{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# FaIR\n", "\n", "This notebook gives some simple examples of how to run and use the Finite Amplitude Impulse Response (FaIR) model. \n", "\n", "The Finite Amplitude Impulse Response (FaIR) model is a simple emissions-based climate model. It allows the user to input emissions of greenhouse gases and short lived climate forcers in order to estimate global mean atmospheric GHG concentrations, radiative forcing and temperature anomalies.\n", "\n", "The original FaIR model (v1.0) was developed to simulate the earth system response to CO$_2$ emissions, with all non-CO$_2$ forcing implemented as an \"external\" source. It was developed by Richard Millar, Zebedee Nicholls, Pierre Friedlingstein and Myles Allen. The motivation for developing it and its formulation is documented in a paper published in Atmospheric Chemistry and Physics in 2017 (doi:10.5194/acp-2016-405).\n", "\n", "The emissions-based model extends FaIR by replacing all sources of non-CO$_2$ forcing with relationships that are based on the source emissions, with the exception of natural forcings (viz. variations in solar irradiance and volcanic eruptions). It is useful for assessing future policy commitments to anthropogenic emissions (something which we can control) than to radiative forcing (something which is less certain and which we can only partially control).\n", "\n", "The emissions based model was developed by Chris Smith with input from Piers Forster, Leighton Regayre and Giovanni Passerello, in parallel with Nicolas Leach, Richard Millar and Myles Allen." ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "%matplotlib inline" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "import fair" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "import numpy as np\n", "\n", "from matplotlib import pyplot as plt\n", "plt.style.use('seaborn-darkgrid')\n", "plt.rcParams['figure.figsize'] = (16, 9)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Basic run\n", "\n", "Here we show how FaIR can be run with step change CO$_2$ emissions and sinusoidal non-CO$_2$ forcing timeseries." ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "emissions = np.zeros(250)\n", "emissions[125:] = 10.0\n", "other_rf = np.zeros(emissions.size)\n", "for x in range(0, emissions.size):\n", " other_rf[x] = 0.5 * np.sin(2 * np.pi * (x) / 14.0)\n", " \n", "C,F,T = fair.forward.fair_scm(\n", " emissions=emissions,\n", " other_rf=other_rf,\n", " useMultigas=False\n", ")\n", "\n", "fig = plt.figure()\n", "ax1 = fig.add_subplot(221)\n", "ax1.plot(range(0, emissions.size), emissions, color='black')\n", "ax1.set_ylabel('Emissions (GtC)')\n", "ax2 = fig.add_subplot(222)\n", "ax2.plot(range(0, emissions.size), C, color='blue')\n", "ax2.set_ylabel('CO$_2$ concentrations (ppm)')\n", "ax3 = fig.add_subplot(223)\n", "ax3.plot(range(0, emissions.size), other_rf, color='orange')\n", "ax3.set_ylabel('Other radiative forcing (W.m$^{-2}$)')\n", "ax4 = fig.add_subplot(224)\n", "ax4.plot(range(0, emissions.size), T, color='red')\n", "ax4.set_ylabel('Temperature anomaly (K)');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## RCPs\n", "\n", "We can run FaIR with the CO$_2$ emissions and non-CO$_2$ forcing from the four representative concentration pathway scenarios. To use the emissions-based version specify ```useMultigas=True``` in the call to ```fair_scm()```.\n", "\n", "By default in multi-gas mode, volcanic and solar forcing plus natural emissions of methane and nitrous oxide are switched on." ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from fair.RCPs import rcp3pd, rcp45, rcp6, rcp85\n", "\n", "fig = plt.figure()\n", "ax1 = fig.add_subplot(221)\n", "ax2 = fig.add_subplot(222)\n", "ax3 = fig.add_subplot(223)\n", "ax4 = fig.add_subplot(224)\n", "\n", "C26, F26, T26 = fair.forward.fair_scm(emissions=rcp3pd.Emissions.emissions)\n", "ax1.plot(rcp3pd.Emissions.year, rcp3pd.Emissions.co2_fossil, color='green', label='RCP3PD')\n", "ax2.plot(rcp3pd.Emissions.year, C26[:, 0], color='green')\n", "ax3.plot(rcp3pd.Emissions.year, np.sum(F26, axis=1), color='green')\n", "ax4.plot(rcp3pd.Emissions.year, T26, color='green')\n", "\n", "C45, F45, T45 = fair.forward.fair_scm(emissions=rcp45.Emissions.emissions)\n", "ax1.plot(rcp45.Emissions.year, rcp45.Emissions.co2_fossil, color='blue', label='RCP4.5')\n", "ax2.plot(rcp45.Emissions.year, C45[:, 0], color='blue')\n", "ax3.plot(rcp45.Emissions.year, np.sum(F45, axis=1), color='blue')\n", "ax4.plot(rcp45.Emissions.year, T45, color='blue')\n", "\n", "C60, F60, T60 = fair.forward.fair_scm(emissions=rcp6.Emissions.emissions)\n", "ax1.plot(rcp6.Emissions.year, rcp6.Emissions.co2_fossil, color='red', label='RCP6')\n", "ax2.plot(rcp6.Emissions.year, C60[:, 0], color='red')\n", "ax3.plot(rcp6.Emissions.year, np.sum(F60, axis=1), color='red')\n", "ax4.plot(rcp6.Emissions.year, T60, color='red')\n", "\n", "C85, F85, T85 = fair.forward.fair_scm(emissions=rcp85.Emissions.emissions)\n", "ax1.plot(rcp85.Emissions.year, rcp85.Emissions.co2_fossil, color='black', label='RCP8.5')\n", "ax2.plot(rcp85.Emissions.year, C85[:, 0], color='black')\n", "ax3.plot(rcp85.Emissions.year, np.sum(F85, axis=1), color='black')\n", "ax4.plot(rcp85.Emissions.year, T85, color='black')\n", "\n", "ax1.set_ylabel('Fossil CO$_2$ Emissions (GtC)')\n", "ax1.legend()\n", "ax2.set_ylabel('CO$_2$ concentrations (ppm)')\n", "ax3.set_ylabel('Total radiative forcing (W.m$^{-2}$)')\n", "ax4.set_ylabel('Temperature anomaly (K)');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Concentrations of well-mixed greenhouse gases\n", "\n", "The output of FaIR (in most cases) is a 3-element tuple of concentrations, effective radiative forcing and temperature change since pre-industrial. Concentrations are a 31-column array of greenhouse gases. The indices correspond to the order given in the RCP concentration datasets (table 2 in Smith et al., https://www.geosci-model-dev-discuss.net/gmd-2017-266/). We can investigate the GHG concentrations coming out of the model:" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig = plt.figure()\n", "ax1 = fig.add_subplot(221)\n", "ax2 = fig.add_subplot(222)\n", "ax3 = fig.add_subplot(223)\n", "ax4 = fig.add_subplot(224)\n", "\n", "ax1.plot(rcp3pd.Emissions.year, C26[:,1], color='green', label='RCP3PD')\n", "ax1.plot(rcp45.Emissions.year, C45[:,1], color='blue', label='RCP4.5')\n", "ax1.plot(rcp6.Emissions.year, C60[:,1], color='red', label='RCP6')\n", "ax1.plot(rcp85.Emissions.year, C85[:,1], color='black', label='RCP8.5')\n", "ax1.set_title(\"Methane concentrations, ppb\")\n", "\n", "ax2.plot(rcp3pd.Emissions.year, C26[:,2], color='green', label='RCP3PD')\n", "ax2.plot(rcp45.Emissions.year, C45[:,2], color='blue', label='RCP4.5')\n", "ax2.plot(rcp6.Emissions.year, C60[:,2], color='red', label='RCP6')\n", "ax2.plot(rcp85.Emissions.year, C85[:,2], color='black', label='RCP8.5')\n", "ax2.set_title(\"Nitrous oxide concentrations, ppb\")\n", "\n", "# How to convert the H and F gases to single-species equivalents? Weight by radiative efficiency.\n", "from fair.constants import radeff\n", "C26_hfc134a_eq = np.sum(C26[:,3:15]*radeff.aslist[3:15],axis=1)/radeff.HFC134A # indices 3:15 are HFCs and PFCs\n", "C45_hfc134a_eq = np.sum(C45[:,3:15]*radeff.aslist[3:15],axis=1)/radeff.HFC134A\n", "C60_hfc134a_eq = np.sum(C60[:,3:15]*radeff.aslist[3:15],axis=1)/radeff.HFC134A\n", "C85_hfc134a_eq = np.sum(C85[:,3:15]*radeff.aslist[3:15],axis=1)/radeff.HFC134A\n", "\n", "C26_cfc12_eq = np.sum(C26[:,15:31]*radeff.aslist[15:31],axis=1)/radeff.CFC12 # indices 15:31 are ozone depleters\n", "C45_cfc12_eq = np.sum(C45[:,15:31]*radeff.aslist[15:31],axis=1)/radeff.CFC12\n", "C60_cfc12_eq = np.sum(C60[:,15:31]*radeff.aslist[15:31],axis=1)/radeff.CFC12\n", "C85_cfc12_eq = np.sum(C85[:,15:31]*radeff.aslist[15:31],axis=1)/radeff.CFC12\n", "\n", "ax3.plot(rcp3pd.Emissions.year, C26_hfc134a_eq, color='green', label='RCP3PD')\n", "ax3.plot(rcp45.Emissions.year, C45_hfc134a_eq, color='blue', label='RCP4.5')\n", "ax3.plot(rcp6.Emissions.year, C60_hfc134a_eq, color='red', label='RCP6')\n", "ax3.plot(rcp85.Emissions.year, C85_hfc134a_eq, color='black', label='RCP8.5')\n", "ax3.set_title(\"HFC134a equivalent concentrations, ppt\")\n", "\n", "ax4.plot(rcp3pd.Emissions.year, C26_cfc12_eq, color='green', label='RCP3PD')\n", "ax4.plot(rcp45.Emissions.year, C45_cfc12_eq, color='blue', label='RCP4.5')\n", "ax4.plot(rcp6.Emissions.year, C60_cfc12_eq, color='red', label='RCP6')\n", "ax4.plot(rcp85.Emissions.year, C85_cfc12_eq, color='black', label='RCP8.5')\n", "ax4.set_title(\"CFC12 equivalent concentrations, ppt\")\n", "ax1.legend()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Radiative forcing\n", "We consider 13 separate species of radiative forcing: CO$_2$, CH$_4$, N$_2$O, minor GHGs, tropospheric ozone, stratospheric ozone, stratospheric water vapour from methane oxidation, contrails, aerosols, black carbon on snow, land use change, volcanic and solar (table 3 in Smith et al., https://www.geosci-model-dev.net/11/2273/2018/gmd-11-2273-2018.pdf). Here we show some of the more interesting examples." ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig = plt.figure()\n", "ax1 = fig.add_subplot(221)\n", "ax2 = fig.add_subplot(222)\n", "ax3 = fig.add_subplot(223)\n", "ax4 = fig.add_subplot(224)\n", "\n", "ax1.plot(rcp3pd.Emissions.year, F26[:,4], color='green', label='RCP3PD')\n", "ax1.plot(rcp45.Emissions.year, F45[:,4], color='blue', label='RCP4.5')\n", "ax1.plot(rcp6.Emissions.year, F60[:,4], color='red', label='RCP6')\n", "ax1.plot(rcp85.Emissions.year, F85[:,4], color='black', label='RCP8.5')\n", "ax1.set_title(\"Tropospheric ozone forcing, W m$^{-2}$\")\n", "\n", "ax2.plot(rcp3pd.Emissions.year, F26[:,5], color='green', label='RCP3PD')\n", "ax2.plot(rcp45.Emissions.year, F45[:,5], color='blue', label='RCP4.5')\n", "ax2.plot(rcp6.Emissions.year, F60[:,5], color='red', label='RCP6')\n", "ax2.plot(rcp85.Emissions.year, F85[:,5], color='black', label='RCP8.5')\n", "ax2.set_title(\"Stratospheric ozone forcing, W m$^{-2}$\")\n", "\n", "ax3.plot(rcp3pd.Emissions.year, F26[:,8], color='green', label='RCP3PD')\n", "ax3.plot(rcp45.Emissions.year, F45[:,8], color='blue', label='RCP4.5')\n", "ax3.plot(rcp6.Emissions.year, F60[:,8], color='red', label='RCP6')\n", "ax3.plot(rcp85.Emissions.year, F85[:,8], color='black', label='RCP8.5')\n", "ax3.set_title(\"Aerosol forcing, W ~m$^{-2}$\")\n", "\n", "ax4.plot(rcp3pd.Emissions.year, F26[:,10], color='green', label='RCP3PD')\n", "ax4.plot(rcp45.Emissions.year, F45[:,10], color='blue', label='RCP4.5')\n", "ax4.plot(rcp6.Emissions.year, F60[:,10], color='red', label='RCP6')\n", "ax4.plot(rcp85.Emissions.year, F85[:,10], color='black', label='RCP8.5')\n", "ax4.set_title(\"Land use forcing, W m$^{-2}$\")\n", "ax1.legend();" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Ensemble generation\n", "An advantage of FaIR is that it is very quick to run (much less than a second on an average machine). Therefore it can be used to generate probabilistic future ensembles. We'll show a 100-member ensemble." ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [], "source": [ "from scipy import stats\n", "from fair.tools.ensemble import tcrecs_generate\n", "\n", "# generate some joint lognormal TCR and ECS pairs\n", "tcrecs = tcrecs_generate(n=100, seed=38571)\n", "\n", "# generate some forcing scale factors with SD of 10% of the best estimate\n", "F_scale = stats.norm.rvs(size=(100,13), loc=1, scale=0.1, random_state=40000)\n", "\n", "# do the same for the carbon cycle parameters\n", "r0 = stats.norm.rvs(size=100, loc=35, scale=3.5, random_state=41000)\n", "rc = stats.norm.rvs(size=100, loc=0.019, scale=0.0019, random_state=42000)\n", "rt = stats.norm.rvs(size=100, loc=4.165, scale=0.4165, random_state=45000)\n", "\n", "T = np.zeros((736,100))" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "CPU times: user 26.4 s, sys: 143 ms, total: 26.5 s\n", "Wall time: 26.3 s\n" ] } ], "source": [ "%%time\n", "for i in range(100):\n", " _, _, T[:,i] = fair.forward.fair_scm(emissions=rcp85.Emissions.emissions,\n", " r0 = r0[i],\n", " rc = rc[i],\n", " rt = rt[i],\n", " tcrecs = tcrecs[i,:],\n", " scale = F_scale[i,:],\n", " F2x = 3.74*F_scale[i,0]) # scale F2x with the CO2 scaling factor for consistency" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig = plt.figure()\n", "ax1 = fig.add_subplot(111)\n", "ax1.plot(rcp85.Emissions.year, T);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The resulting projections show a large spread. Some of these ensemble members are unrealistic, ranging from around 0.4 to 2.0 K temperature change in the present day, whereas we know in reality it is more like 0.9 (plus or minus 0.2). Therefore we can constrain this ensemble to observations." ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "49 ensemble members passed historical constraint\n" ] } ], "source": [ "try:\n", " # For Python 3.0 and later\n", " from urllib.request import urlopen\n", "except ImportError:\n", " # Fall back to Python 2's urllib2\n", " from urllib2 import urlopen\n", " \n", "from fair.tools.constrain import hist_temp\n", "\n", "# load up Cowtan and Way data remotely\n", "url = 'http://www-users.york.ac.uk/~kdc3/papers/coverage2013/had4_krig_annual_v2_0_0.txt'\n", "response = urlopen(url)\n", "\n", "CW = np.loadtxt(response)\n", "constrained = np.zeros(100, dtype=bool)\n", "\n", "for i in range(100):\n", " # we use observed trend from 1880 to 2016\n", " constrained[i], _, _, _, _ = hist_temp(CW[30:167,1], T[1880-1765:2017-1765,i], CW[30:167,0])\n", " \n", "# How many ensemble members passed the constraint?\n", "print('%d ensemble members passed historical constraint' % np.sum(constrained))" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# What does this do to the ensemble?\n", "fig = plt.figure()\n", "ax1 = fig.add_subplot(111)\n", "ax1.plot(rcp85.Emissions.year, T[:,constrained]);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Some, but not all, of the higher end scenarios have been constrained out, but there is still quite a large range of total temperature change projected for 2500 even under this constraint.\n", "\n", "From these constraints it is possible to obtain posterior distributions on effective radiative forcing, ECS, TCR, TCRE and other metrics." ] } ], "metadata": { "kernelspec": { "display_name": "Python 2", "language": "python", "name": "python2" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.7.7" } }, "nbformat": 4, "nbformat_minor": 2 }