diff --git a/CHANGELOG.rst b/CHANGELOG.rst index 2de0ebbd..7b5dc462 100644 --- a/CHANGELOG.rst +++ b/CHANGELOG.rst @@ -4,6 +4,8 @@ Changelog master ------ +(`#95 `_) Put oxidised methane in the correct place + (`#87 `_) Add Geoffroy temperature and prescribed forcing to inverse (`#84 `_) Fix concentration-driven runs for 45-species FaIR diff --git a/fair/forward.py b/fair/forward.py index 331c4bc5..1b7aaf9e 100755 --- a/fair/forward.py +++ b/fair/forward.py @@ -623,8 +623,9 @@ def fair_scm( # pool oxidised_CH4 = ((C[t-1,1]-C_pi[1]) * (1.0 - np.exp(-1.0/lifetimes[1])) * - (molwt.C/molwt.CH4 * 0.001 * oxCH4_frac * fossilCH4_frac[t])) - oxidised_CH4 = np.max((oxidised_CH4, 0)) + (molwt.C/molwt.CH4 * 0.001 * oxCH4_frac * fossilCH4_frac[t]) * + emis2conc[1]) + oxidised_CH4 = np.max((oxidised_CH4, 0)) if gir_carbon_cycle: time_scale_sf = calculate_alpha( @@ -633,8 +634,8 @@ def fair_scm( T[t-1], r0, rc, rt, g0, g1) C[t,0], R_i[t,:], airborne_emissions[t] = step_concentration( - R_i[t-1,:] + oxidised_CH4, - np.sum(emissions[t-1,1:3]), + R_i[t-1,:], + np.sum(emissions[t-1,1:3]) + oxidised_CH4, time_scale_sf, a, tau, @@ -642,7 +643,7 @@ def fair_scm( ) else: C[t,0], C_acc[t], R_i[t,:], time_scale_sf = carbon_cycle( - np.sum(emissions[t-1,1:3]), + np.sum(emissions[t-1,1:3]) + oxidised_CH4, C_acc[t-1], T[t-1], r0, @@ -653,7 +654,7 @@ def fair_scm( a, tau, iirf_h, - R_i[t-1,:] + oxidised_CH4, + R_i[t-1,:], C_pi[0], C[t-1,0], np.sum(emissions[t,1:3]) @@ -749,8 +750,8 @@ def fair_scm( T[t-1], r0, rc, rt, g0, g1) C[t,0], R_i[t,:], airborne_emissions[t] = step_concentration( - R_i[t-1,:] + oxidised_CH4, - emissions[t-1], + R_i[t-1,:], + emissions[t-1] + oxidised_CH4, time_scale_sf, a, tau, diff --git a/notebooks/fossil-methane.ipynb b/notebooks/fossil-methane.ipynb new file mode 100644 index 00000000..c7ad14af --- /dev/null +++ b/notebooks/fossil-methane.ipynb @@ -0,0 +1,278 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Investigating the differences between including and ommitting fossil methane fraction" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "import fair\n", + "from fair.forward import fair_scm\n", + "from fair.RCPs import rcp26, rcp45, rcp60, rcp85\n", + "import matplotlib.pyplot as pl\n", + "import numpy as np" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "C = {}\n", + "F = {}\n", + "T = {}" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [], + "source": [ + "fossil_ch4 = {\n", + " 'rcp26_exc' : 0,\n", + " 'rcp45_exc' : 0,\n", + " 'rcp60_exc' : 0,\n", + " 'rcp85_exc' : 0,\n", + " 'rcp26_inc' : rcp26.fossilCH4_frac,\n", + " 'rcp45_inc' : rcp45.fossilCH4_frac,\n", + " 'rcp60_inc' : rcp60.fossilCH4_frac,\n", + " 'rcp85_inc' : rcp85.fossilCH4_frac\n", + "}" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [], + "source": [ + "emissions = {\n", + " 'rcp26_exc' : rcp26.Emissions.emissions,\n", + " 'rcp45_exc' : rcp45.Emissions.emissions,\n", + " 'rcp60_exc' : rcp60.Emissions.emissions,\n", + " 'rcp85_exc' : rcp85.Emissions.emissions,\n", + " 'rcp26_inc' : rcp26.Emissions.emissions,\n", + " 'rcp45_inc' : rcp45.Emissions.emissions,\n", + " 'rcp60_inc' : rcp60.Emissions.emissions,\n", + " 'rcp85_inc' : rcp85.Emissions.emissions\n", + "}" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [], + "source": [ + "for scen in emissions.keys():\n", + " C[scen], F[scen], T[scen] = fair_scm(\n", + " emissions=emissions[scen],\n", + " fossilCH4_frac=fossil_ch4[scen]\n", + " )" + ] + }, + { + "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": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = pl.subplots(2,2,figsize=(16,9))\n", + "ax[0,0].plot(np.arange(1765, 2501), C['rcp26_exc'][:,0], label='excluding CH4 oxidation')\n", + "ax[0,0].plot(np.arange(1765, 2501), C['rcp26_inc'][:,0], label='including CH4 oxidation')\n", + "ax[0,1].plot(np.arange(1765, 2501), C['rcp45_exc'][:,0])\n", + "ax[0,1].plot(np.arange(1765, 2501), C['rcp45_inc'][:,0])\n", + "ax[1,0].plot(np.arange(1765, 2501), C['rcp60_exc'][:,0])\n", + "ax[1,0].plot(np.arange(1765, 2501), C['rcp60_inc'][:,0])\n", + "ax[1,1].plot(np.arange(1765, 2501), C['rcp85_exc'][:,0])\n", + "ax[1,1].plot(np.arange(1765, 2501), C['rcp85_inc'][:,0])\n", + "ax[0,0].set_title('RCP2.6 CO2 concentrations')\n", + "ax[0,1].set_title('RCP4.5 CO2 concentrations')\n", + "ax[1,0].set_title('RCP6.0 CO2 concentrations')\n", + "ax[1,1].set_title('RCP8.5 CO2 concentrations')\n", + "ax[0,0].legend()" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5, 1.0, 'Difference between including and excluding CH4 oxidation to CO2, ppm')" + ] + }, + "execution_count": 7, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = pl.subplots(figsize=(16,9))\n", + "ax.plot(np.arange(1765, 2501),C['rcp26_inc'][:,0]-C['rcp26_exc'][:,0], label='RCP2.6')\n", + "ax.plot(np.arange(1765, 2501),C['rcp45_inc'][:,0]-C['rcp45_exc'][:,0], label='RCP4.5')\n", + "ax.plot(np.arange(1765, 2501),C['rcp60_inc'][:,0]-C['rcp60_exc'][:,0], label='RCP6.0')\n", + "ax.plot(np.arange(1765, 2501),C['rcp85_inc'][:,0]-C['rcp85_exc'][:,0], label='RCP8.5')\n", + "ax.legend()\n", + "pl.title('Difference between including and excluding CH4 oxidation to CO2, ppm')" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 8, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = pl.subplots(2,2,figsize=(16,9))\n", + "ax[0,0].plot(np.arange(1765, 2501), T['rcp26_exc'], label='excluding CH4 oxidation')\n", + "ax[0,0].plot(np.arange(1765, 2501), T['rcp26_inc'], label='including CH4 oxidation')\n", + "ax[0,1].plot(np.arange(1765, 2501), T['rcp45_exc'])\n", + "ax[0,1].plot(np.arange(1765, 2501), T['rcp45_inc'])\n", + "ax[1,0].plot(np.arange(1765, 2501), T['rcp60_exc'])\n", + "ax[1,0].plot(np.arange(1765, 2501), T['rcp60_inc'])\n", + "ax[1,1].plot(np.arange(1765, 2501), T['rcp85_exc'])\n", + "ax[1,1].plot(np.arange(1765, 2501), T['rcp85_inc'])\n", + "ax[0,0].set_title('RCP2.6 temperature')\n", + "ax[0,1].set_title('RCP4.5 temperature')\n", + "ax[1,0].set_title('RCP6.0 temperature')\n", + "ax[1,1].set_title('RCP8.5 temperature')\n", + "ax[0,0].legend()" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5, 1.0, 'Difference between including and excluding CH4 oxidation to CO2 on temperature')" + ] + }, + "execution_count": 9, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = pl.subplots(figsize=(16,9))\n", + "ax.plot(np.arange(1765, 2501),T['rcp26_inc']-T['rcp26_exc'], label='RCP2.6')\n", + "ax.plot(np.arange(1765, 2501),T['rcp45_inc']-T['rcp45_exc'], label='RCP4.5')\n", + "ax.plot(np.arange(1765, 2501),T['rcp60_inc']-T['rcp60_exc'], label='RCP6.0')\n", + "ax.plot(np.arange(1765, 2501),T['rcp85_inc']-T['rcp85_exc'], label='RCP8.5')\n", + "ax.legend()\n", + "pl.title('Difference between including and excluding CH4 oxidation to CO2 on temperature')" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.7.9" + } + }, + "nbformat": 4, + "nbformat_minor": 4 +} diff --git a/tests/reproduction/reproduction_test.py b/tests/reproduction/reproduction_test.py index 595ff443..d1fd7e23 100644 --- a/tests/reproduction/reproduction_test.py +++ b/tests/reproduction/reproduction_test.py @@ -376,3 +376,17 @@ def test_ariaci_stevens(): ) assert np.allclose(F[:,8], np.sum(ariaci,axis=1)) + +def test_methane_oxidation(): + Cexc, Fexc, Texc = fair.forward.fair_scm( + emissions=rcp45.Emissions.emissions, + fossilCH4_frac=0, + ) + Cinc, Finc, Tinc = fair.forward.fair_scm( + emissions=rcp45.Emissions.emissions, + fossilCH4_frac=rcp45.fossilCH4_frac + ) + # runs including oxidation should have slightly higher atmospheric CO2 + # and hence slightly higher warming + assert np.all(Cinc >= Cexc) + assert np.all(Tinc >= Texc)