diff --git a/Satellite_ECVs/Atmosphere_Physics/satellite_satellite-total-column-water-vapour-land-ocean_validation_q01.ipynb b/Satellite_ECVs/Atmosphere_Physics/satellite_satellite-total-column-water-vapour-land-ocean_validation_q01.ipynb new file mode 100644 index 00000000..bc1f6903 --- /dev/null +++ b/Satellite_ECVs/Atmosphere_Physics/satellite_satellite-total-column-water-vapour-land-ocean_validation_q01.ipynb @@ -0,0 +1,1143 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "0", + "metadata": { + "editable": true, + "slideshow": { + "slide_type": "" + }, + "tags": [] + }, + "source": [ + "# Water vapor amplification of Earth's Greenhouse Effect" + ] + }, + { + "cell_type": "markdown", + "id": "1", + "metadata": { + "editable": true, + "slideshow": { + "slide_type": "" + }, + "tags": [] + }, + "source": [ + "Production date: 17-04-2025\n", + "\n", + "Produced by: CNRS" + ] + }, + { + "cell_type": "markdown", + "id": "2", + "metadata": { + "editable": true, + "slideshow": { + "slide_type": "" + }, + "tags": [] + }, + "source": [ + "## 🌍 Use case: Observing the clear sky greenhouse effect and estimating the water vapour feedback in the longwave" + ] + }, + { + "attachments": { + "ae4b0f92-acfa-4a45-81db-501203233bd9.png": { + "image/png": "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" + } + }, + "cell_type": "markdown", + "id": "3", + "metadata": { + "editable": true, + "slideshow": { + "slide_type": "" + }, + "tags": [] + }, + "source": [ + "## ❓ Quality assessment question:\n", + " - __Can satellite measurements reproduce the known relationship between clear sky greenhouse effect and total column water vapour (TCWV)?__\n", + "\n", + "The water vapour is the most significant greenhouse gases, contributing to about half of the planet's global greenhouse effect ([1], [2] in [](reference-section)). As a result, it plays a important role in shaping the Earth's radiation budget.\n", + "\n", + "The warming induced by a forcing, such as an increase in CO$_2$ concentrations, leads to higher levels of water vapor through the Clausius-Clapeyron relationship [3](in [](reference-section)). The increasing of water vapor, in turn, intensifies the greenhouse effect because of its strong radiative properties in the thermal infrared : this is the well-known positive water vapor feedback that amplifies by almost a factor of two the initial warming [4](in [](reference-section)). This positive feedback mechanism underscores the critical importance of monitoring and comprehending the water vapour concentrations to accurately assess and predict its impacts on the Earth's climate system.\n", + "\n", + "In this analysis, we study the contribution of water vapor to the greenhouse effect and aim to determine the relationship between the two variables. We quantify the amount of water vapor in the atmosphere using its vertially integrated value, known as Total Column Water Vapor (TCWV), which is obtained from satellite observations. The data used in this study is __Monthly and 6-hourly total column water vapour over ocean from 1988 to 2020 derived from satellite observations__ [[described here]](https://cds.climate.copernicus.eu/datasets/satellite-total-column-water-vapour-ocean), available on the Climate Data Store of the Copernicus Climate Change Service. \n", + "\n", + "\n", + "## 📢 Quality assessment statement \n", + "\n", + "```{admonition} These are the key outcomes of this assessment\n", + ":class: note\n", + "\n", + "- The clear sky greenhouse effect is approximately a linear function of the total column water vapour [5](in [](reference-section)). \n", + "\n", + "- This analysis is performed with one month of data. Over this month, the relationship between the greenhouse effect, estimated for clear sky situations, and the total column water vapour is consistent with the literature, the value of the slope being in agreement with [6], [7] and [8](in [](reference-section)).\n", + "\n", + "- An estimate of the clear sky water vapour feedback is computed by assuming that the relative humidity remains constant with warming, as in [4](in [](reference-section)). The humidity feedback obtained is $2.5 \\pm 0.2$ $W/m^{2}/ K$ which is in agreement with the IPCC report on this topic (Chapter 7) [9](in [](reference-section))\n", + "\n", + "- Despite assumptions and the use of only one month, the general agreement with the literature highlights the value of this water vapor data record for studies of the greenhouse effect of water vapor. The combination with other data records (cloud amount, sea surface temperature, and outgoing longwave radiation) of the CDS shows also the relevance of these data records for such climate studies.\n", + "```\n", + "\n", + "\n", + "## 📋 Methodology\n", + "\n", + "The relationship between clear sky geenhouse effect and total column of water vapour is examined using the available datasets from the Climate Data Record (CDR) for sea surface temperature, clouds, and outgoing longwave radiation, detailed below. \n", + "\n", + "These datasets are daily and the analysis focuses on the __tropical ocean__ over February 2007.\n", + "\n", + "(Method-section-1)=\n", + "### The Greenhouse effect\n", + "The greenhouse effect (G, in W/m$^2$) is defined by the difference, in terms of longwave thermal radiation, between the radiation emitted to space at the top of the atmosphere, which is the OLR (in W/m$^2$), and the radiation emitted upward by the surface noted $F_{surf}$:\n", + "\n", + "$$\n", + "\\begin{equation}\n", + "\\text{G} = \\text{F}_{surf} - \\text{OLR}\n", + "\\end{equation}\n", + "$$\n", + "\n", + "Where $\\text{F}_{surf} = \\epsilon_{surf} \\ \\sigma \\ T_{surf} ^4 $\n", + "\n", + "$T_{surf}$ is the surface temperature (in K), $\\epsilon_{surf}$ is the surface emissivity (unitless) and $\\sigma$ is the Stefan-Boltzmann constant ($\\sigma = 5.67 \\ 10^{-8}$ W/m$^2$/K$^4$).\n", + "\n", + "With this definition, G has always positive values, the atmosphere trapping a part of the upward longwave radiation emitted by the surface, this trapping being done by greenhouse gases, clouds and, for a smaller part, aerosols. In the absence of clouds and aerosols, the clear sky greenhouse effect $\\text{G}_{CS}$ is dominated by water vapour which accounts for 50 to 60% of the total greenhouse effect ([1], [2] in [](reference-section)).\n", + "\n", + "```{figure} attachment:ae4b0f92-acfa-4a45-81db-501203233bd9.png\n", + "---\n", + "height: 300px\n", + "---\n", + "Contributions of the individual absorbers to the clear sky greenhouse effect. Numbers taken from [5](in [](reference-section)).\n", + "```\n", + "\n", + "The estimation of $\\text{G}_{CS}$ is performed by selecting only clear sky regions identified at the daily scale using the cloud fraction cover. \n", + "\n", + "The computation of $\\text{F}_{surf}$ assumes that the sea water emits thermal radiation very similar to blackbody emission, therefore $\\epsilon_{surf}=1$. Considering a blackbody emission rather the true emissivity of sea water yield a small difference of less than 1\\% as discussed by [5](in [](reference-section)). \n", + "\n", + "The obtained $\\text{G}_{CS}$ is then compared with the corresponding TCWV, and their relationship is visualized as a function of TCWV.\n", + "Lastly, this derived relationship is utilized to estimate the water vapour feedback, $f_{wv}$.\n", + "\n", + "Several methods are used to compute the greenhouse effect and the water vapor feedbacks [6](in [](reference-section)):\n", + "- a partial radiative perturbation method, comparing a control climate and a perturbed climate \n", + "- a radiative kernel technique, comparing point-by-point perturbed profiles of water vapor and their radiative effect\n", + "- a linear regression between the clear sky longwave to-of-the-atmosphere flux to the global mean.\n", + "\n", + "Here we use the latter method to assess the relevance of CDS data for estimating the water vapor feedback\n", + "\n", + "(method-section-2)=\n", + "### The water vapour feedback\n", + "\n", + "The fundamental Clausius-Clapeyron equation gives the saturation vapor pressure $e_{sat}(T)$ (in hPa) at a given temperature $T$: \n", + "\n", + "$$\n", + "\\begin{equation}\n", + "e_{sat}(T) = 6.11 \\times \\exp{ \\left[ -\\frac{L_v}{R_v} \\times \\left(\\frac{1}{T} - \\frac{1}{273.15}\\right) \\right]}\n", + "\\end{equation}\n", + "$$\n", + "\n", + "with $L_v = 2.5 \\ 10^6$ (J/kg) is the latent heat for vaporisation and $R_v = 461.51$ (J/kg/K) is the specific gas constant for water vapor. $e_{sat}(T)$ defines the capacity of the atmosphere to hold water vapor before it condensates, for a given air temperature $T$.\n", + "\n", + "According to this equation, it can be shown that the sensitivity of $e_{sat}(T)$ to a temperature increase is given by:\n", + "\n", + "$$\n", + "\\begin{equation}\n", + "\\frac{ d (de_{sat}/ e_{sat})}{dT} = \\ \\frac{L_v}{R_v \\ T^2} \\ = \\ \\alpha(T) \n", + "\\end{equation}\n", + "$$\n", + "\n", + "with $\\alpha(T)$ standing for the Clausius-Clapeyron scaling, which depends strongly on $T$.\n", + "\n", + "Most water vapor resides in the lower troposphere and in the tropics because there temperatures are warmesest. For air temperature typical of the tropical lower atmosphere, ranging between 270 and 310K, $\\alpha(T)$ has values between 6.5 to 7.5\\% for a 1-K increase of air temperature (see [8] in [](reference-section)). \n", + "\n", + "As stated in numerous studies addressing the perturbation of the hydrological cycle to surface warming (see [3] [7], [9] and [10] in [](reference-section)) tropospheric relative humidity tends to be maintained fixed as climate warms. The small changes observed in the tropospheric relative humidity do not affect significantly the column integrated water vapor [11](in [](reference-section)).\n", + "\n", + "Formally, the global climate feedback $f$ (in W/m$^2$/K) represents the sensitivity of the global energy balance, which considers longwave and shorwtave fluxes, to a perturbation of the surface temperature. \n", + "\n", + "Here we consider the clear sky longwave feedback and the water vapor contribution to this feedback, and this feeback parameter $f$ can be broken down into several components, among them the water vapor.\n", + "\n", + "For the present analysis, we look at the part of the clear sky greenhouse effect $\\text{G}_{CSwv}$ due to water vapor. . Then, and using the Clausius-Clapeyron scaling, the water vapor feedback $f_{wv}$ can be written as: \n", + "\n", + "$$\n", + "\\begin{align}\n", + "f_{wv} & = \\frac{d \\ \\text{G}_{CS wv}}{d \\ T_{surf}} \\\\\n", + " & = \\frac{d \\ \\text{G}_{CS wv}}{d \\ TCWV} \\frac{d \\ TCWV wv}{d \\ T_{surf}}\n", + "\\end{align}\n", + "$$\n", + "\n", + "Where $d \\ TCWV / d \\ T_{surf}$ represents the water vapor response to the temperature variations, while $d \\ \\text{G}_{CS w} / d \\ TCWV$ is the net change in upwelling thermal radiation caused by the associated changes in the water vapor content.\n", + "\n", + "The TCWV is the integral of the water vapor amount q (in kg/kg) over the atmospheric column. Therefore, $TCWV \\sim q$.\n", + "Moreover, with the approximation of a fixed atmospheric relative humidity with surface warming, then $ d q / \\overline{q} = d e_{sat}/ \\overline{e_{sat}}$, the notation $\\overline{X}$ denoting a spatial average of the parameter $X$.\n", + "\n", + "Then, combining all the parameters together, assuming constant RH and a 1-K surface warming, it comes that the water vapor feeback can be computed using TCWV according to:\n", + "\n", + "$$\n", + "\\begin{equation}\n", + "f_{wv} \\ = \\ \\frac{d \\ \\text{G}_{CS wv}}{d \\ TCWV} \\ \\overline{TCWV} \\ \\alpha(T) \n", + "\\end{equation}\n", + "$$\n", + "\n", + "### Method\n", + "\n", + "The analysis comprises the following steps:\n", + "\n", + "**[](data-section-1)**\n", + " - Import the relevant packages.\n", + " - Define the parameters of the analysis and set the dataset requests\n", + "\n", + "**[](data-section-2)**\n", + " - Download the variables of interest: Columnar water vapor is obtained from __Monthly and 6-hourly total column water vapour over ocean from 1988 to 2020 derived from satellite observations__ [[TCWV]](https://cds.climate.copernicus.eu/datasets/satellite-total-column-water-vapour-ocean), Clear sky is obtained from __Cloud properties global gridded monthly and daily data from 1979 to present derived from satellite observations__ [[clouds]](https://cds.climate.copernicus.eu/datasets/satellite-cloud-properties), Surface Temperature is obtained from __Sea surface temperature daily data from 1981 to present derived from satellite observations__ [[SST]](https://cds.climate.copernicus.eu/datasets/satellite-sea-surface-temperature), Outgoing Longwave Radiation is obtained from __Earth's radiation budget from 1979 to present derived from satellite observations__ [[OLR]](https://cds.climate.copernicus.eu/datasets/satellite-earth-radiation-budget).\n", + " - The datasets are colocated in space and time over the Tropics.\n", + " - Gridboxes with cloudy coverage greater than 20% are rejected. Moreover, only the well retrieved TCWV and SST are considered. The amount of radiation emitted by the surface is computed assuming blackbody behavior of the ocean ($\\epsilon_{ocean}=1$).\n", + " - The clear sky greenhouse effect G$_\\text{CS}$ is obtained by subtracting outging lonwave radiation and surface emission longwave emission.\n", + " \n", + "**[](Analysis-section-1)**\n", + " - Maps of TCWV, CFC, SST and OLR are described as well as of G$_\\text{CS}$.\n", + " \n", + "**[](Plot-and-results)**\n", + " - The clear sky greenhouse effect is plotted as a function of the TCWV. The slope of the linear regression is computed and used to estimate the water vapor feedback $f_{wv}$. Final results are compared with proper references.\n", + "\n" + ] + }, + { + "cell_type": "markdown", + "id": "4", + "metadata": { + "editable": true, + "slideshow": { + "slide_type": "" + }, + "tags": [] + }, + "source": [ + "## 📈 Analysis and results" + ] + }, + { + "cell_type": "markdown", + "id": "5", + "metadata": {}, + "source": [ + "(data-section-1)=\n", + "### 1. Choose the data to use and setup code" + ] + }, + { + "cell_type": "markdown", + "id": "6", + "metadata": {}, + "source": [ + "#### **Import packages**" + ] + }, + { + "cell_type": "code", + "execution_count": 50, + "id": "7", + "metadata": {}, + "outputs": [], + "source": [ + "import cartopy.crs as ccrs\n", + "import matplotlib.pyplot as plt\n", + "import pandas as pd\n", + "import xarray as xr\n", + "from scipy.stats import linregress\n", + "from xhistogram.xarray import histogram\n", + "\n", + "import math\n", + "import numpy as np \n", + "from c3s_eqc_automatic_quality_control import diagnostics, download, plot\n", + "\n", + "import os\n", + "os.environ[\"CDSAPI_RC\"] = os.path.expanduser(\"~/helene_brogniez/.cdsapirc\")" + ] + }, + { + "cell_type": "markdown", + "id": "8", + "metadata": {}, + "source": [ + "#### **Define parameters**" + ] + }, + { + "cell_type": "markdown", + "id": "9", + "metadata": {}, + "source": [ + "This use case is developed for one month of data (July 2007) and for the tropical belt, restricted to 30$^\\circ$S-30$^\\circ$N." + ] + }, + { + "cell_type": "code", + "execution_count": 51, + "id": "10", + "metadata": {}, + "outputs": [], + "source": [ + "# Time\n", + "start = \"2007-07\"\n", + "stop = \"2007-07\"\n", + "\n", + "# Region:\n", + "lat_min = -30\n", + "lat_max = 30\n", + "lon_min = -180\n", + "lon_max = 180" + ] + }, + { + "cell_type": "markdown", + "id": "11", + "metadata": {}, + "source": [ + "#### **Set the data request**" + ] + }, + { + "cell_type": "markdown", + "id": "12", + "metadata": {}, + "source": [ + "Four datasets are requested :\n", + "- Total Column Water Vapor (TCWV)\n", + "- Cloud Fraction Cover (CFC)\n", + "- Sea Surface Temperature (SST)\n", + "- Outgoing Longwave Radiation (OLR)" + ] + }, + { + "cell_type": "code", + "execution_count": 52, + "id": "13", + "metadata": {}, + "outputs": [], + "source": [ + "chunks = {\"year\": 1, \"month\": 1} # nb of years, nb of months\n", + "requests = dict()\n", + "\n", + "requests[\"satellite-total-column-water-vapour-ocean\"] = {\n", + " \"origin\": \"eumetsat\",\n", + " \"climate_data_record_type\": \"tcdr\",\n", + " \"temporal_aggregation\": \"6_hourly\",\n", + " \"year\": [\"2007\"],\n", + " \"month\": [\"07\"],\n", + " \"variable\": \"all\"\n", + "}\n", + "\n", + "requests[\"satellite-cloud-properties\"] = {\n", + " \"product_family\": \"clara_a3\",\n", + " \"origin\": \"eumetsat\",\n", + " \"variable\": [\"cloud_fraction\"],\n", + " \"climate_data_record_type\": \"thematic_climate_data_record\",\n", + " \"time_aggregation\": \"daily_mean\",\n", + " \"year\": [\"2007\"],\n", + " \"month\": [\"07\"],\n", + " \"day\": [\"01\", \"02\", \"03\",\n", + " \"04\", \"05\", \"06\",\n", + " \"07\", \"08\", \"09\",\n", + " \"10\", \"11\", \"12\",\n", + " \"13\", \"14\", \"15\",\n", + " \"16\", \"17\", \"18\",\n", + " \"19\", \"20\", \"21\",\n", + " \"22\", \"23\", \"24\",\n", + " \"25\", \"26\", \"27\",\n", + " \"28\", \"29\", \"30\", \"31\"],\n", + " \"area\": [30, -180, -30, 180]\n", + "}\n", + "\n", + "requests[\"satellite-sea-surface-temperature\"] = {\n", + " \"variable\": \"all\",\n", + " \"processinglevel\": \"level_4\",\n", + " \"sensor_on_satellite\": \"combined_product\",\n", + " \"version\": \"2_1\",\n", + " \"year\": [\"2007\"],\n", + " \"month\": [\"07\"],\n", + " \"day\": [\"01\", \"02\", \"03\",\n", + " \"04\", \"05\", \"06\",\n", + " \"07\", \"08\", \"09\",\n", + " \"10\", \"11\", \"12\",\n", + " \"13\", \"14\", \"15\",\n", + " \"16\", \"17\", \"18\",\n", + " \"19\", \"20\", \"21\",\n", + " \"22\", \"23\", \"24\",\n", + " \"25\", \"26\", \"27\",\n", + " \"28\", \"29\", \"30\", \"31\"]\n", + "}\n", + "\n", + "\n", + "requests[\"satellite-earth-radiation-budget\"] = {\n", + " \"product_family\": \"clara_a3\",\n", + " \"origin\": \"eumetsat\",\n", + " \"variable\": [\"outgoing_longwave_radiation\"],\n", + " \"climate_data_record_type\": \"thematic_climate_data_record\",\n", + " \"time_aggregation\": \"daily_mean\",\n", + " \"year\": [\"2007\"],\n", + " \"month\": [\"07\"],\n", + " \"day\": [\"01\", \"02\", \"03\",\n", + " \"04\", \"05\", \"06\",\n", + " \"07\", \"08\", \"09\",\n", + " \"10\", \"11\", \"12\",\n", + " \"13\", \"14\", \"15\",\n", + " \"16\", \"17\", \"18\",\n", + " \"19\", \"20\", \"21\",\n", + " \"22\", \"23\", \"24\",\n", + " \"25\", \"26\", \"27\",\n", + " \"28\", \"29\", \"30\", \"31\"],\n", + " \"area\": [30, -180, -30, 180]\n", + "}" + ] + }, + { + "cell_type": "markdown", + "id": "14", + "metadata": {}, + "source": [ + "(data-section-2)=\n", + "### 2. Download the datasets and perform space-time aggregation" + ] + }, + { + "cell_type": "markdown", + "id": "15", + "metadata": {}, + "source": [ + "The datasets are now downloaded." + ] + }, + { + "cell_type": "code", + "execution_count": 53, + "id": "16", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "100%|██████████| 1/1 [00:00<00:00, 2.05it/s]\n", + "/data/common/miniforge3/envs/wp5/lib/python3.11/site-packages/earthkit/data/readers/netcdf/fieldlist.py:318: FutureWarning: In a future version of xarray decode_timedelta will default to False rather than None. To silence this warning, set decode_timedelta to True, False, or a 'CFTimedeltaCoder' instance.\n", + " return xr.open_dataset(self.path_or_url)\n", + "/data/common/miniforge3/envs/wp5/lib/python3.11/site-packages/earthkit/data/readers/netcdf/fieldlist.py:202: FutureWarning: In a future version of xarray decode_timedelta will default to False rather than None. To silence this warning, set decode_timedelta to True, False, or a 'CFTimedeltaCoder' instance.\n", + " return xr.open_mfdataset(\n", + "100%|██████████| 1/1 [00:00<00:00, 22.70it/s]\n", + "100%|██████████| 1/1 [00:00<00:00, 18.29it/s]\n", + "100%|██████████| 1/1 [00:00<00:00, 26.81it/s]\n" + ] + } + ], + "source": [ + "datasets = {}\n", + "\n", + "for collection_id in requests :\n", + " request = requests[collection_id]\n", + " datasets[collection_id] = download.download_and_transform(\n", + " collection_id,\n", + " download.update_request_date(request | {'area': [lat_max, lon_min, lat_min, lon_max]}, #[N, W, S, E]\n", + " start, \n", + " stop, \n", + " stringify_dates=True),\n", + " chunks=chunks,\n", + " )" + ] + }, + { + "cell_type": "markdown", + "id": "17", + "metadata": {}, + "source": [ + "#### **Temporal and spatial aggregation**\n", + "All data records are provided at different spatial and temporal resolutions : \n", + " - Cloud Fraction Cover : 0.25$^\\circ$ / 1-day\n", + " - Sea Surface Temperature : 0.05$^\\circ$ / 1-day\n", + " - Outgoing Longwave Radiation : 0.25$^\\circ$ / 1-day\n", + " - Total Column Water Vapor : 0.5$^\\circ$ / 6-hourly\n", + "\n", + "This it is a cross-variable analysis, the study requires to process all the datasets at the same horizontal and temporal resolutions. \n", + "\n", + "Note that for the TCWV data record, a reversal of the latitudes is necessary as the data is stored North-to-South, while for the others data records the storage is South-to-North.\n", + "\n", + "The common spatial aggregation is 0.5$^\\circ$ and the data records are processed at the daily and monthly scales. \n" + ] + }, + { + "cell_type": "code", + "execution_count": 54, + "id": "18", + "metadata": {}, + "outputs": [], + "source": [ + "# coarsen datasets to 0.5° grid / 1-day\n", + "ds_clouds = (datasets[\"satellite-cloud-properties\"].coarsen(latitude=2, longitude=2).mean())\n", + "\n", + "ds_sst = (datasets[\"satellite-sea-surface-temperature\"].coarsen(latitude=10, longitude=10).mean())\n", + "ds_sst[\"time\"] = ds_sst[\"time\"] - pd.Timedelta(hours=12) # 12h shift\n", + "\n", + "ds_flux = (datasets[\"satellite-earth-radiation-budget\"].coarsen(latitude=2, longitude=2).mean())\n", + "\n", + "ds_tmp = datasets[\"satellite-total-column-water-vapour-ocean\"] ## original dataset available at 0.5° / 6-hourly / latitudes stored from 90N to 90S\n", + "ds_tmp2 = ds_tmp.reindex(latitude=list(reversed(ds_tmp.latitude))) \n", + "ds_tcwv = (ds_tmp2.resample(time=\"1D\").mean())\n" + ] + }, + { + "cell_type": "markdown", + "id": "19", + "metadata": {}, + "source": [ + "#### **Computation of the greenhouse effect**\n", + "The variables (daylies and monthlies) are stored into data frames for a better handling.\n", + "\n", + "Then the clear sky scenes are selected using the CFC. A threshold of 10\\% of cloud cover within each grid cell is a good compromise between the definition of the clear sky greenhouse effect (mostly clear skies, regardless of cloud altitude) and the number of scenes that are retained for the representativity of the analysis. The grid cells are also filtered from erroneous estimates.\n", + "\n", + "The clear sky greenhouse effect (G$_{CS}$) and the water vapor feedback paramter ($f_{wv}$) are then computed using the methods described above." + ] + }, + { + "cell_type": "code", + "execution_count": 55, + "id": "20", + "metadata": {}, + "outputs": [], + "source": [ + "# Merge datasets\n", + "ds_daily = xr.merge(\n", + " [\n", + " ds_clouds.drop_dims(\"bndsize\"),\n", + " ds_sst.drop_dims(\"bnds\"),\n", + " ds_flux.drop_dims(\"bnds\"),\n", + " ds_tcwv\n", + " ]\n", + ")\n", + "# Compute clear sky greenhouse effect and add to the merged dataset\n", + "ds_daily[\"GCS\"] = (5.67 * 10 ** (-8) * (ds_daily[\"analysed_sst\"] ** 4) - ds_daily[\"LW_flux\"])\n", + "ds_daily[\"GCS\"].attrs = {\"long_name\": \"clear sky greenhouse effect\", \"units\": \"W m−2\"}\n", + "\n", + "# Selection of clear sky regions (at most 10\\% of cloud fraction within each grid cell) and quality of retrieved SST and TCVW (SST > 0°K and TCWV > 0 mm)\n", + "mask = (ds_daily[\"cfc\"] < 10) & (ds_daily[\"analysed_sst\"] > 0) & (ds_daily[\"wvpa\"] > 0) ## & (ds_daily[\"GCS\"] > 120)\n", + "\n", + "ds_daily = ds_daily.where(mask)\n", + "\n", + "# Compute montly mean from daily & masked data\n", + "ds_monthly = ds_daily.mean(\"time\",keep_attrs=True)" + ] + }, + { + "cell_type": "code", + "execution_count": 56, + "id": "21", + "metadata": {}, + "outputs": [], + "source": [ + "## Convert the 3D dataset into a dataframe for the analysis\n", + "## daily dataset\n", + "series = {}\n", + "for da in [ds_daily[\"wvpa\"], ds_daily[\"analysed_sst\"], ds_daily[\"LW_flux\"], ds_daily[\"GCS\"]]:\n", + " series[da.name] = (\n", + " da.sortby(list(da.dims))\n", + " .stack(index=sorted(da.dims))\n", + " .to_series()\n", + " .reset_index(drop=True)\n", + " )\n", + "df_daily = pd.DataFrame(series).dropna()\n", + "\n", + "## monthly dataset\n", + "series= {}\n", + "for da in [ds_monthly[\"wvpa\"], ds_monthly[\"analysed_sst\"], ds_monthly[\"LW_flux\"], ds_monthly[\"GCS\"]]:\n", + " series[da.name] = (\n", + " da.sortby(list(da.dims))\n", + " .stack(index=sorted(da.dims))\n", + " .to_series()\n", + " .reset_index(drop=True)\n", + " )\n", + "df_monthly = pd.DataFrame(series).dropna()" + ] + }, + { + "cell_type": "markdown", + "id": "22", + "metadata": {}, + "source": [ + "(Analysis-section-1)=\n", + "### 3. Overview of the geophysical variables of interest" + ] + }, + { + "cell_type": "markdown", + "id": "23", + "metadata": {}, + "source": [ + "#### **Total Column of Water Vapour and Cloud Fraction Cover**\n", + "\n", + "The Total Column of Water Vapour (TCWV) is obtained from the HOAPS product, provided by EUMETSAT in two difference spatial aggregations : 0.5° and 0.05°. The TCWV is retrieved over ice-free ocean surfaces using the microwave spectrum as measured by the instruments SSM/I and SSMIS using the Hamburg Ocean Atmosphere Parameters and Fluxes from Satellite Data (HOAPS) algorithm [12](in [](reference-section)).\n", + "\n", + "The Cloud Fraction Cover (CFC) is obtained from the CLARA-A3 product, provided by EUMETSAT at 0.25° resolution. The CFC is obtained over all surfaces using AVHRR measurements [13](in [](reference-section)).\n", + "\n", + "The TCWV dataset in this assessment is considered at 0.5° over tropical oceans at a 6-hourly resolution.\n", + "\n", + "The maps below show the TCWV (averaged over the 6-hourly time steps of the day) and the CFC for July 1st 2007." + ] + }, + { + "cell_type": "code", + "execution_count": 57, + "id": "24", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plot.projected_map(\n", + " datasets[\"satellite-total-column-water-vapour-ocean\"].isel(time=range(4)).mean(dim='time').compute()[\"wvpa\"],\n", + " projection=ccrs.PlateCarree(),\n", + " cmap=\"YlGnBu\",\n", + " robust=True,\n", + " center=False,\n", + " levels=12,\n", + " extend=\"both\",\n", + " cbar_kwargs={\"orientation\": \"horizontal\", \"pad\": 0.1, \"label\": \"TCWV [kg/m$^2$]\"},\n", + " show_stats=False\n", + " )\n", + "plt.title(\"01 July 2007 - daily average\")\n", + "plt.show()\n", + "\n", + "plot.projected_map(\n", + " datasets[\"satellite-cloud-properties\"].isel(time=0).compute()[\"cfc\"],\n", + " projection=ccrs.PlateCarree(),\n", + " cmap=\"managua\",\n", + " robust=True,\n", + " center=False,\n", + " levels=12,\n", + " extend=\"both\",\n", + " cbar_kwargs={\"orientation\": \"horizontal\", \"pad\": 0.1, \"label\": \"Cloud Fraction Cover [%]\"},\n", + " show_stats=False\n", + " )\n", + "plt.title(\"01 July 2007 - daily average\")\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "id": "25", + "metadata": {}, + "source": [ + "From these two maps, we can see that the highest values of TCWV are associated to cloudy situations and more specifically to storms. Some missing values are visible within areas of high TCWV, and those are where precipitation occurs in the cloudy areas for which no TCWV is retrieved [12](in [](reference-section))." + ] + }, + { + "cell_type": "markdown", + "id": "26", + "metadata": {}, + "source": [ + "#### **Sea Surface Temperature and the Outgoing Longwave Radiation**\n", + "\n", + "The daily estimates of Sea Surface Temperature (SST) are based on observations from multiple satellite sensors, and it is produced by the European Space Agency (ESA) SST Climate Change Initiative (CCI) project [14](in [](reference-section)).\n", + "This Climate Data Record cover the entire globe with a resolution of 0.05°. \n", + "\n", + "The Outgoing Longwave Radiation (OLR) is obtained from the CLARA-A3 product, provided by EUMETSAT at 0.25° resolution. The OLR is obtained over all surfaces using AVHRR measurements [13](in [](reference-section)).\n", + "\n", + "The maps below show the SST and the OLR for July 1st 2007." + ] + }, + { + "cell_type": "code", + "execution_count": 58, + "id": "27", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plot.projected_map(\n", + " datasets[\"satellite-sea-surface-temperature\"].isel(time=0).compute()[\"analysed_sst\"],\n", + " projection=ccrs.PlateCarree(),\n", + " cmap=\"jet\",\n", + " robust=True,\n", + " center=False,\n", + " levels=12,\n", + " extend=\"both\",\n", + " cbar_kwargs={\"orientation\": \"horizontal\", \"pad\": 0.1, \"label\": \"Sea Surface Temperature [K]\"},\n", + " show_stats=False\n", + " )\n", + "plt.title(\"01 July 2007 - daily average\")\n", + "plt.show()\n", + "\n", + "plot.projected_map(\n", + " datasets[\"satellite-earth-radiation-budget\"].isel(time=0).compute()[\"LW_flux\"],\n", + " projection=ccrs.PlateCarree(),\n", + " cmap=\"YlOrRd\",\n", + " robust=True,\n", + " center=False,\n", + " levels=12,\n", + " extend=\"both\",\n", + " cbar_kwargs={\"orientation\": \"horizontal\", \"pad\": 0.1, \"label\": \"Outgoing Longwave Radiation [W/m2]\"},\n", + " show_stats=False\n", + " )\n", + "plt.title(\"01 July 2007 - daily average\")\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "id": "28", + "metadata": {}, + "source": [ + "The patterns of SST are similar to the patterns of TCWV, and this is mostly due to the Clausius-Clapeyron relationship recalled in [](method-section-2) : as surface temperature is higher, there is more evaporation and thus more water vapor in the atmosphere.\n", + "\n", + "The OLR is a combination of several parameters that emit longwave radiation to space : the surface, the atmospheric gases and the clouds. \n", + "- Minima of OLR correspond to high-altitude and optically thick clouds that can be also found from the CFC map above (although no cloud altitude is provided). The minima are thus linked to the major convective areas of the tropics: Central America, the Sahelian Africa band, India and the Indonesian Warm Pool.\n", + "- Maxima of OLR are located over cloud-free regions, and is a combination of the surface (SST map) and the cloud-free atmosphere above (TCWV map). The maxima are found on both sides (North and South) of the convective areas." + ] + }, + { + "cell_type": "markdown", + "id": "29", + "metadata": {}, + "source": [ + "#### **The monthly Clear Sky Greenhouse Effect**\n", + "The maps below show the clear sky greenhouse effect G$_\\text{CS}$ for July 2007 and the corresponding map of column water vapor TCWV." + ] + }, + { + "cell_type": "code", + "execution_count": 59, + "id": "30", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plot.projected_map(\n", + " ds_monthly[\"GCS\"],\n", + " projection=ccrs.PlateCarree(),\n", + " cmap=\"YlOrRd\",\n", + " robust=True,\n", + " center=False,\n", + " levels=12,\n", + " extend=\"both\",\n", + " cbar_kwargs={\"orientation\": \"horizontal\", \"pad\": 0.1, \"label\": \"Clear sky greenhouse effect [W/m2]\"},\n", + " show_stats=False\n", + " )\n", + "plt.title(\"July 2007 - monthly average\")\n", + "plt.show()\n", + "\n", + "\n", + "plot.projected_map(\n", + " ds_monthly[\"wvpa\"],\n", + " projection=ccrs.PlateCarree(),\n", + " cmap=\"YlGnBu\",\n", + " robust=True,\n", + " center=False,\n", + " levels=12,\n", + " extend=\"both\",\n", + " cbar_kwargs={\"orientation\": \"horizontal\", \"pad\": 0.1, \"label\": \"Total column water vapor [mm]\"},\n", + " show_stats=False\n", + " )\n", + "plt.title(\"July 2007 - monthly average\")\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "id": "31", + "metadata": {}, + "source": [ + "As expected, the largest values of G$_\\text{CS}$ are obtained where the TCWV is highest: as the amount of water vapour in the atmospheric column is high, there is a high trapping of upwelling thermal radiation." + ] + }, + { + "cell_type": "markdown", + "id": "32", + "metadata": {}, + "source": [ + "(Plot-and-results)=\n", + "### 4. Plot and description of the results" + ] + }, + { + "cell_type": "code", + "execution_count": 60, + "id": "33", + "metadata": {}, + "outputs": [], + "source": [ + "## Histogram function for density plot\n", + "def plot_histogram(ds, x, y, bins, density=False, **kwargs):\n", + " ds = ds[[x, y]]\n", + " ds = ds.stack(index=list(ds.dims))\n", + " ds = ds.dropna(\"index\")\n", + " da = histogram(ds[x].compute(), ds[y].compute(), bins=bins, density=density)\n", + " return da.plot(x=f\"{x}_bin\", y=f\"{y}_bin\", **kwargs)\n" + ] + }, + { + "cell_type": "markdown", + "id": "34", + "metadata": {}, + "source": [ + "#### **Scatter plots: comparison of daily and monthly scales**\n", + "Before evaluating the contribution of water vapor to the clear sky greenhouse effect, a sanity check is done by comparing the rate of change of G$_\\text{CS}$ for a given change in sea surface temperature. This sanity check allows to compare with reference studies using satellite data." + ] + }, + { + "cell_type": "code", + "execution_count": 68, + "id": "35", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plot_histogram(ds_daily, x=\"analysed_sst\", y=\"GCS\", bins=[30, 30], cmap=\"Greens\")\n", + "plt.title(\"July 2007 - Daily data\")\n", + "plt.xlabel(\"sea surface temperature [K]\")\n", + "plt.ylabel(\"clear-sky greenhouse effect G$_{CS}$ [W/m$^2$]\")\n", + "\n", + "# Plot linear fit\n", + "slope_daily, intercept, r, p, se = linregress(df_daily[\"analysed_sst\"], df_daily[\"GCS\"])\n", + "plt.plot(df_daily[\"analysed_sst\"],slope_daily*df_daily[\"analysed_sst\"]+intercept, \n", + " color=\"red\", linestyle=\"dashed\", linewidth=1,\n", + " label=f\"Linear regression = {slope_daily:.2f} $\\pm$ {se:.2f} W/m$^2$/K\")\n", + "\n", + "plt.legend()\n", + "plt.show()\n", + "\n", + "plot_histogram(ds_monthly, x=\"analysed_sst\", y=\"GCS\", bins=[30, 30], cmap=\"Greens\")\n", + "plt.title(\"July 2007 - Monthly data\")\n", + "plt.xlabel(\"sea surface temperature [K]\")\n", + "plt.ylabel(\"clear-sky greenhouse effect G$_{CS}$ [W/m$^2$]\")\n", + "\n", + "# Plot linear fit\n", + "slope_monthly, intercept, r, p, se = linregress(df_monthly[\"analysed_sst\"], df_monthly[\"GCS\"])\n", + "plt.plot(df_monthly[\"analysed_sst\"],slope_monthly*df_monthly[\"analysed_sst\"]+intercept, \n", + " color=\"red\", linestyle=\"dashed\", linewidth=1,\n", + " label=f\"Linear regression = {slope_monthly:.2f} $\\pm$ {se:.2f} W/m$^2$/K\")\n", + "\n", + "plt.legend()\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "id": "36", + "metadata": {}, + "source": [ + "*Figure legend : Distribution of the clear sky greenhouse effect G$_{CS}$ according to SST for daily data (top figure) and monthly data (bottom figure). The red dashed line are the linear regressions, with intercept and slope reported on the top left of each figures.*" + ] + }, + { + "cell_type": "markdown", + "id": "37", + "metadata": {}, + "source": [ + "The slopes of the regression lines slightly differ at the two scales: 5.94 W/m$^2$/K for daily data and 5.86 W/m$^2$/K for monthly data. \n", + "\n", + "Despite these slight differences, the value of the slopes $d \\ G_{CS}/d T_{surf}$ are consistent with the findings of [15], [16] and [17] (in [](reference-section)), with reported values for given months ranging from 5.6 W/m$^2$/K to 6.3 W/m$^2$/K (monthly averages).\n", + "\n", + "The contribution by water vapor to this sensitivity is estimated by looking at the linear regression $d \\ G_{CS}/d \\ TCWV$, and the slope of this regression is estimated using daily data and monthly data to have a sensitivity of ths value to the temporal scale." + ] + }, + { + "cell_type": "code", + "execution_count": 70, + "id": "38", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plot_histogram(ds_daily, x=\"wvpa\", y=\"GCS\", bins=[30, 30], cmap=\"Greens\")\n", + "plt.title(\"July 2007 - Daily data\")\n", + "plt.xlabel(\"TCWV [mm]\")\n", + "plt.ylabel(\"clear-sky greenhouse effect G$_{CS}$ [W/m$^2$]\")\n", + "\n", + "# Plot linear fit\n", + "slope_daily, intercept, r, p, se = linregress(df_daily[\"wvpa\"], df_daily[\"GCS\"])\n", + "plt.plot(df_daily[\"wvpa\"],slope_daily*df_daily[\"wvpa\"]+intercept, \n", + " color=\"red\", linestyle=\"dashed\", linewidth=1,\n", + " label=f\"Linear regression = {slope_daily:.2f} $\\pm$ {se:.2f} W/m$^2$/mm\")\n", + "\n", + "plt.legend()\n", + "plt.show()\n", + "\n", + "plot_histogram(ds_monthly, x=\"wvpa\", y=\"GCS\", bins=[30, 30], cmap=\"Blues\")\n", + "plt.title(\"July 2007 - Monthly data\")\n", + "plt.xlabel(\"TCWV [mm]\")\n", + "plt.ylabel(\"clear-sky greenhouse effect G$_{CS}$ [W/m$^2$]\")\n", + "\n", + "# Plot linear fit\n", + "slope_monthly, intercept, r, p, se = linregress(df_monthly[\"wvpa\"], df_monthly[\"GCS\"])\n", + "plt.plot(df_monthly[\"wvpa\"],slope_monthly*df_monthly[\"wvpa\"]+intercept, \n", + " color=\"red\", linestyle=\"dashed\", linewidth=1,\n", + " label=f\"Linear regression = {slope_monthly:.2f} $\\pm$ {se:.2f} W/m$^2$/mm\")\n", + "\n", + "plt.legend()\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "id": "39", + "metadata": {}, + "source": [ + "*Figures legend : Density diagrams of the clear sky greenhouse effect G$_{CS}$ according to bins of TCWV for daily data (top figure) and monthly data (bottom figure). The colorscales represent the density of points. The red dashed lines are the linear regression, with intercept and slope reported on the top left of the figure.*" + ] + }, + { + "cell_type": "markdown", + "id": "40", + "metadata": {}, + "source": [ + "*Figure legend : Distribution of the clear sky greenhouse effect G$_{CS}$ according to bins of TCWV. The green rhombs are the mean of the G$_{CS}$ within each bin. The red dashed line is the linear regression, with intercept and slope reported on the top left of the figure.*" + ] + }, + { + "cell_type": "markdown", + "id": "41", + "metadata": {}, + "source": [ + "The results show a linear relationship between the clear sky greenhouse effect and the Total Columns of Water Vapour, in agreement with previous research [5], [6] and [7](in [](reference-section)).\n", + "\n", + "According to the section '[](method-section-2)' in the __Methodology__ Chapter, those results can be used to estimate $f_{wv}$:\n" + ] + }, + { + "cell_type": "markdown", + "id": "42", + "metadata": {}, + "source": [ + "$$\n", + "\\begin{align}\n", + "\\frac{d \\ \\text{G}_{CS wv}}{d \\ TCWV} \\ & \\ \\text{is estimated from the slope of the linear regression G$_{CS}$=f(TCWV) in W/m$^2$/mm } \\\\ \n", + "\\overline{TCWV} & \\ \\text{is the areal average of TCWV over the tropical belt in mm} \\\\\n", + "CC & = 0.07 \\ \\text{K$^{-1}$} \\ \\ \\text{is the Clausius-Clapeyron rate of 7\\%/K}\n", + "\\end{align}\n", + "$$\n", + "\n", + "As stated in the [](Method-section-1), the contribution of water vapor to the clear sky greenhouse effect is estimated to be $\\sim$ 60\\%. Therefore, we can raisonably consider that 60\\% of the slope G$_{CS}$=f(TCWV) corresponds to the water vapor contribution $\\text{G}_{CS wv}$" + ] + }, + { + "cell_type": "code", + "execution_count": 72, + "id": "43", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "slope: 1.75 W/m^2/mm\n", + "tropical mean TCWV: 33.81 mm\n", + "tropical mean SST: 299.69 K\n", + "feedback: 2.48 W/m^2/K\n" + ] + } + ], + "source": [ + "# Variables to estimate the water vapor feedback, from the equation in the Methodology section\n", + "TCWV_mean = df_monthly.wvpa.mean()\n", + "SST_mean = df_monthly.analysed_sst.mean()\n", + "feedback = 0.6 * slope_monthly * TCWV_mean * 0.07\n", + "print(f\"slope: {slope_monthly:.2f} W/m^2/mm\")\n", + "print(f\"tropical mean TCWV: {TCWV_mean:.2f} mm\")\n", + "print(f\"tropical mean SST: {SST_mean:.2f} K\")\n", + "print(f\"feedback: {feedback:.2f} W/m^2/K\")\n" + ] + }, + { + "cell_type": "markdown", + "id": "44", + "metadata": {}, + "source": [ + "This result falls within the range of uncertainty of the water vapor feedback reported in the IPCC report Chapter 7 [9](in [](reference-section)) and summarized in Figure 7.20 (inset on the 'Global warming contributions from individual radiative feedbacks'). The reported values range between 2.2 and 3.5 W/m.\n", + "\n", + "\n", + "\n", + "Here we have looked at the relationship between clear sky greenhouse effect and TCWV is studied on the time scale of one month. However, although the findings are consistent with the literature, climate feedbacks are generally estimated at longer time scale in order to take into account the role of natural climate variability (including El Nino events for instance).\n", + "\n" + ] + }, + { + "cell_type": "markdown", + "id": "45", + "metadata": {}, + "source": [ + "## ℹ️ If you want to know more\n", + "### Key resources\n", + "Some key resources and further reading were linked throughout this assessment.\n", + "\n", + "The CDS catalogue entries for the data used in this assessment are:\n", + "- Monthly and 6-hourly total column water vapour over ocean from 1988 to 2020 derived from satellite observations:\n", + "https://cds.climate.copernicus.eu/datasets/satellite-total-column-water-vapour-ocean\n", + "\n", + "- Cloud properties global gridded monthly and daily data from 1979 to present derived from satellite observations:\n", + "https://cds.climate.copernicus.eu/datasets/satellite-cloud-properties\n", + "\n", + "- Sea surface temperature daily data from 1981 to present derived from satellite observations:\n", + "https://cds.climate.copernicus.eu/datasets/satellite-sea-surface-temperature\n", + "\n", + "- Earth's radiation budget from 1979 to present derived from satellite observations:\n", + "https://cds.climate.copernicus.eu/datasets/satellite-earth-radiation-budget\n", + "\n", + "\n", + "\n", + "Code libraries used:\n", + "- [C3S EQC custom functions](https://github.com/bopen/c3s-eqc-automatic-quality-control/tree/main/c3s_eqc_automatic_quality_control), `c3s_eqc_automatic_quality_control`, prepared by [B-Open](https://www.bopen.eu/)\n", + "\n", + "(reference-section)=\n", + "### References\n", + "\n", + "[[1]](https://doi.org/10.1029/2010JD014287) Schmidt G. A., Ruedy R. A., Miller R. L., and A. A. Lacis (2010), Attribution of the present‐day total greenhouse effect,J. Geophys. Res.,115, D20106, doi:10.1029/2010JD014287\n", + "\n", + "[[2]](https://journals.ametsoc.org/view/journals/bams/78/2/1520-0477_1997_078_0197_eagmeb_2_0_co_2.xml) Kiehl J. T. and K. Trenberth (1997), Earth's Annual Global Mean Energy Budget, Bull. Am. Meteorol. Soc., 78, 197-208, https://doi.org/10.1175/1520-0477%281997%29078<0197:EAGMEB>2.0.CO;2\n", + "\n", + "[[3]](https://doi.org/10.1175/1520-0469%281967%29024<0241:TEOTAW>2.0.CO;2) Manabe S., and R. T. Wetherald (1967), Thermal Equilibrium of the Atmosphere with a Given Distribution of Relative Humidity, J. Atmos. Sci., 24, 241–259, https://doi.org/10.1175/1520-0469%281967%29024<0241:TEOTAW>2.0.CO;2\n", + "\n", + "[[4]](https://doi.org/10.1146/annurev.energy.25.1.441) Held I. and B. Soden (2000), Water vapor feedback and global warming, Annu. Rev. Energy Environn., 25:441-75, doi:10.1146/annurev.energy.25.1.441\n", + "\n", + "[[5]](https://doi.org/10.1073/pnas.1809868115), Koll D. and T. Cronin (2018) Earth’s outgoing longwave radiation linear due to H2O greenhouse effect, Proc. Nat. Ac. Sci., 115 (41) 10293-10298, doi:10.1073/pnas.1809868115\n", + "\n", + "[[6]](https://doi.org/full/10.1029/2000JD000040) Roca R., Viollier M., Picon L., and M. Desbois (2002), A multisatellite analysis of deep convection and its moist environment over the Indian Ocean during the winter monsoon, J. Geophys. Res., 107(D19), doi:10.1029/2000JD000040.\n", + "\n", + "[[7]](https://doi.org/10.1002/2013JD020184) Gordon N., A. Jonko, P. Forster and K. Shell (2013), An observationally based constraint on the water-vapor feedback, J. Geophys. Res., 118, 12,435-12,443, doi:10.1002/2013JD020184.\n", + "\n", + "[[8]](https://doi.org/10.1029/2019JD031017) Raghuraman S. P., D. Paynter and V. Ramaswamy (2019), Quantifying the drivers of the clear sky greenhouse effect, 2000-2016, J. Geophys. Res, 124, 11,354-11,371, https://doi.org/10.1029/2019JD031017\n", + "\n", + "[[9]](https://www.ipcc.ch/report/ar6/wg1/downloads/report/IPCC_AR6_WGI_Chapter07.pdf) Forster P., Storelvmo T., Armour K., Collins W., Dufresne J-L, Frame D., Lunt D.J., Mauritsen T., Palmer M.D., Watanabe M., Wild M., and H. Zhang (2021), Chapter 7 The Earth’s Energy Budget, Climate Feedbacks, and Climate Sensitivity. In Climate Change 2021: The Physical Science Basis. Contribution of Working Group I to the Sixth Assessment Report of the Intergovernmental Panel on Climate Change. Cambridge University Press, Cambridge, United Kingdom and New York, NY, USA, pp. 923–1054, doi: 10.1017/9781009157896.009.\n", + "\n", + "[[10]](https://doi.org/abs/10.1029/1998JD900007) Inamdar A. and V. Ramanathan (1998), Tropical and global scale interactions among water vapor, greenhouse effect and surface temperature, J. Geophys. Res, 103, D24, 32,177-32,194, doi: https://doi.org/10.1029/1998JD900007\n", + "\n", + "[[11]](https://journals.ametsoc.org/view/journals/clim/19/21/jcli3990.1.xml) Held I. and B. Soden (2006), Robust responses of the hydrological cycle to global warming, J. Clim., 19, 5686–5699, https://doi.org/10.1175/JCLI3990.1 \n", + "\n", + "[[12]](https://essd.copernicus.org/articles/2/215/2010/essd-2-215-2010.html) Andersson A., Fennig K., Klepp C., Bakan S., Graßl H., and J. Schulz (2010), The Hamburg Ocean Atmosphere Parameters and Fluxes from Satellite Data – HOAPS-3, Earth Syst. Sci. Data, 2, 215-234, doi:10.5194/essd-2-215-2010\n", + "\n", + "[[13]](https://doi.org/10.5676/EUM_SAF_CM/CLARA_AVHRR/V003) Karlsson K., Riihelä A., Trentmann J., Stengel M., Solodovnik I., Meirink J., Devasthale A., Jääskeläinen E., Kallio-Myers V., Eliasson S., Benas N., Johansson E., Stein D., Finkensieper S., Håkansson N., Akkermans T., Clerbaux N., Selbach N., Schröder M. and R. Hollmann (2023), CLARA-A3: CM SAF cLoud, Albedo and surface RAdiation dataset from AVHRR data - Edition 3, Satellite Application Facility on Climate Monitoring\n", + "DOI:10.5676/EUM_SAF_CM/CLARA_AVHRR/V003, https://doi.org/10.5676/EUM_SAF_CM/CLARA_AVHRR/V003\n", + "\n", + "[[14]](https://www.nature.com/articles/s41597-019-0236-x) Merchant C. J., Embury O., Bulgin C. E., Block T., Corlett G. K., Fiedler E., Good S. A., Mittaz J., Rayner N. A., Berry D., Eastwood S., Taylor M., Tsushima Y., Waterfall A., Wilson R. and C. Donlon (2019), Satellite-based time-series of sea-surface temperature since 1981 for climate applications. Scientific Data, 6. 223. doi:10.1038/s41597-019-0236-x\n", + "\n", + "[[15]](https://journals.ametsoc.org/view/journals/clim/19/1/jcli3611.1.xml?utm_source=wiley&getft_integrator=wiley) Forster P. and J. Gregory (2006), the climate sensitivity and its components diagnosed from earth radiation budget data, J. Clim., 19, 39-52, doi:10.1175/JCLI3611.1. \n", + "\n", + "[[16]](https://www.nature.com/articles/351027a0) Ramanathan V. and W. Collins (1991), Thermodynamic regulation of ocean warming by cirrus clouds deduced from observations of the 1987 El Nino, Nature, 351, 27-32. \n", + "\n", + "[[17]](https://doi.org/epdf/10.1029/92JD00729) Kiehl J. and B. Briegleb (1992), Comparison of the observed and calculated sky sky greenhouse effect: implications for climate studies, J. Geophys. Res, 97, 10,037-10,049." + ] + } + ], + "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": "3.11.11" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +}