diff --git a/examples/examples.ipynb b/examples/examples.ipynb index 1a720337652abf2192cab58f86b9b6ac345d01d9..c7babf2e970a16fcef8c1196a48b06855fd7cb14 100644 --- a/examples/examples.ipynb +++ b/examples/examples.ipynb @@ -18,6 +18,51 @@ "i4T = np.vectorize(mt.invert_for_temperature)" ] }, + { + "cell_type": "code", + "execution_count": 2, + "id": "c4e28f44-e8d6-4192-ab52-3db78ec2bc1c", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "\u001b[0;31mSignature:\u001b[0m \u001b[0msvp\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mmake_analytic\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mlx\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mcx\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;31mDocstring:\u001b[0m\n", + "closure function for analytic saturation vapor pressure\n", + "\n", + "Sets up the rankine (constant specific heat, negligible condensate volume) approximations to\n", + "calculate the saturation vapor pressure over a phase with the specific heat cx, and phase\n", + "change enthalpy (from vapor) lx, at temperature T.\n", + "\n", + "Args:\n", + " lx: phase change enthalpy between vapor and given phase (liquid, ice)\n", + " cx: specific heat capacity of given phase (liquid, ice)\n", + "\n", + "Returns:\n", + " a function for the saturation vaporp pressure consistent with choice of lx and cx\n", + "\n", + "Reference:\n", + " Romps, D. M. Exact Expression for the Lifting Condensation Level. Journal of the Atmospheric\n", + " Sciences 74, 3891–3900 (2017).\n", + " Romps, D. M. Accurate expressions for the dew point and frost point derived from the Rankine-\n", + " Kirchhoff approximations. Journal of the Atmospheric Sciences (2021) doi:10.1175/JAS-D-20-0301.1.\n", + " \n", + ">>> es = make_analytic(constants.lvT,constants.cl)\n", + ">>> es( np.asarray([273.15,260.]) )\n", + "array([611.21094488, 222.70984761])\n", + "\u001b[0;31mFile:\u001b[0m ~/work/moist_thermodynamics/moist_thermodynamics/saturation_vapor_pressures.py\n", + "\u001b[0;31mType:\u001b[0m function\n" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "?svp.make_analytic" + ] + }, { "cell_type": "markdown", "id": "9d38216a-175f-4c09-958b-56537aa8834f", @@ -42,7 +87,7 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 3, "id": "a82ec75a-a480-40c2-bb07-6c73a2a745e5", "metadata": {}, "outputs": [ @@ -115,7 +160,7 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 4, "id": "0f765565-ed26-4cc7-a859-bebf9b020aea", "metadata": {}, "outputs": [ @@ -128,7 +173,7 @@ }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "<Figure size 504x360 with 1 Axes>" ] @@ -187,7 +232,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 5, "id": "321bddff-0bb6-4b3a-a3f0-1dae1c50c852", "metadata": {}, "outputs": [ @@ -257,7 +302,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 6, "id": "a53539ae-7920-41b9-aa41-fed0031ce16b", "metadata": {}, "outputs": [], @@ -400,13 +445,13 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 7, "id": "9b2830db-855d-467d-ac66-cc9154ab7caa", "metadata": {}, "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "<Figure size 504x360 with 2 Axes>" ] @@ -482,7 +527,7 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 8, "id": "4a05ea68-9c61-449b-9945-d8f87fbb057a", "metadata": { "tags": [] @@ -551,7 +596,7 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 9, "id": "5d88d98d-a59e-41fc-a5b6-124a8f97947b", "metadata": {}, "outputs": [ @@ -559,8 +604,8 @@ "name": "stdout", "output_type": "stream", "text": [ - "Best fit parameters for liquid: a=17.4276, b=33.4426\n", - "Best fit parameters for ice: a=22.0423, b=5.0000\n" + "Best fit parameters for liquid: a=17.4146, b=33.6309\n", + "Best fit parameters for ice: a=22.0422, b=5.0000\n" ] } ], @@ -604,13 +649,13 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 10, "id": "feac77dc-c04e-4fa2-b173-4dd143febcf7", "metadata": {}, "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "<Figure size 864x216 with 3 Axes>" ] @@ -658,12 +703,18 @@ "\n", "T = np.arange(273.0, 330.0)\n", "es_w1 = (svp.liq_analytic(T) / svp.liq_wagner_pruss(T) - 1.0) * 100.0\n", - "es_w2 = (liq_romps(T) / svp.liq_wagner_pruss(T) - 1.0) * 100.0\n", + "es_w2 = (\n", + " lambda T: (\n", + " svp.make_analytic(lx=constants.lvT, cx=4119.0)(T) / svp.liq_wagner_pruss(T)\n", + " - 1.0\n", + " )\n", + " * 100.0\n", + ")\n", "es_w3 = (liq_tetens_new(T) / svp.liq_wagner_pruss(T) - 1.0) * 100.0\n", "es_w4 = ((svp.liq_tetens(T)) / svp.liq_wagner_pruss(T) - 1.0) * 100.0\n", "\n", "ax[2].plot(T, np.abs(es_w1), c=\"k\", label=\"Romps\")\n", - "ax[2].plot(T, np.abs(es_w2), c=\"k\", ls=\"dotted\", label=\"Romps best fit\")\n", + "ax[2].plot(T, np.abs(es_w2(T)), c=\"k\", ls=\"dotted\", label=\"Romps best fit\")\n", "ax[2].plot(T, np.abs(es_w3), c=\"violet\", label=\"Teten-Murray\")\n", "ax[2].plot(T, np.abs(es_w4), c=\"violet\", ls=\"dotted\", label=\"Teten best fit\")\n", "\n", @@ -677,7 +728,7 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 11, "id": "0512b036-c707-40dd-b09f-b1d1a9d58129", "metadata": {}, "outputs": [ @@ -685,7 +736,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "<function make_analytic.<locals>.es at 0x1427c1040>\n" + "<function make_analytic.<locals>.es at 0x1344b3310>\n" ] }, { @@ -694,7 +745,7 @@ "3" ] }, - "execution_count": 10, + "execution_count": 11, "metadata": {}, "output_type": "execute_result" } @@ -708,7 +759,7 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 12, "id": "8a086e9b-ada2-48b0-b2d7-e008213ba960", "metadata": {}, "outputs": [ @@ -729,28 +780,25 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 13, "id": "afa2c791-5cc9-487d-8280-94bd1b05ed85", "metadata": {}, - "outputs": [], - "source": [] - }, - { - "cell_type": "code", - "execution_count": 12, - "id": "202630e9-9ae3-429f-ad31-e17bf0e5a0b7", - "metadata": {}, "outputs": [ { - "name": "stdout", - "output_type": "stream", - "text": [ - "3531.9663621154004\n" - ] + "data": { + "text/plain": [ + "array([611.15242458, 196.1007033 ])" + ] + }, + "execution_count": 13, + "metadata": {}, + "output_type": "execute_result" } ], "source": [ - "print(es(300.0))" + "es = svp.make_tetens(Tref=constants.TvT, Pref=constants.PvT, a=22.0420, b=5.0)\n", + "es(np.asarray([273.15, 260.0]))\n", + "# array([611.21094488, 222.70984761])" ] }, { diff --git a/moist_thermodynamics/functions.py b/moist_thermodynamics/functions.py index 2dbc834a4943bf4a76d0cb06325ed2a93aca3ce5..3c714559551ee1b8f82d48769bcba73625150576 100644 --- a/moist_thermodynamics/functions.py +++ b/moist_thermodynamics/functions.py @@ -10,12 +10,8 @@ License: BSD-3C # import numpy as np from scipy import interpolate, optimize - from . import constants -from . import saturation_vapor_pressures - -es_liq_default = saturation_vapor_pressures.liq_wagner_pruss -es_ice_default = saturation_vapor_pressures.ice_wagner_etal +from .saturation_vapor_pressures import es_default def make_es_mxd(es_liq, es_ice): @@ -93,6 +89,7 @@ def make_static_energy(hv0): return h + def planck(T, nu): """Planck source function (J/m2 per steradian per Hz) @@ -155,8 +152,8 @@ def sublimation_enthalpy(T, delta_ci=constants.delta_ci): def partial_pressure_to_mixing_ratio(pp, p): """Returns the mass mixing ratio given the partial pressure and pressure - >>> partial_pressure_to_mixing_ratio(es_liq_default(300.),60000.) - 0.0389569254590098 + >>> partial_pressure_to_mixing_ratio(es_default(300.),60000.) + 0.038901996260228 """ eps1 = constants.rd_over_rv return eps1 * pp / (p - pp) @@ -186,8 +183,8 @@ def partial_pressure_to_specific_humidity(pp, p): situations where condensate is present one should instead calculate $q = r*(1-qt)$ which would require an additional argument - >>> partial_pressure_to_specific_humidity(es_liq_default(300.),60000.) - 0.037496189210922945 + >>> partial_pressure_to_specific_humidity(es_default(300.),60000.) + 0.03744529936439133 """ r = partial_pressure_to_mixing_ratio(pp, p) return r / (1 + r) @@ -240,7 +237,7 @@ def theta(T, P, qv=0.0, ql=0.0, qi=0.0): return T * (P0 / P) ** kappa -def theta_e_bolton(T, P, qt, es=es_liq_default): +def theta_e_bolton(T, P, qt, es=es_default): """Returns the pseudo equivalent potential temperature. Following Eq. 43 in Bolton (1980) the (pseudo) equivalent potential temperature @@ -273,7 +270,7 @@ def theta_e_bolton(T, P, qt, es=es_liq_default): ) -def theta_e(T, P, qt, es=es_liq_default): +def theta_e(T, P, qt, es=es_default): """Returns the equivalent potential temperature Follows Eq. 11 in Marquet and Stevens (2022). The closed form solutionis derived for a @@ -312,7 +309,7 @@ def theta_e(T, P, qt, es=es_liq_default): return theta_e -def theta_l(T, P, qt, es=es_liq_default): +def theta_l(T, P, qt, es=es_default): """Returns the liquid-water potential temperature Follows Eq. 16 in Marquet and Stevens (2022). The closed form solutionis derived for a @@ -351,7 +348,7 @@ def theta_l(T, P, qt, es=es_liq_default): return theta_l -def theta_s(T, P, qt, es=es_liq_default): +def theta_s(T, P, qt, es=es_default): """Returns the entropy potential temperature Follows Eq. 18 in Marquet and Stevens (2022). The closed form solutionis derived for a @@ -422,7 +419,7 @@ def theta_s(T, P, qt, es=es_liq_default): return theta_s -def theta_es(T, P, es=es_liq_default): +def theta_es(T, P, es=es_default): """Returns the saturated equivalent potential temperature Adapted from Eq. 11 in Marquet and Stevens (2022) with the assumption that the gas quanta is @@ -457,7 +454,7 @@ def theta_es(T, P, es=es_liq_default): return theta_es -def theta_rho(T, P, qt, es=es_liq_default): +def theta_rho(T, P, qt, es=es_default): """Returns the density liquid-water potential temperature calculates $\theta_\mathrm{l} R/R_\mathrm{d}$ where $R$ is the gas constant of a @@ -479,7 +476,7 @@ def theta_rho(T, P, qt, es=es_liq_default): return theta_rho -def invert_for_temperature(f, f_val, P, qt, es=es_liq_default): +def invert_for_temperature(f, f_val, P, qt, es=es_default): """Returns temperature for an atmosphere whose state is given by f, P and qt Infers the temperature from a state description (f,P,qt), where @@ -488,14 +485,14 @@ def invert_for_temperature(f, f_val, P, qt, es=es_liq_default): needed for convergence Args: - f(T,P,qt): specified thermodynamice funcint, i.e., theta_l + f(T,P,qt): specified thermodynamice function, i.e., theta_l f_val: value of f for which T in kelvin is sought P: pressure in pascal qt: total water specific humidity (unitless) es: form of the saturation vapor pressure, passed to f >>> invert_for_temperature(theta_e, 350.,100000.,17.e-3) - 304.49321301124695 + 304.49714304228814 """ def zero(T, f_val): @@ -504,7 +501,7 @@ def invert_for_temperature(f, f_val, P, qt, es=es_liq_default): return optimize.newton(zero, 280.0, args=(f_val,)) -def invert_for_pressure(f, f_val, T, qt, es=es_liq_default): +def invert_for_pressure(f, f_val, T, qt, es=es_default): """Returns pressure for an atmosphere whose state is given by f, T and qt Infers the pressure from a state description (f,T,qt), where @@ -520,7 +517,7 @@ def invert_for_pressure(f, f_val, T, qt, es=es_liq_default): es: form of the saturation vapor pressure, passed to f >>> invert_for_pressure(theta_e, 350.,300.,17.e-3) - 94908.00501771577 + 94904.59555001547 """ def zero(P, f_val): @@ -529,7 +526,7 @@ def invert_for_pressure(f, f_val, T, qt, es=es_liq_default): return optimize.newton(zero, 80000.0, args=(f_val,)) -def plcl(T, P, qt, es=es_liq_default): +def plcl(T, P, qt, es=es_default): """Returns the pressure at the lifting condensation level Calculates the lifting condensation level pressure using an interative solution under the @@ -542,7 +539,7 @@ def plcl(T, P, qt, es=es_liq_default): qt: specific total water mass >>> plcl(300.,102000.,17e-3) - array([95971.6975098]) + array([95994.43612848]) """ def zero(P, Tl): @@ -626,7 +623,7 @@ def moist_adiabat( qt, cc=constants.cl, l=vaporization_enthalpy, - es=es_liq_default, + es=es_default, ): """Returns the temperature and pressure by integrating along a moist adiabat