def test_get_effective_radius_with_cbh(self):
lwc = LowWaterCloud(1000., 255., 400., reff=10e-6, cbh=100)
reff_b = lwc.get_effective_radius(100)
reff_m = lwc.get_effective_radius(550)
reff_t = lwc.get_effective_radius(lwc.cth)
self.assertAlmostEqual(reff_b, 1e-6)
self.assertAlmostEqual(reff_m, 5.5e-6)
self.assertAlmostEqual(reff_t, 10e-6)
def test_get_liquid_water_path(self):
self.lwc.init_cloud_layers(421., 100)
self.lwc.get_liquid_water_path()
lwc = LowWaterCloud(2000., 255., 400., 0)
CloudLayer(1900, 2000, lwc)
lwc.get_liquid_water_path()
self.assertAlmostEqual(len(lwc.layers), 1)
self.assertAlmostEqual(lwc.lwp, 60.719, 3)
self.assertAlmostEqual(self.lwc.lwp, 400., 1)
def get_cloud_base_height(lwp, cth, ctt):
""" Calculate cloud base heights for low cloud pixels with a
numerical 1-D low cloud model and known liquid water path, cloud top height
and temperature from satellite retrievals"""
lowcloud = LowWaterCloud(cth, ctt, lwp)
cbh = lowcloud.optimize_cbh(0., method='basin')
return (cbh)
def test_get_fog_cloud_height2(self):
lwc = LowWaterCloud(1000., 275., 100., 100., 10e-6)
lwc.init_cloud_layers(100, 10)
lwc.get_liquid_water_path()
np.random.seed(42)
lwc.optimize_cbh(lwc.cbh, method="basin")
fbh = lwc.get_fog_base_height()
self.assertAlmostEqual(lwc.lwp, 100, 3)
self.assertAlmostEqual(lwc.maxlwc, 0.494, 3)
self.assertAlmostEqual(fbh, 612, 0)
def test_get_liquid_density(self):
LowWaterCloud(2000., 285., 400., 0)
rho1 = self.lwc.get_liquid_density(20, 100e5)
rho2 = self.lwc.get_liquid_density(4, 1e5)
rho3 = self.lwc.get_liquid_density(0, 1e5)
self.assertAlmostEqual(rho1, 1002.66, 3)
self.assertAlmostEqual(rho2, 999.448, 3)
self.assertAlmostEqual(rho3, 999.80, 3)
def test_get_liquid_density(self):
lwc = LowWaterCloud(2000., 285., 400., 0)
rho1 = self.lwc.get_liquid_density(20, 100e5)
rho2 = self.lwc.get_liquid_density(4, 1e5)
rho3 = self.lwc.get_liquid_density(0, 1e5)
self.assertAlmostEqual(round(rho1, 3), 1002.66)
self.assertAlmostEqual(round(rho2, 3), 999.448)
self.assertAlmostEqual(round(rho3, 3), 999.80)
def test_cloud_layer_small2(self):
lwc = LowWaterCloud(1000., 235., 400., 950)
cl1 = CloudLayer(970, 980, lwc, False)
cl2 = CloudLayer(980, 990, lwc, False)
cl3 = CloudLayer(990, 1000, lwc, False)
self.assertAlmostEqual(cl1.lwc, 4e-5, 5)
self.assertAlmostEqual(cl2.lwc, 3e-5, 5)
self.assertAlmostEqual(cl3.lwc, 1e-5, 5)
self.assertAlmostEqual(lwc.upthres, 49)
self.assertAlmostEqual(lwc.maxlwc, 8.2e-5, 6)
def test_get_fog_cloud_height2(self):
lwc = LowWaterCloud(1000., 275., 100., 100., 10e-6)
lwc.init_cloud_layers(100, 10)
lwp = lwc.get_liquid_water_path()
cbh = lwc.optimize_cbh(lwc.cbh)
fbh = lwc.get_fog_base_height()
self.assertAlmostEqual(round(lwc.lwp, 3), 100)
self.assertAlmostEqual(round(lwc.maxlwc, 3), 0.494)
self.assertAlmostEqual(round(fbh, 0), 612)
def test_get_liquid_water_path2(self):
self.lwc.init_cloud_layers(0, 50)
lwc = LowWaterCloud(2000., 255., 400., 0)
lwc.init_cloud_layers(0, 10)
lwc.get_liquid_water_path()
self.lwc.get_liquid_water_path()
self.assertAlmostEqual(lwc.lwp, self.lwc.lwp, 1)
def test_cloud_layer(self):
lwc = LowWaterCloud(2000., 255., 400., 0)
cl = CloudLayer(0, 100, lwc)
cl1 = CloudLayer(1945, 1955, lwc)
cl2 = CloudLayer(1970, 1980, lwc)
cl3 = CloudLayer(1950, 2050, lwc)
self.assertAlmostEqual(round(cl.z, 2), 50.)
self.assertAlmostEqual(round(cl.temp, 2), -5.47)
self.assertAlmostEqual(round(cl.press, 2), 1007.26)
self.assertAlmostEqual(round(cl.psv, 2), 4.07)
self.assertAlmostEqual(round(cl1.lwc, 3), 0.607)
self.assertAlmostEqual(round(cl2.lwc, 3), 0.304)
self.assertAlmostEqual(round(cl3.lwc, 3), 0.)
def test_cloud_layer(self):
lwc = LowWaterCloud(2000., 255., 400., 0)
cl = CloudLayer(0, 100, lwc)
cl1 = CloudLayer(1945, 1955, lwc)
cl2 = CloudLayer(1970, 1980, lwc)
cl3 = CloudLayer(1950, 2050, lwc)
self.assertAlmostEqual(cl.z, 50., 2)
self.assertAlmostEqual(cl.temp, -5.47, 2)
self.assertAlmostEqual(cl.press, 1007.26, 2)
self.assertAlmostEqual(cl.psv, 4.07, 2)
self.assertAlmostEqual(cl1.lwc, 0.607, 3)
self.assertAlmostEqual(cl2.lwc, 0.304, 3)
self.assertAlmostEqual(cl3.lwc, 0., 3)
def test_cloud_layer_small(self):
lwc = LowWaterCloud(1000., 235., 400., 950)
cl = CloudLayer(950, 960, lwc, False)
cl1 = CloudLayer(960, 970, lwc, False)
cl2 = CloudLayer(970, 980, lwc, False)
cl3 = CloudLayer(980, 990, lwc, False)
cl4 = CloudLayer(990, 1000, lwc, False)
self.assertAlmostEqual(round(cl.lwc, 5), 8e-5)
self.assertAlmostEqual(round(cl1.lwc, 5), 6e-05)
self.assertAlmostEqual(round(cl2.lwc, 5), 4e-05)
self.assertAlmostEqual(round(cl3.lwc, 5), 3e-05)
self.assertAlmostEqual(round(cl4.lwc, 5), 1e-05)
self.assertAlmostEqual(lwc.upthres, 49)
self.assertAlmostEqual(round(lwc.maxlwc, 6), 8.2e-5)
def test_reset_layers_after_minimisation(self):
"""Test that layers are properly reset after minimisation
Test for fix for #29
"""
lwc = LowWaterCloud(1000., 275., 100., 100., 10e-6)
lwc.optimize_cbh(lwc.cbh, method="brute")
brl = lwc.layers
brfb = lwc.get_fog_base_height()
np.random.seed(42)
lwc.optimize_cbh(lwc.cbh, method="basin")
bhl = lwc.layers
bhfb = lwc.get_fog_base_height()
np.testing.assert_almost_equal(
[l.visibility for l in bhl if l.visibility is not None],
[l.visibility for l in brl if l.visibility is not None], -1)
self.assertAlmostEqual(brfb, bhfb, 0)
def test_get_liquid_water_content(self):
lwc = LowWaterCloud(2000., 255., 400., 0)
lwc = self.lwc.get_liquid_water_content(1950, 2000, 1.091, 1.392, 0.0,
1.518, 50)
self.assertAlmostEqual(lwc, 1.519, 3)
def test_get_fog_cloud_height(self):
lwc = LowWaterCloud(2000., 275., 400., 100, 10e-6)
lwc.init_cloud_layers(100, 50)
fbh = lwc.get_fog_base_height()
self.assertAlmostEqual(fbh, 125, 0)
class Test_LowWaterCloud(unittest.TestCase):
def setUp(self):
self.lwc = LowWaterCloud(2000., 255., 400., 0, 10e-6)
def tearDown(self):
pass
def test_get_sat_vapour_pressure_buck(self):
psv_m50 = self.lwc.get_sat_vapour_pressure(-50)
psv_m20 = self.lwc.get_sat_vapour_pressure(-20)
psv_0 = self.lwc.get_sat_vapour_pressure(0)
psv_20 = self.lwc.get_sat_vapour_pressure(20)
psv_50 = self.lwc.get_sat_vapour_pressure(50)
self.assertAlmostEqual(round(psv_m50, 3), 0.064)
self.assertAlmostEqual(round(psv_m20, 3), 1.256)
self.assertAlmostEqual(round(psv_0, 3), 6.112)
self.assertAlmostEqual(round(psv_20, 3), 23.383)
self.assertAlmostEqual(round(psv_50, 3), 123.494)
def test_get_sat_vapour_pressure_magnus(self):
psv_m50 = self.lwc.get_sat_vapour_pressure(-50, 'magnus')
psv_m20 = self.lwc.get_sat_vapour_pressure(-20, 'magnus')
psv_0 = self.lwc.get_sat_vapour_pressure(0, 'magnus')
psv_20 = self.lwc.get_sat_vapour_pressure(20, 'magnus')
psv_50 = self.lwc.get_sat_vapour_pressure(50, 'magnus')
self.assertAlmostEqual(round(psv_m50, 3), 0.064)
self.assertAlmostEqual(round(psv_m20, 3), 1.254)
self.assertAlmostEqual(round(psv_0, 3), 6.108)
self.assertAlmostEqual(round(psv_20, 3), 23.420)
self.assertAlmostEqual(round(psv_50, 3), 123.335)
def test_get_air_pressure(self):
pa_1 = self.lwc.get_air_pressure(610)
pa_2 = self.lwc.get_air_pressure(0)
self.assertAlmostEqual(round(pa_1, 2), 942.08)
self.assertAlmostEqual(round(pa_2, 2), 1013.25)
def test_get_moist_adiabatic_lapse_temp(self):
temp_0 = self.lwc.get_moist_adiabatic_lapse_temp(500, 1500, 0)
self.assertAlmostEqual(round(temp_0, 1), 6.5)
def test_get_vapour_mixing_ratio(self):
vmr = self.lwc.get_vapour_mixing_ratio(1007.26, 8.44)
self.assertAlmostEqual(round(vmr, 2), 5.26)
def test_get_cloud_based_vapour_mixing_ratio(self):
self.lwc.cbh = 0
cb_vmr = self.lwc.get_cloud_based_vapour_mixing_ratio()
self.assertAlmostEqual(round(cb_vmr, 2), 2.57)
def test_get_liquid_mixing_ratio(self):
self.lwc.cbh = 0
self.lwc.get_cloud_based_vapour_mixing_ratio()
temp = self.lwc.get_moist_adiabatic_lapse_temp(0, self.lwc.cth,
self.lwc.ctt, True)
cb_press = self.lwc.get_air_pressure(self.lwc.cbh)
psv = self.lwc.get_sat_vapour_pressure(temp, self.lwc.vapour_method)
vmr = self.lwc.get_vapour_mixing_ratio(cb_press, psv)
lmr = self.lwc.get_liquid_mixing_ratio(self.lwc.cb_vmr, vmr)
self.assertAlmostEqual(self.lwc.cb_vmr, vmr)
self.assertAlmostEqual(lmr, 0)
def test_get_liquid_water_content(self):
lwc = LowWaterCloud(2000., 255., 400., 0)
lwc = self.lwc.get_liquid_water_content(1950, 2000, 1.091, 1.392, 0.0,
1.518, 50)
self.assertAlmostEqual(round(lwc, 3), 1.519)
def test_get_liquid_water_path(self):
self.lwc.init_cloud_layers(421., 100)
self.lwc.get_liquid_water_path()
lwc = LowWaterCloud(2000., 255., 400., 0)
cl = CloudLayer(1900, 2000, lwc)
lwc.get_liquid_water_path()
self.assertAlmostEqual(len(lwc.layers), 1)
self.assertAlmostEqual(round(lwc.lwp, 3), 60.719)
self.assertAlmostEqual(round(self.lwc.lwp, 1), 400.)
def test_get_liquid_water_path2(self):
self.lwc.init_cloud_layers(0, 50)
lwc = LowWaterCloud(2000., 255., 400., 0)
lwc.init_cloud_layers(0, 10)
lwc.get_liquid_water_path()
self.lwc.get_liquid_water_path()
self.assertAlmostEqual(round(lwc.lwp, 1), round(self.lwc.lwp, 1))
def test_init_cloud_layers(self):
self.lwc.init_cloud_layers(0, 100)
self.lwc.plot_lowcloud('lwc', 'Liquid water content in [g m-3]',
'/tmp/test_lowwatercloud_lwc.png')
self.assertAlmostEqual(len(self.lwc.layers), 22)
self.assertAlmostEqual(self.lwc.layers[0].z, 0)
self.assertAlmostEqual(self.lwc.layers[1].z, 50)
self.assertAlmostEqual(round(self.lwc.layers[20].press, 0), 800)
self.assertAlmostEqual(self.lwc.layers[21].z, 2000)
def test_cloud_layer(self):
lwc = LowWaterCloud(2000., 255., 400., 0)
cl = CloudLayer(0, 100, lwc)
cl1 = CloudLayer(1945, 1955, lwc)
cl2 = CloudLayer(1970, 1980, lwc)
cl3 = CloudLayer(1950, 2050, lwc)
self.assertAlmostEqual(round(cl.z, 2), 50.)
self.assertAlmostEqual(round(cl.temp, 2), -5.47)
self.assertAlmostEqual(round(cl.press, 2), 1007.26)
self.assertAlmostEqual(round(cl.psv, 2), 4.07)
self.assertAlmostEqual(round(cl1.lwc, 3), 0.607)
self.assertAlmostEqual(round(cl2.lwc, 3), 0.304)
self.assertAlmostEqual(round(cl3.lwc, 3), 0.)
def test_cloud_layer_small(self):
lwc = LowWaterCloud(1000., 235., 400., 950)
cl = CloudLayer(950, 960, lwc, False)
cl1 = CloudLayer(960, 970, lwc, False)
cl2 = CloudLayer(970, 980, lwc, False)
cl3 = CloudLayer(980, 990, lwc, False)
cl4 = CloudLayer(990, 1000, lwc, False)
self.assertAlmostEqual(round(cl.lwc, 5), 8e-5)
self.assertAlmostEqual(round(cl1.lwc, 5), 6e-05)
self.assertAlmostEqual(round(cl2.lwc, 5), 4e-05)
self.assertAlmostEqual(round(cl3.lwc, 5), 3e-05)
self.assertAlmostEqual(round(cl4.lwc, 5), 1e-05)
self.assertAlmostEqual(lwc.upthres, 49)
self.assertAlmostEqual(round(lwc.maxlwc, 6), 8.2e-5)
def test_cloud_layer_small2(self):
lwc = LowWaterCloud(1000., 235., 400., 950)
cl1 = CloudLayer(970, 980, lwc, False)
cl2 = CloudLayer(980, 990, lwc, False)
cl3 = CloudLayer(990, 1000, lwc, False)
self.assertAlmostEqual(round(cl1.lwc, 5), 4e-5)
self.assertAlmostEqual(round(cl2.lwc, 5), 3e-05)
self.assertAlmostEqual(round(cl3.lwc, 5), 1e-05)
self.assertAlmostEqual(lwc.upthres, 49)
self.assertAlmostEqual(round(lwc.maxlwc, 6), 8.2e-5)
def test_get_moist_air_density(self):
self.lwc.cbh = 0
empiric_hrho_0 = self.lwc.get_moist_air_density(
100000, 0, 273.15, True)
empiric_hrho_20 = self.lwc.get_moist_air_density(
101325, 0, 293.15, True)
empiric_humid_hrho_20 = self.lwc.get_moist_air_density(
101325, 2338, 293.15, True)
empiric_humid_hrho_neg20 = self.lwc.get_moist_air_density(
101325, 996.3, 253.15, True)
ideal_hrho_15 = self.lwc.get_moist_air_density(101325, 0, 288.15)
ideal_hrho_20 = self.lwc.get_moist_air_density(101325, 0, 293.15)
humid_ideal_hrho_20 = self.lwc.get_moist_air_density(
101325, 2338, 293.15)
humid_ideal_hrho_neg20 = self.lwc.get_moist_air_density(
101325, 996.3, 253.15)
self.assertAlmostEqual(round(empiric_hrho_0, 3), 1.276)
self.assertAlmostEqual(round(empiric_hrho_20, 4), 1.205)
self.assertAlmostEqual(round(ideal_hrho_15, 4), 1.2250)
self.assertAlmostEqual(round(ideal_hrho_20, 4), 1.2041)
self.assertAlmostEqual(round(humid_ideal_hrho_20, 3), 1.194)
self.assertAlmostEqual(round(empiric_humid_hrho_20, 4), 1.1945)
self.assertAlmostEqual(round(humid_ideal_hrho_neg20, 4), 1.3892)
self.assertAlmostEqual(round(empiric_humid_hrho_neg20, 4), 1.3902)
def test_get_incloud_mixing_ratio(self):
self.lwc.cbh = 100
self.lwc.cth = 1000
beta_0 = self.lwc.get_incloud_mixing_ratio(500, 1000, 100)
beta_1 = self.lwc.get_incloud_mixing_ratio(100, 1000, 100)
beta_2 = self.lwc.get_incloud_mixing_ratio(130, 1000, 100)
beta_3 = self.lwc.get_incloud_mixing_ratio(175, 1000, 100)
beta_4 = self.lwc.get_incloud_mixing_ratio(950, 1000, 100)
self.assertAlmostEqual(beta_0, 0.3)
self.assertAlmostEqual(beta_1, 0)
self.assertAlmostEqual(beta_2, 0.12)
self.assertAlmostEqual(round(beta_3, 2), 0.3)
self.assertAlmostEqual(beta_4, 0.3)
def test_get_incloud_mixing_ratio_limit(self):
self.lwc.cbh = 950
self.lwc.cth = 1000
beta_0 = self.lwc.get_incloud_mixing_ratio(950, 1000, 950)
beta_1 = self.lwc.get_incloud_mixing_ratio(960, 1000, 950)
beta_2 = self.lwc.get_incloud_mixing_ratio(970, 1000, 950)
beta_3 = self.lwc.get_incloud_mixing_ratio(980, 1000, 950)
beta_4 = self.lwc.get_incloud_mixing_ratio(990, 1000, 950)
beta_5 = self.lwc.get_incloud_mixing_ratio(1000, 1000, 950)
self.assertAlmostEqual(beta_0, 0.3)
self.assertAlmostEqual(beta_1, 0.3)
self.assertAlmostEqual(beta_2, 0.3)
self.assertAlmostEqual(round(beta_3, 2), 0.3)
self.assertAlmostEqual(beta_4, 0.3)
self.assertAlmostEqual(beta_5, 0.3)
def test_optimize_cbh_brute(self):
self.lwc.thickness = 100
ret_brute = self.lwc.optimize_cbh(100., method='brute')
self.assertAlmostEqual(round(ret_brute, 1), 421.)
def test_optimize_cbh_basin(self):
self.lwc.thickness = 100
ret_basin = self.lwc.optimize_cbh(100., method='basin')
self.assertIn(round(ret_basin, 0), [421, 479, 478, 477])
def test_get_visibility(self):
lwc = LowWaterCloud(2000., 255., 400., 0, 10e-6)
vis = self.lwc.get_visibility(1)
vis2 = self.lwc.get_visibility(1 / 1000.)
self.assertAlmostEqual(round(vis, 3), 3.912)
self.assertAlmostEqual(round(vis2, 0), 3912)
def test_get_liquid_density(self):
lwc = LowWaterCloud(2000., 285., 400., 0)
rho1 = self.lwc.get_liquid_density(20, 100e5)
rho2 = self.lwc.get_liquid_density(4, 1e5)
rho3 = self.lwc.get_liquid_density(0, 1e5)
self.assertAlmostEqual(round(rho1, 3), 1002.66)
self.assertAlmostEqual(round(rho2, 3), 999.448)
self.assertAlmostEqual(round(rho3, 3), 999.80)
def test_get_effective_radius(self):
lwc = LowWaterCloud(1000., 255., 400., reff=10e-6, cbh=0)
reff_b = lwc.get_effective_radius(0)
reff_m = lwc.get_effective_radius(500)
reff_t = lwc.get_effective_radius(lwc.cth)
self.assertAlmostEqual(reff_b, 1e-6)
self.assertAlmostEqual(reff_m, 5.5e-6)
self.assertAlmostEqual(reff_t, 10e-6)
def test_get_effective_radius_with_cbh(self):
lwc = LowWaterCloud(1000., 255., 400., reff=10e-6, cbh=100)
reff_b = lwc.get_effective_radius(100)
reff_m = lwc.get_effective_radius(550)
reff_t = lwc.get_effective_radius(lwc.cth)
self.assertAlmostEqual(reff_b, 1e-6)
self.assertAlmostEqual(reff_m, 5.5e-6)
self.assertAlmostEqual(reff_t, 10e-6)
def test_get_fog_cloud_height(self):
lwc = LowWaterCloud(2000., 275., 400., 100, 10e-6)
lwc.init_cloud_layers(100, 50)
fbh = lwc.get_fog_base_height()
self.assertAlmostEqual(round(fbh, 0), 125)
def test_get_fog_cloud_height2(self):
lwc = LowWaterCloud(1000., 275., 100., 100., 10e-6)
lwc.init_cloud_layers(100, 10)
lwp = lwc.get_liquid_water_path()
cbh = lwc.optimize_cbh(lwc.cbh)
fbh = lwc.get_fog_base_height()
self.assertAlmostEqual(round(lwc.lwp, 3), 100)
self.assertAlmostEqual(round(lwc.maxlwc, 3), 0.494)
self.assertAlmostEqual(round(fbh, 0), 612)
def setUp(self):
self.lwc = LowWaterCloud(2000., 255., 400., 0, 10e-6)
self.thinlwc = LowWaterCloud(2000., 255., 1., 0, 10e-6)
self.nanlwc = LowWaterCloud(np.nan, 255., 400., 0, 10e-6)
self.nodatalwc = LowWaterCloud(2000., 255., -9999, 0, 10e-6)
def test_get_visibility(self):
LowWaterCloud(2000., 255., 400., 0, 10e-6)
vis = self.lwc.get_visibility(1)
vis2 = self.lwc.get_visibility(1 / 1000.)
self.assertAlmostEqual(vis, 3.912, 3)
self.assertAlmostEqual(vis2, 3912, 0)
class Test_LowWaterCloud(unittest.TestCase):
def setUp(self):
self.lwc = LowWaterCloud(2000., 255., 400., 0, 10e-6)
self.thinlwc = LowWaterCloud(2000., 255., 1., 0, 10e-6)
self.nanlwc = LowWaterCloud(np.nan, 255., 400., 0, 10e-6)
self.nodatalwc = LowWaterCloud(2000., 255., -9999, 0, 10e-6)
def tearDown(self):
pass
def test_get_sat_vapour_pressure_buck(self):
psv_m50 = self.lwc.get_sat_vapour_pressure(-50)
psv_m20 = self.lwc.get_sat_vapour_pressure(-20)
psv_0 = self.lwc.get_sat_vapour_pressure(0)
psv_20 = self.lwc.get_sat_vapour_pressure(20)
psv_50 = self.lwc.get_sat_vapour_pressure(50)
self.assertAlmostEqual(psv_m50, 0.064, 3)
self.assertAlmostEqual(psv_m20, 1.256, 3)
self.assertAlmostEqual(psv_0, 6.112, 3)
self.assertAlmostEqual(psv_20, 23.383, 3)
self.assertAlmostEqual(psv_50, 123.494, 3)
def test_get_sat_vapour_pressure_magnus(self):
psv_m50 = self.lwc.get_sat_vapour_pressure(-50, 'magnus')
psv_m20 = self.lwc.get_sat_vapour_pressure(-20, 'magnus')
psv_0 = self.lwc.get_sat_vapour_pressure(0, 'magnus')
psv_20 = self.lwc.get_sat_vapour_pressure(20, 'magnus')
psv_50 = self.lwc.get_sat_vapour_pressure(50, 'magnus')
self.assertAlmostEqual(psv_m50, 0.064, 3)
self.assertAlmostEqual(psv_m20, 1.254, 3)
self.assertAlmostEqual(psv_0, 6.108, 3)
self.assertAlmostEqual(psv_20, 23.420, 3)
self.assertAlmostEqual(psv_50, 123.335, 3)
def test_get_air_pressure(self):
pa_1 = self.lwc.get_air_pressure(610)
pa_2 = self.lwc.get_air_pressure(0)
self.assertAlmostEqual(pa_1, 942.08, 2)
self.assertAlmostEqual(pa_2, 1013.25, 2)
def test_get_moist_adiabatic_lapse_temp(self):
temp_0 = self.lwc.get_moist_adiabatic_lapse_temp(500, 1500, 0)
self.assertAlmostEqual(temp_0, 6.5, 1)
def test_get_vapour_mixing_ratio(self):
vmr = self.lwc.get_vapour_mixing_ratio(1007.26, 8.44)
self.assertAlmostEqual(vmr, 5.26, 2)
def test_get_cloud_based_vapour_mixing_ratio(self):
self.lwc.cbh = 0
cb_vmr = self.lwc.get_cloud_based_vapour_mixing_ratio()
self.assertAlmostEqual(cb_vmr, 2.57, 2)
def test_get_liquid_mixing_ratio(self):
self.lwc.cbh = 0
self.lwc.get_cloud_based_vapour_mixing_ratio()
temp = self.lwc.get_moist_adiabatic_lapse_temp(0, self.lwc.cth,
self.lwc.ctt, True)
cb_press = self.lwc.get_air_pressure(self.lwc.cbh)
psv = self.lwc.get_sat_vapour_pressure(temp, self.lwc.vapour_method)
vmr = self.lwc.get_vapour_mixing_ratio(cb_press, psv)
lmr = self.lwc.get_liquid_mixing_ratio(self.lwc.cb_vmr, vmr)
self.assertAlmostEqual(self.lwc.cb_vmr, vmr)
self.assertAlmostEqual(lmr, 0)
def test_get_liquid_water_content(self):
lwc = LowWaterCloud(2000., 255., 400., 0)
lwc = self.lwc.get_liquid_water_content(1950, 2000, 1.091, 1.392, 0.0,
1.518, 50)
self.assertAlmostEqual(lwc, 1.519, 3)
def test_get_liquid_water_path(self):
self.lwc.init_cloud_layers(421., 100)
self.lwc.get_liquid_water_path()
lwc = LowWaterCloud(2000., 255., 400., 0)
CloudLayer(1900, 2000, lwc)
lwc.get_liquid_water_path()
self.assertAlmostEqual(len(lwc.layers), 1)
self.assertAlmostEqual(lwc.lwp, 60.719, 3)
self.assertAlmostEqual(self.lwc.lwp, 400., 1)
def test_get_liquid_water_path2(self):
self.lwc.init_cloud_layers(0, 50)
lwc = LowWaterCloud(2000., 255., 400., 0)
lwc.init_cloud_layers(0, 10)
lwc.get_liquid_water_path()
self.lwc.get_liquid_water_path()
self.assertAlmostEqual(lwc.lwp, self.lwc.lwp, 1)
def test_init_cloud_layers(self):
self.lwc.init_cloud_layers(0, 100)
self.lwc.plot_lowcloud('lwc', 'Liquid water content in [g m-3]',
'/tmp/test_lowwatercloud_lwc.png')
self.assertAlmostEqual(len(self.lwc.layers), 22)
self.assertAlmostEqual(self.lwc.layers[0].z, 0)
self.assertAlmostEqual(self.lwc.layers[1].z, 50)
self.assertAlmostEqual(self.lwc.layers[20].press, 800, 0)
self.assertAlmostEqual(self.lwc.layers[21].z, 2000)
def test_cloud_layer(self):
lwc = LowWaterCloud(2000., 255., 400., 0)
cl = CloudLayer(0, 100, lwc)
cl1 = CloudLayer(1945, 1955, lwc)
cl2 = CloudLayer(1970, 1980, lwc)
cl3 = CloudLayer(1950, 2050, lwc)
self.assertAlmostEqual(cl.z, 50., 2)
self.assertAlmostEqual(cl.temp, -5.47, 2)
self.assertAlmostEqual(cl.press, 1007.26, 2)
self.assertAlmostEqual(cl.psv, 4.07, 2)
self.assertAlmostEqual(cl1.lwc, 0.607, 3)
self.assertAlmostEqual(cl2.lwc, 0.304, 3)
self.assertAlmostEqual(cl3.lwc, 0., 3)
def test_cloud_layer_small(self):
lwc = LowWaterCloud(1000., 235., 400., 950)
cl = CloudLayer(950, 960, lwc, False)
cl1 = CloudLayer(960, 970, lwc, False)
cl2 = CloudLayer(970, 980, lwc, False)
cl3 = CloudLayer(980, 990, lwc, False)
cl4 = CloudLayer(990, 1000, lwc, False)
self.assertAlmostEqual(cl.lwc, 8e-5, 5)
self.assertAlmostEqual(cl1.lwc, 6e-5, 5)
self.assertAlmostEqual(cl2.lwc, 4e-5, 5)
self.assertAlmostEqual(cl3.lwc, 3e-5, 5)
self.assertAlmostEqual(cl4.lwc, 1e-5, 5)
self.assertAlmostEqual(lwc.upthres, 49)
self.assertAlmostEqual(lwc.maxlwc, 8.2e-5, 5)
def test_cloud_layer_small2(self):
lwc = LowWaterCloud(1000., 235., 400., 950)
cl1 = CloudLayer(970, 980, lwc, False)
cl2 = CloudLayer(980, 990, lwc, False)
cl3 = CloudLayer(990, 1000, lwc, False)
self.assertAlmostEqual(cl1.lwc, 4e-5, 5)
self.assertAlmostEqual(cl2.lwc, 3e-5, 5)
self.assertAlmostEqual(cl3.lwc, 1e-5, 5)
self.assertAlmostEqual(lwc.upthres, 49)
self.assertAlmostEqual(lwc.maxlwc, 8.2e-5, 6)
def test_get_moist_air_density(self):
self.lwc.cbh = 0
empiric_hrho_0 = self.lwc.get_moist_air_density(
100000, 0, 273.15, True)
empiric_hrho_20 = self.lwc.get_moist_air_density(
101325, 0, 293.15, True)
empiric_humid_hrho_20 = self.lwc.get_moist_air_density(
101325, 2338, 293.15, True)
empiric_humid_hrho_neg20 = self.lwc.get_moist_air_density(
101325, 996.3, 253.15, True)
ideal_hrho_15 = self.lwc.get_moist_air_density(101325, 0, 288.15)
ideal_hrho_20 = self.lwc.get_moist_air_density(101325, 0, 293.15)
humid_ideal_hrho_20 = self.lwc.get_moist_air_density(
101325, 2338, 293.15)
humid_ideal_hrho_neg20 = self.lwc.get_moist_air_density(
101325, 996.3, 253.15)
self.assertAlmostEqual(empiric_hrho_0, 1.276, 3)
self.assertAlmostEqual(empiric_hrho_20, 1.205, 4)
self.assertAlmostEqual(ideal_hrho_15, 1.2250, 4)
self.assertAlmostEqual(ideal_hrho_20, 1.2041, 4)
self.assertAlmostEqual(humid_ideal_hrho_20, 1.194, 3)
self.assertAlmostEqual(empiric_humid_hrho_20, 1.1945, 4)
self.assertAlmostEqual(humid_ideal_hrho_neg20, 1.3892, 4)
self.assertAlmostEqual(empiric_humid_hrho_neg20, 1.3902, 4)
def test_get_incloud_mixing_ratio(self):
self.lwc.cbh = 100
self.lwc.cth = 1000
beta_0 = self.lwc.get_incloud_mixing_ratio(500, 1000, 100)
beta_1 = self.lwc.get_incloud_mixing_ratio(100, 1000, 100)
beta_2 = self.lwc.get_incloud_mixing_ratio(130, 1000, 100)
beta_3 = self.lwc.get_incloud_mixing_ratio(175, 1000, 100)
beta_4 = self.lwc.get_incloud_mixing_ratio(950, 1000, 100)
self.assertAlmostEqual(beta_0, 0.3)
self.assertAlmostEqual(beta_1, 0)
self.assertAlmostEqual(beta_2, 0.12)
self.assertAlmostEqual(beta_3, 0.3, 2)
self.assertAlmostEqual(beta_4, 0.3)
def test_get_incloud_mixing_ratio_limit(self):
self.lwc.cbh = 950
self.lwc.cth = 1000
beta_0 = self.lwc.get_incloud_mixing_ratio(950, 1000, 950)
beta_1 = self.lwc.get_incloud_mixing_ratio(960, 1000, 950)
beta_2 = self.lwc.get_incloud_mixing_ratio(970, 1000, 950)
beta_3 = self.lwc.get_incloud_mixing_ratio(980, 1000, 950)
beta_4 = self.lwc.get_incloud_mixing_ratio(990, 1000, 950)
beta_5 = self.lwc.get_incloud_mixing_ratio(1000, 1000, 950)
self.assertAlmostEqual(beta_0, 0.3)
self.assertAlmostEqual(beta_1, 0.3)
self.assertAlmostEqual(beta_2, 0.3)
self.assertAlmostEqual(beta_3, 0.3, 2)
self.assertAlmostEqual(beta_4, 0.3)
self.assertAlmostEqual(beta_5, 0.3)
def test_optimize_cbh_brute(self):
self.lwc.thickness = 100
ret_brute = self.lwc.optimize_cbh(100., method='brute')
self.assertAlmostEqual(ret_brute, 421., 1)
def test_optimize_cbh_basin(self):
self.lwc.thickness = 100
np.random.seed(42)
ret_basin = self.lwc.optimize_cbh(100., method='basin')
self.assertIn(round(ret_basin, 0), [421, 479, 478, 477])
def test_optimize_cbh_start(self):
self.lwc.thickness = 100.
np.random.seed(42)
listresult = []
listresult.append(self.lwc.optimize_cbh(1000., method='basin'))
listresult.append(self.lwc.optimize_cbh(900., method='basin'))
listresult.append(self.lwc.optimize_cbh(800., method='basin'))
listresult.append(self.lwc.optimize_cbh(700., method='basin'))
listresult.append(self.lwc.optimize_cbh(600., method='basin'))
listresult.append(self.lwc.optimize_cbh(500., method='basin'))
listresult.append(self.lwc.optimize_cbh(400., method='basin'))
listresult.append(self.lwc.optimize_cbh(300., method='basin'))
listresult.append(self.lwc.optimize_cbh(200., method='basin'))
listresult.append(self.lwc.optimize_cbh(100., method='basin'))
listresult.append(self.lwc.optimize_cbh(0., method='basin'))
listresult.append(self.lwc.optimize_cbh(-100., method='basin'))
test = [round(i, 0) == 421 for i in listresult]
self.assertGreaterEqual(sum(test), 8)
@unittest.expectedFailure
def test_optimize_cbh_start_thin(self):
self.thinlwc.thickness = 10.
np.random.seed(42)
listresult = []
listresult.append(self.thinlwc.optimize_cbh(1000., method='basin'))
listresult.append(self.thinlwc.optimize_cbh(900., method='basin'))
listresult.append(self.thinlwc.optimize_cbh(800., method='basin'))
listresult.append(self.thinlwc.optimize_cbh(700., method='basin'))
listresult.append(self.thinlwc.optimize_cbh(600., method='basin'))
listresult.append(self.thinlwc.optimize_cbh(500., method='basin'))
listresult.append(self.thinlwc.optimize_cbh(400., method='basin'))
listresult.append(self.thinlwc.optimize_cbh(300., method='basin'))
listresult.append(self.thinlwc.optimize_cbh(200., method='basin'))
listresult.append(self.thinlwc.optimize_cbh(100., method='basin'))
listresult.append(self.thinlwc.optimize_cbh(0., method='basin'))
listresult.append(self.thinlwc.optimize_cbh(-100., method='basin'))
test = [round(i, 0) == 421 for i in listresult]
self.assertGreaterEqual(sum(test), 8)
def test_optimize_cbh_basin_nan(self):
self.nanlwc.thickness = 100
np.random.seed(42)
ret_basin = self.nanlwc.optimize_cbh(100., method='basin')
self.assertTrue(np.isnan(ret_basin))
def test_optimize_cbh_basin_nodata(self):
self.nodatalwc.thickness = 100
np.random.seed(42)
ret_basin = self.nodatalwc.optimize_cbh(100., method='basin')
self.assertTrue(np.isnan(ret_basin))
def test_get_visibility(self):
LowWaterCloud(2000., 255., 400., 0, 10e-6)
vis = self.lwc.get_visibility(1)
vis2 = self.lwc.get_visibility(1 / 1000.)
self.assertAlmostEqual(vis, 3.912, 3)
self.assertAlmostEqual(vis2, 3912, 0)
def test_get_liquid_density(self):
LowWaterCloud(2000., 285., 400., 0)
rho1 = self.lwc.get_liquid_density(20, 100e5)
rho2 = self.lwc.get_liquid_density(4, 1e5)
rho3 = self.lwc.get_liquid_density(0, 1e5)
self.assertAlmostEqual(rho1, 1002.66, 3)
self.assertAlmostEqual(rho2, 999.448, 3)
self.assertAlmostEqual(rho3, 999.80, 3)
def test_get_effective_radius(self):
lwc = LowWaterCloud(1000., 255., 400., reff=10e-6, cbh=0)
reff_b = lwc.get_effective_radius(0)
reff_m = lwc.get_effective_radius(500)
reff_t = lwc.get_effective_radius(lwc.cth)
self.assertAlmostEqual(reff_b, 1e-6)
self.assertAlmostEqual(reff_m, 5.5e-6)
self.assertAlmostEqual(reff_t, 10e-6)
def test_get_effective_radius_with_cbh(self):
lwc = LowWaterCloud(1000., 255., 400., reff=10e-6, cbh=100)
reff_b = lwc.get_effective_radius(100)
reff_m = lwc.get_effective_radius(550)
reff_t = lwc.get_effective_radius(lwc.cth)
self.assertAlmostEqual(reff_b, 1e-6)
self.assertAlmostEqual(reff_m, 5.5e-6)
self.assertAlmostEqual(reff_t, 10e-6)
def test_get_fog_cloud_height(self):
lwc = LowWaterCloud(2000., 275., 400., 100, 10e-6)
lwc.init_cloud_layers(100, 50)
fbh = lwc.get_fog_base_height()
self.assertAlmostEqual(fbh, 125, 0)
def test_get_fog_cloud_height2(self):
lwc = LowWaterCloud(1000., 275., 100., 100., 10e-6)
lwc.init_cloud_layers(100, 10)
lwc.get_liquid_water_path()
np.random.seed(42)
lwc.optimize_cbh(lwc.cbh, method="basin")
fbh = lwc.get_fog_base_height()
self.assertAlmostEqual(lwc.lwp, 100, 3)
self.assertAlmostEqual(lwc.maxlwc, 0.494, 3)
self.assertAlmostEqual(fbh, 612, 0)
def test_reset_layers_after_minimisation(self):
"""Test that layers are properly reset after minimisation
Test for fix for #29
"""
lwc = LowWaterCloud(1000., 275., 100., 100., 10e-6)
lwc.optimize_cbh(lwc.cbh, method="brute")
brl = lwc.layers
brfb = lwc.get_fog_base_height()
np.random.seed(42)
lwc.optimize_cbh(lwc.cbh, method="basin")
bhl = lwc.layers
bhfb = lwc.get_fog_base_height()
np.testing.assert_almost_equal(
[l.visibility for l in bhl if l.visibility is not None],
[l.visibility for l in brl if l.visibility is not None], -1)
self.assertAlmostEqual(brfb, bhfb, 0)
def setUp(self):
self.lwc = LowWaterCloud(2000., 255., 400., 0, 10e-6)
