refet 0.3.7

ASCE Standardized Reference Evapotranspiration Functions

NumPy functions for computing daily and hourly reference ET.

Usage

Daily Example

The following demonstrates how to compute a single daily ETr value using weather data for 2015-07-01 from the Fallon, NV AgriMet station. The necessary unit conversions are shown on the input values. The raw input data is available here.

import math
import refet

# Compute actual vapor pressure from Tdew
tdew_c = (49.84 - 32) * (5.0 / 9)                          # F -> C
ea = 0.6108 * math.exp(17.27 * tdew_c / (tdew_c + 237.3))  # kPa
# ea = refet.calcs._saturated_vapor_pressure(tdew_c)

etr = refet.Daily(
    tmin=66.65, tmax=102.80, ea=ea, rs=674.07, uz=4.80, zw=3, elev=1208.5,
    lat=39.4575, doy=182, method='asce',
    input_units={'tmin': 'F', 'tmax': 'F', 'rs': 'Langleys', 'uz': 'mph',
                 'lat': 'deg'}
    ).etr()

print('ETr: {:.2f} mm'.format(float(etr)))

Hourly Example

The following demonstrates how to compute a single hourly ETr value using weather data for 18:00 UTC (11:00 AM PDT) on 2015-07-01 from the Fallon, NV AgriMet station. The necessary unit conversions are shown on the input values. The raw input data is available here

import refet

etr = refet.Hourly(
    tmean=91.80, ea=1.20 , rs=61.16, uz=3.33, zw=3, elev=1208.5,
    lat=39.4575, lon=-118.77388, doy=182, time=18, method='asce',
    input_units={'tmean': 'F', 'rs': 'Langleys', 'uz': 'mph', 'lat': 'deg'}
    ).etr()

print('ETr: {:.2f} mm'.format(float(etr)))

Input Parameters

Required Parameters (hourly & daily)

Variable	Type	Description [default units]
ea	ndarray	Actual vapor pressure [kPa]
rs	ndarray	Incoming shortwave solar radiation [MJ m-2 day-1]
uz	ndarray	Wind speed [m s-1]
zw	float	Wind speed height [m]
elev	ndarray	Elevation [m]
lat	ndarray	Latitude [degrees]
doy	ndarray	Day of year

Required Daily Parameters

Variable	Type	Description [default units]
tmin	ndarray	Minimum daily temperature [C]
tmax	ndarray	Maximum daily temperature [C]

Required Hourly Parameters

Variable	Type	Description [default units]
tmean	ndarray	Average hourly temperature [C]
lon	ndarray	Longitude [degrees]
time	ndarray	UTC hour at start of time period

Optional Parameters

Variable	Type	Description [default units]
method	str	Calculation method ‘asce’ – Calculations will follow ASCE-EWRI 2005 (default) ‘refet’ – Calculations will follow RefET software
rso_type	str	Override default clear sky solar radiation (Rso) calculation Defaults to None if not set ‘full’ – Full clear sky solar formulation ‘simple’ – Simplified clear sky solar formulation ‘array’ – Read Rso values from “rso” function parameter
rso	array_like	Clear sky solar radiation [MJ m-2 day-1] Only used if rso_type == ‘array’ Defaults to None if not set
input_units	dict	Override default input unit types Input values will be converted to default unit types

Issues

The functions have not been tested for inputs with different shapes/sizes and the broadcasting may not work correctly.

Currently the user must handle all of the file I/O and unit conversions.

The user must handle all QA/QC of the input data and no missing data will be filled.

Cloudiness Fraction (hourly)

The cloudiness fraction (fcd) is computed as the ratio of the measured solar radiation (Rs) to the theoretical clear sky solar radiation (Rso). This ratio cannot be computed directly at night since Rso is 0. ASCE-EWRI 2005 suggests computing a representative nighttime fcd based on the fcd at sunset and/or sunrise.

In the RefET module fcd is hard coded to 1 for all time steps with very low sun angles since the hourly reference ET is computed independently for each time step.

ASCE vs. RefET

TODO: Discuss the differences between “asce” and “refet” methods.

Installation

To install the RefET python module:

pip install refet

Validation

Please see the validation document for additional details on the source of the test values and the comparison of the functions to the Ref-ET software.

Dependencies

• numpy

Modules needed to run the test suite:

• pandas

• pytest

• pytz

References

ASCE-EWRI Standardized Reference Evapotranspiration Equation (2005)

• Report

• Appendix