SoilInfiltrationGreenAmpt: Model infiltration of surface water according to the Green-Ampt equation#
- class SoilInfiltrationGreenAmpt(*args, **kwds)[source]#
Bases:
Component
Infiltrate surface water into a soil following the Green-Ampt method.
This component calculates the infiltation of surface water into the soil, using the Green-Ampt method. The component tracks the depth of infiltrated water over time, in the field soil_water_infiltration__depth. It also modifies the depth of surface water (surface_water__depth) as surface water progressively infiltrates into the soil below.
Examples
>>> from landlab import RasterModelGrid >>> from landlab.components import SoilInfiltrationGreenAmpt >>> mg = RasterModelGrid((4, 3), xy_spacing=10.0) >>> hydraulic_conductivity = mg.ones("node") * 1.0e-6 >>> hydraulic_conductivity.reshape((4, 3))[0:2, :] *= 10000.0 >>> h = mg.add_ones("surface_water__depth", at="node") >>> h *= 0.01 >>> d = mg.add_ones("soil_water_infiltration__depth", at="node", dtype=float) >>> d *= 0.2 >>> SI = SoilInfiltrationGreenAmpt( ... mg, hydraulic_conductivity=hydraulic_conductivity ... ) >>> for i in range(10): # 100s total ... SI.run_one_step(10.0) ... >>> mg.at_node["surface_water__depth"] array([1.00000000e-08, 1.00000000e-08, 1.00000000e-08, 1.00000000e-08, 1.00000000e-08, 1.00000000e-08, 9.88530416e-03, 9.88530416e-03, 9.88530416e-03, 9.88530416e-03, 9.88530416e-03, 9.88530416e-03]) >>> mg.at_node["soil_water_infiltration__depth"] array([0.20999999, 0.20999999, 0.20999999, 0.20999999, 0.20999999, 0.20999999, 0.2001147 , 0.2001147 , 0.2001147 , 0.2001147 , 0.2001147 , 0.2001147 ])
Notes
This code is based on an overland flow model by Francis Rengers and colleagues, after Julien et al., 1995. The infiltration scheme follows the Green and Ampt equation. It was implemented in Landlab by DEJH, March 2016.
Where to learn more
A description of the Green-Ampt infiltration equation can be found in many hydrology texts, as well as online resources. The original theory was published by Green and Ampt (1911).
References
Required Software Citation(s) Specific to this Component
Rengers, F. K., McGuire, L. A., Kean, J. W., Staley, D. M., and Hobley, D.: Model simulations of flood and debris flow timing in steep catchments after wildfire, Water Resour. Res., 52, 6041–6061, doi:10.1002/2015WR018176, 2016.
Additional References
Julien, P. Y., Saghaﬁan, B., and Ogden, F. L.: Raster-based hydrologic modeling of spatially-varied surface runoff, J. Am. Water Resour. As., 31, 523–536, doi:10.1111/j.17521688.1995.tb04039.x, 1995.
Green, W. H., & Ampt, G. A. (1911). Studies on Soil Phyics. The Journal of Agricultural Science, 4(1), 1-24.
- Parameters:
grid (RasterModelGrid) – A grid.
hydraulic_conductivity (float, array, or field name (m/s)) – The soil effective hydraulic conductivity.
soil_bulk_density (float (kg/m**3)) – The dry bulk density of the soil.
rock_density (float (kg/m**3)) – The density of the soil constituent material (i.e., lacking porosity).
initial_soil_moisture_content (float (m**3/m**3, 0. to 1.)) – The fraction of the initial pore space filled with water.
soil_type (str) – A soil type to automatically set soil_pore_size_distribution_index and soil_bubbling_pressure, using mean values from Rawls et al., 1992. The following options are supported: ‘sand’, loamy sand’, ‘sandy loam’, ‘loam’, ‘silt loam’, ‘sandy clay loam’, ‘clay loam’, ‘silty clay loam’, ‘sandy clay’, ‘silty clay’, or ‘clay’.
volume_fraction_coarse_fragments (float (m**3/m**3, 0. to 1.)) – The fraction of the soil made up of rocky fragments with very little porosity, with diameter > 2 mm.
coarse_sed_flag (boolean, optional) – If this flag is set to true, the fraction of coarse material in the soil column with be used as a correction for phi, the porosity factor.
surface_water_minimum_depth (float (m), optional) – A minimum water depth to stabilize the solutions for surface flood modelling. Leave as the default in most normal use cases.
soil_pore_size_distribution_index (float, optional) – An index describing the distribution of pore sizes in the soil, and controlling effective hydraulic conductivity at varying water contents, following Brooks and Corey (1964). Can be set by soil_type. Typically denoted “lambda”.
soil_bubbling_pressure (float (m), optional) – The bubbling capillary pressure of the soil, controlling effective hydraulic conductivity at varying water contents, following Brooks and Corey (1964). Can be set by soil_type. Typically denoted “h_b”.
wetting_front_capillary_pressure_head (float (m), optional) – The effective head at the wetting front in the soil driven by capillary pressure in the soil pores. If not set, will be calculated by the component from the pore size distribution and bubbling pressure, following Brooks and Corey.
- SOIL_PROPS = {'clay': (0.165, 0.373), 'clay loam': (0.242, 0.2589), 'loam': (0.252, 0.1115), 'loamy sand': (0.553, 0.0869), 'sand': (0.694, 0.0726), 'sandy clay': (0.223, 0.2917), 'sandy clay loam': (0.319, 0.2808), 'sandy loam': (0.378, 0.1466), 'silt loam': (0.234, 0.2076), 'silty clay': (0.15, 0.3419), 'silty clay loam': (0.177, 0.3256)}#
- __init__(grid, hydraulic_conductivity=0.005, soil_bulk_density=1590.0, rock_density=2650.0, initial_soil_moisture_content=0.15, soil_type='sandy loam', volume_fraction_coarse_fragments=0.2, coarse_sed_flag=False, surface_water_minimum_depth=1e-08, soil_pore_size_distribution_index=None, soil_bubbling_pressure=None, wetting_front_capillary_pressure_head=None)[source]#
- Parameters:
grid (RasterModelGrid) – A grid.
hydraulic_conductivity (float, array, or field name (m/s)) – The soil effective hydraulic conductivity.
soil_bulk_density (float (kg/m**3)) – The dry bulk density of the soil.
rock_density (float (kg/m**3)) – The density of the soil constituent material (i.e., lacking porosity).
initial_soil_moisture_content (float (m**3/m**3, 0. to 1.)) – The fraction of the initial pore space filled with water.
soil_type (str) – A soil type to automatically set soil_pore_size_distribution_index and soil_bubbling_pressure, using mean values from Rawls et al., 1992. The following options are supported: ‘sand’, loamy sand’, ‘sandy loam’, ‘loam’, ‘silt loam’, ‘sandy clay loam’, ‘clay loam’, ‘silty clay loam’, ‘sandy clay’, ‘silty clay’, or ‘clay’.
volume_fraction_coarse_fragments (float (m**3/m**3, 0. to 1.)) – The fraction of the soil made up of rocky fragments with very little porosity, with diameter > 2 mm.
coarse_sed_flag (boolean, optional) – If this flag is set to true, the fraction of coarse material in the soil column with be used as a correction for phi, the porosity factor.
surface_water_minimum_depth (float (m), optional) – A minimum water depth to stabilize the solutions for surface flood modelling. Leave as the default in most normal use cases.
soil_pore_size_distribution_index (float, optional) – An index describing the distribution of pore sizes in the soil, and controlling effective hydraulic conductivity at varying water contents, following Brooks and Corey (1964). Can be set by soil_type. Typically denoted “lambda”.
soil_bubbling_pressure (float (m), optional) – The bubbling capillary pressure of the soil, controlling effective hydraulic conductivity at varying water contents, following Brooks and Corey (1964). Can be set by soil_type. Typically denoted “h_b”.
wetting_front_capillary_pressure_head (float (m), optional) – The effective head at the wetting front in the soil driven by capillary pressure in the soil pores. If not set, will be calculated by the component from the pore size distribution and bubbling pressure, following Brooks and Corey.
- static calc_moisture_deficit(soil_bulk_density=1590.0, rock_density=2650.0, volume_fraction_coarse_fragments=0.0, soil_moisture_content=0.0)[source]#
Calculate the moisture deficit in a soil.
- Parameters:
soil_bulk_density (float or array of float) – Bulk density of the soil [kg / m3].
rock_density (float or array of float) – Density of rock [kg / m3].
volume_fraction_coarse_fragments (float or array of float) – Volume fraction of sediment made up of coarse grains [-].
soil_moisture_content (float or array of float) – Fraction of soil filled with water [-].
- Returns:
Moisture deficit.
- Return type:
- static calc_pressure_head(lam, h_b)[source]#
Calculate pressure head.
Pressure head is set using lambda and h_b, using an equation after Brooks-Corey (1964), following Rawls et al., 1992.
- Parameters:
lam (float, optional) – Pore-size distribution index. Exponent that describes the distribution of pore sizes in the soil, and controls effective hydraulic conductivity at varying water contents, following Brooks and Corey (1964) [-].
h_b (float (m), optional) – Bubbling pressure. Capillary pressure of the soil, controlling effective hydraulic conductivity at varying water contents, following Brooks and Corey (1964) [m]
- static calc_soil_pressure(soil_type=None, soil_pore_size_distribution_index=1.0, soil_bubbling_pressure=0.0)[source]#
Calculate capillary pressure in a soil type.
- property capillary_pressure#
Capillary pressure of soil.
- property hydraulic_conductivity#
Hydraulic conductivity of soil.
- property min_water#
Minimum surface water depth.
- property moisture_deficit#
Moisture deficit of soil.