diff --git a/Satellite_ECVs/Atmosphere_Physics/satellite_satellite-total-column-water-vapour-ocean_validation_q01.ipynb b/Satellite_ECVs/Atmosphere_Physics/satellite_satellite-total-column-water-vapour-ocean_validation_q01.ipynb new file mode 100644 index 000000000..bf1f6d9bf --- /dev/null +++ b/Satellite_ECVs/Atmosphere_Physics/satellite_satellite-total-column-water-vapour-ocean_validation_q01.ipynb @@ -0,0 +1,1145 @@ +{ + "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]](https://doi.org/10.1029/2010JD014287), [[2]](https://journals.ametsoc.org/view/journals/bams/78/2/1520-0477_1997_078_0197_eagmeb_2_0_co_2.xml)). 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]](https://doi.org/10.1175/1520-0469%281967%29024<0241:TEOTAW>2.0.CO;2). 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]](https://doi.org/10.1146/annurev.energy.25.1.441). 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]](https://doi.org/10.1073/pnas.1809868115). \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]](https://doi.org/full/10.1029/2000JD000040), [[7]](https://doi.org/10.1002/2013JD020184) and [[8]](https://doi.org/10.1029/2019JD031017).\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]](https://doi.org/10.1146/annurev.energy.25.1.441). 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]](https://www.ipcc.ch/report/ar6/wg1/downloads/report/IPCC_AR6_WGI_Chapter07.pdf))\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", + "$$ \n", + "\\text{G} = \\text{F}_{surf} - \\text{OLR} \n", + "$$\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]](https://doi.org/10.1029/2010JD014287), [[2]](https://journals.ametsoc.org/view/journals/bams/78/2/1520-0477_1997_078_0197_eagmeb_2_0_co_2.xml)).\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]](https://doi.org/10.1073/pnas.1809868115).\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]](https://doi.org/10.1073/pnas.1809868115). \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]](https://doi.org/full/10.1029/2000JD000040):\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 top-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", + "$$ \n", + "e_{sat}(T) = 6.11 \\times \\exp{ \\left[ -\\frac{L_v}{R_v} \\times \\left(\\frac{1}{T} - \\frac{1}{273.15}\\right) \\right]} \n", + "$$\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", + "$$ \n", + "\\frac{ d (de_{sat}/ e_{sat})}{dT} = \\ \\frac{L_v}{R_v \\ T^2} \\ = \\ \\alpha(T) \n", + "$$\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]](https://doi.org/10.1029/2019JD031017)). \n", + "\n", + "As stated in numerous studies addressing the perturbation of the hydrological cycle to surface warming (see [[3]](https://doi.org/10.1175/1520-0469%281967%29024<0241:TEOTAW>2.0.CO;2), [[7]](https://doi.org/10.1002/2013JD020184), [[9]](https://www.ipcc.ch/report/ar6/wg1/downloads/report/IPCC_AR6_WGI_Chapter07.pdf) and [[10]](https://doi.org/abs/10.1029/1998JD900007)) 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]](https://journals.ametsoc.org/view/journals/clim/19/21/jcli3990.1.xml).\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", + "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", + "$$ \n", + "f_{wv} \\ = \\ \\frac{d \\ \\text{G}_{CS wv}}{d \\ TCWV} \\ \\overline{TCWV} \\ \\alpha(T)\n", + "$$\n", + "\n", + "\n", + "### Method\n", + "\n", + "The analysis comprises the following steps:\n", + "\n", + "__1. [](data-section-1)__\n", + " - Import the relevant packages.\n", + " - Define the parameters of the analysis and set the dataset requests\n", + "\n", + "__2. [](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 10% 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 outgoing lonwave radiation and surface emission longwave emission.\n", + " \n", + "__3. [](Analysis-section-1)__\n", + " - Maps of TCWV, CFC, SST and OLR are described as well as of G$_\\text{CS}$.\n", + " \n", + "__4. [](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", + "### Choose the data to use and setup code" + ] + }, + { + "cell_type": "markdown", + "id": "6", + "metadata": {}, + "source": [ + "#### **Import packages**" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "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": 2, + "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": 3, + "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", + "### 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": 4, + "id": "16", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "100%|██████████| 1/1 [00:00<00:00, 3.61it/s]\n", + "/data/common/miniforge3/envs/wp5/lib/python3.11/site-packages/earthkit/data/readers/netcdf/fieldlist.py:318: FutureWarning: In a future version, xarray will not decode timedelta values based on the presence of a timedelta-like units attribute by default. Instead it will rely on the presence of a timedelta64 dtype attribute, which is now xarray's default way of encoding timedelta64 values. To continue decoding timedeltas based on the presence of a timedelta-like units attribute, users will need to explicitly opt-in by passing True or CFTimedeltaCoder(decode_via_units=True) to decode_timedelta. 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, xarray will not decode timedelta values based on the presence of a timedelta-like units attribute by default. Instead it will rely on the presence of a timedelta64 dtype attribute, which is now xarray's default way of encoding timedelta64 values. To continue decoding timedeltas based on the presence of a timedelta-like units attribute, users will need to explicitly opt-in by passing True or CFTimedeltaCoder(decode_via_units=True) to decode_timedelta. 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, 3.92it/s]\n", + "100%|██████████| 1/1 [00:00<00:00, 14.78it/s]\n", + "100%|██████████| 1/1 [00:00<00:00, 1.62it/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": 5, + "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": 6, + "id": "20", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/data/common/miniforge3/envs/wp5/lib/python3.11/site-packages/xarray/coding/times.py:650: RuntimeWarning: invalid value encountered in cast\n", + " flat_num = flat_num.astype(np.int64)\n", + "/data/common/miniforge3/envs/wp5/lib/python3.11/site-packages/xarray/coding/times.py:650: RuntimeWarning: invalid value encountered in cast\n", + " flat_num = flat_num.astype(np.int64)\n", + "/data/common/miniforge3/envs/wp5/lib/python3.11/site-packages/xarray/coding/times.py:650: RuntimeWarning: invalid value encountered in cast\n", + " flat_num = flat_num.astype(np.int64)\n" + ] + } + ], + "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": 7, + "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", + "### 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]](https://essd.copernicus.org/articles/2/215/2010/essd-2-215-2010.html).\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]](https://doi.org/10.5676/EUM_SAF_CM/CLARA_AVHRR/V003).\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": 8, + "id": "24", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", 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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]](https://essd.copernicus.org/articles/2/215/2010/essd-2-215-2010.html)." + ] + }, + { + "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]](https://doi.org/10.1038/s41597-019-0236-x).\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]](https://doi.org/10.5676/EUM_SAF_CM/CLARA_AVHRR/V003).\n", + "\n", + "The maps below show the SST and the OLR for July 1st 2007." + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "id": "27", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", 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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": 10, + "id": "30", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", 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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", + "### Plot and description of the results" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "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": 13, + "id": "35", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", 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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", + "plt.text(287,190,'(a)',fontsize=14)\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", + "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", + "plt.text(287,190,'(b)',fontsize=14)\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 1: Distributions of the clear sky greenhouse effect G$_{CS}$ according to SST for (a) daily data and (b) monthly data. The colorscales represent the density of points. The red dashed line are the linear regressions, with the slope and its uncertainty 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 (Fig. 1a) and 5.86 W/m$^2$/K for monthly data (Fig. 1b). \n", + "\n", + "Despite these slight differences, the value of the slopes $d \\ G_{CS}/d T_{surf}$ are consistent with the findings of [[15]](https://journals.ametsoc.org/view/journals/clim/19/1/jcli3611.1.xml?utm_source=wiley&getft_integrator=wiley), [[16]](https://doi.org/10.1038/351027a0) and [[17]](https://doi.org/epdf/10.1029/92JD00729), 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 this value to the temporal scale." + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "id": "38", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", 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" + ] + }, + "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", + "plt.text(10,200,'(a)',fontsize=14)\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", + "plt.legend()\n", + "plt.show()\n", + "\n", + "plot_histogram(ds_monthly, x=\"wvpa\", y=\"GCS\", bins=[30, 30], cmap=\"Greens\")\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", + "plt.text(10,200,'(b)',fontsize=14)\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 2 (top) and 4 (bottom) : Density diagrams of the clear sky greenhouse effect G$_{CS}$ according to bins of TCWV for daily data (top) and monthly data (bottom). The colorscales represent the density of points. The red dashed line are the linear regressions, with the slope and its uncertainty reported on the bottom left of each figures.*" + ] + }, + { + "cell_type": "markdown", + "id": "40", + "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 (see [[5]](https://doi.org/10.1073/pnas.1809868115), [[6]](https://doi.org/full/10.1029/2000JD000040) and [[7]](https://doi.org/10.1002/2013JD020184)).\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": "41", + "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 reasonably 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": 15, + "id": "42", + "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": "43", + "metadata": {}, + "source": [ + "This result falls within the range of uncertainty of the water vapor feedback reported in the IPCC report Chapter 7 ([[9]](https://www.ipcc.ch/report/ar6/wg1/downloads/report/IPCC_AR6_WGI_Chapter07.pdf) )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$^2$/K.\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": "44", + "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", + "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", + "And some resources on the greenhouse effect of water vapor and its feedback :\n", + "- https://science.nasa.gov/earth/climate-change/steamy-relationships-how-atmospheric-water-vapor-amplifies-earths-greenhouse-effect/\n", + "\n", + "- https://wmo.int/media/magazine-article/observing-water-vapour\n", + "\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://doi.org/10.1038/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://doi.org/10.1038/351027a0) 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 +}