\n", + "gl1.top_labels = False\n", + "gl1.right_labels = False\n", + "ax1.set_title('Full Caspian Sea with Selected Area Highlighted', fontsize=12)\n", + "\n", + "# Plot 2: Zoomed-in region near Northern Caspian Sea \n", + "ax2.add_feature(cfeature.LAND, color='lightgray') \n", + "ax2.add_feature(cfeature.OCEAN, color='lightblue') \n", + "ax2.add_feature(cfeature.COASTLINE, linewidth=1.5) \n", + "# Plot the selected region\n", + "gdf.boundary.plot(ax=ax2, color='red', linewidth=2, transform=ccrs.PlateCarree())\n", + "ax2.set_xlim(50.4, 51.1)\n", + "ax2.set_ylim(46.4, 47.3)\n", + "gl2 = ax2.gridlines(draw_labels=True, linestyle='--', color='gray', alpha=0.5)\n", + "gl2.top_labels = False\n", + "gl2.right_labels = False\n", + "ax2.set_title('Selected Area near Northern Caspian Sea', fontsize=12)\n", + "\n", + "plt.tight_layout()\n", + "plt.show()\n" + ] + }, + { + "cell_type": "markdown", + "id": "10", + "metadata": {}, + "source": [ + "(section-2)=\n", + "### 2. Download surface albedo and lake water level data\n", + "We used standard libraries (numpy, pandas, xarray, cartopy, matplotlib.colors, matplotlib.pyplot) for this notebook.Β First, we defined the parameters and transformed the data and finally the data was downloaded for both albedo and lake water level." + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "11", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "satellite='spot'\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 8/8 [00:00<00:00, 31.55it/s]\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "satellite='proba'\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 7/7 [00:00<00:00, 46.82it/s]\n", + "100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 1/1 [00:00<00:00, 22.26it/s]\n", + " \r" + ] + } + ], + "source": [ + "import matplotlib.pyplot as plt\n", + "import xarray as xr\n", + "from datetime import datetime\n", + "from c3s_eqc_automatic_quality_control import diagnostics, download\n", + "import numpy as np\n", + "plt.style.use(\"seaborn-v0_8-notebook\")\n", + "\n", + "\n", + "\n", + "collection_id = \"satellite-albedo\"\n", + "chunks = {\"year\": 1}\n", + "\n", + "common_request = {\"format\": \"zip\",\n", + " \"variable\": \"albb_bh\",\n", + " \"product_version\": \"v2\",\n", + " \"month\": [f\"{month:02d}\" for month in range(1, 13)],\n", + " \"nominal_day\": \"10\",\n", + " \"area\": [46.91, 50.75, 46.81, 50.85],\n", + " \n", + "}\n", + "requests = {\n", + " \"spot\": {\n", + " \"year\": [str(year) for year in range(2006, 2014)],\n", + " \"horizontal_resolution\": \"1km\",\n", + " \"sensor\": \"vgt\",\n", + " },\n", + " \"proba\": {\n", + " \"year\": [str(year) for year in range(2014, 2021)],\n", + " \"horizontal_resolution\": \"1km\",\n", + " \"sensor\": \"vgt\",\n", + " },\n", + "}\n", + "\n", + "\n", + "collection_id_lake = \"satellite-lake-water-level\"\n", + "request_lake = {\n", + " \"variable\": \"water_surface_height_above_reference_datum\",\n", + " \"version\": \"version_4_0\",\n", + " \"format\": \"zip\",\n", + " \"lake\": \"caspian\",\n", + " \"region\": \"southwestern_asia\",\n", + "}\n", + "\n", + "\n", + "maps = {}\n", + "timeseries = []\n", + "for satellite, request in requests.items():\n", + " print(f\"{satellite=}\")\n", + "\n", + " maps[satellite] = download.download_and_transform(\n", + " collection_id,\n", + " common_request | request | {\"satellite\": satellite},\n", + " chunks=chunks,\n", + " transform_chunks=False,\n", + " transform_func=diagnostics.time_weighted_mean,\n", + " drop_variables=[\"crs\"],\n", + " )\n", + "\n", + " ds = download.download_and_transform(\n", + " collection_id,\n", + " common_request | request | {\"satellite\": satellite},\n", + " chunks=chunks,\n", + " transform_func=diagnostics.spatial_weighted_mean,\n", + " drop_variables=[\"crs\"],\n", + " )\n", + " timeseries.append(ds)\n", + "\n", + "ds_timeseries = xr.concat(timeseries, \"time\")\n", + "ds_lake = download.download_and_transform(collection_id_lake, request_lake)\n", + "ds_lake_subset = ds_lake.sel(time=slice(\"2006-01-01\", \"2020-06-30\"))\n" + ] + }, + { + "cell_type": "markdown", + "id": "12", + "metadata": {}, + "source": [ + "(section-3)=\n", + "### 3. Plot timeseries\n", + "we plotted the time series of albedo and water surface height data." + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "13", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Create a figure and the first axis\n", + "fig, ax1 = plt.subplots(figsize=(10, 6))\n", + "\n", + "# Plot the first variable from ds_timeseries\n", + "ds_timeseries[\"AL_BH_BB\"].plot(ax=ax1, color='blue', label='Black Sky Albedo')\n", + "ax1.set_ylabel('Surface albedo', color='blue')\n", + "ax1.tick_params(axis='y', labelcolor='blue')\n", + "\n", + "# Check if the variable exists in ds and plot it\n", + "if \"water_surface_height_above_reference_datum\" in ds_lake_subset:\n", + " # Create a twin axis sharing the x-axis\n", + " ax2 = ax1.twinx() # Plot the variable from ds if it exists\n", + " ds_lake_subset[\"water_surface_height_above_reference_datum\"].plot(ax=ax2, color='red', label='Water Surface Height')\n", + " ax2.set_ylabel('Water Surface Height', color='red')\n", + " ax2.tick_params(axis='y', labelcolor='red')\n", + "\n", + " # Add legend\n", + " lines, labels = ax1.get_legend_handles_labels()\n", + " lines2, labels2 = ax2.get_legend_handles_labels()\n", + " ax2.legend(lines + lines2, labels + labels2, loc='upper right')\n", + "\n", + "# Add vertical lines\n", + "vertical_lines = ['2005-01-01', '2012-01-01', '2021-12-31']\n", + "for line in vertical_lines:\n", + " ax1.axvline(x=datetime.strptime(line, '%Y-%m-%d'), color='gray', linestyle='--', linewidth=0.5)\n", + " if \"water_surface_height_above_reference_datum\" in ds:\n", + " ax2.axvline(x=datetime.strptime(line, '%Y-%m-%d'), color='gray', linestyle='--', linewidth=0.5)\n", + "\n", + "# Set title\n", + "plt.title(\"Fig 1: Timeseries of Surface Albedo and Water Surface Height for the Caspian Sea\")\n", + "\n", + "# Show grid\n", + "plt.grid()\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "id": "14", + "metadata": {}, + "source": [ + "### Results" + ] + }, + { + "cell_type": "markdown", + "id": "15", + "metadata": {}, + "source": [ + "1. The albedo plot shows significant snowfall in the selected region near the northern Caspian Sea during winter months, with a mean albedo of about 0.6. This value indicates that the area includes both land and water surfaces, as a range of 0.5 to 0.6 is typical for snow-covered ground. However, albedo has not reached 0.6 since 2012, suggesting reduced snowfall. This happens as the water's surface height begins to decline.\n", + "2. Since 2016, the minimum albedo has increased, indicating that the selected area has retreated and become less submerged. As land becomes more exposed, it can accumulate snow, further affecting albedo. The map of the selected area clarifies these observations.\n", + "3. The monthly data clearly exhibits oscillatory behavior in both surface albedo and water surface height, which likely reflects seasonal cycles.\n", + "4. There appears to be a lagged relationship between albedo peaks and subsequent increases in water surface height, which might be explained by the delayed impact of snowmelt on water levels [5].\n", + " " + ] + }, + { + "cell_type": "markdown", + "id": "16", + "metadata": {}, + "source": [ + "## ℹ️ If you want to know more" + ] + }, + { + "cell_type": "markdown", + "id": "17", + "metadata": {}, + "source": [ + "### References" + ] + }, + { + "cell_type": "markdown", + "id": "18", + "metadata": {}, + "source": [ + "1. Akbari, E., Hamzeh, S., Kakroodi, A. A., & Maanan, M. (2022). Time series analysis of the Caspian Sea shoreline in response to sea level fluctuation using remotely sensed data. Regional Studies in Marine Science, 56, 102672.\n", + "2. Lahijani, H., Leroy, S. A. G., Arpe, K., & Cretaux, J. F. (2023). Caspian Sea level changes during instrumental period, its impact and forecast: A review. Earth-Science Reviews, 241, 104428.\n", + "3. Samant, R., & Prange, M. (2023). Climate-driven 21st century Caspian Sea level decline estimated from CMIP6 projections. Communications Earth & Environment, 4(1), 357.\n", + "4. Chen, J. L., Pekker, T., Wilson, C. R., Tapley, B. D., Kostianoy, A. G., Cretaux, J. F., & Safarov, E. S. (2017). Long‐term Caspian Sea level change. Geophysical Research Letters, 44(13), 6993-7001.\n", + "5. Argaman, E., Keesstra, S. D., & Zeiliguer, A. (2012). Monitoring the impact of surface albedo on a saline lake in SW Russia. Land Degradation & Development, 23(4), 398-408." + ] + } + ], + "metadata": { + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.11.10" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +}