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Create nasa_power.py
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11 changes: 11 additions & 0 deletions docs/sphinx/source/reference/iotools.rst
Original file line number Diff line number Diff line change
Expand Up @@ -57,6 +57,17 @@ clear-sky irradiance globally.
iotools.parse_cams


NASA POWER
**********

Satellite-derived irradiance and weather data with global coverage.

.. autosummary::
:toctree: generated/

iotools.get_nasa_power


NSRDB
*****

Expand Down
1 change: 1 addition & 0 deletions pvlib/iotools/__init__.py
Original file line number Diff line number Diff line change
Expand Up @@ -39,3 +39,4 @@
from pvlib.iotools.solcast import get_solcast_historic # noqa: F401
from pvlib.iotools.solcast import get_solcast_tmy # noqa: F401
from pvlib.iotools.solargis import get_solargis # noqa: F401
from pvlib.iotools.nasa_power import get_nasa_power # noqa: F401
150 changes: 150 additions & 0 deletions pvlib/iotools/nasa_power.py
Original file line number Diff line number Diff line change
@@ -0,0 +1,150 @@
"""Function for reading and retrieving data from NASA POWER."""

import pandas as pd
import requests


URL = 'https://power.larc.nasa.gov/api/temporal/hourly/point'

VARIABLE_MAP = {
'ALLSKY_SFC_SW_DWN': 'ghi',
'ALLSKY_SFC_SW_DIFF': 'dhi',
'ALLSKY_SFC_SW_DNI': 'dni',
'CLRSKY_SFC_SW_DWN': 'ghi_clear',
'T2M': 'temp_air_2m',
'WS2M': 'wind_speed_2m',
'WS10M': 'wind_speed_10m',
}


def get_nasa_power(latitude, longitude, start, end, parameters,
time_standard='utc', community='re', elevation=None,
wind_height=None, wind_surface=None, map_variables=True):
"""
Retrieve irradiance and weather data from NASA POWER.

A general description of NASA POWER is given in [1]_ and the API is
described in [2]_. A detailed list of the available parameters can be
found in [3]_.

Parameters
----------
latitude: float
In decimal degrees, north is positive (ISO 19115).
longitude: float
In decimal degrees, east is positive (ISO 19115).
start: datetime like
First timestamp of the requested period. If a timezone is not
specified, UTC is assumed.
end: datetime like
Last timestamp of the requested period. If a timezone is not
specified, UTC is assumed.
parameters: str, list
List of parameters. Some common parameters are mentioned below; for the
full list see [3]_:

* ``ALLSKY_SFC_SW_DWN``: Global Horizontal Irradiance (GHI) [Wm⁻²]
* ``ALLSKY_SFC_SW_DIFF``: Diffuse Horizontal Irradiance (DHI) [Wm⁻²]
* ``ALLSKY_SFC_SW_DNI``: Direct Normal Irradiance (DNI) [Wm⁻²]
* ``CLRSKY_SFC_SW_DWN``: Clear-sky GHI [Wm⁻²]
* ``T2M``: Air temperature at 2 m [C]
* ``WS2M``: Wind speed at 2 m [m/s]
* ``WS10M``: Wind speed at 10 m [m/s]

community: str, default: ``'re'``
Can be one of the following depending on which parameters are of
interest. Note that in many cases this choice might affect the units
of the parameter:

* ``'re'``: renewable energy
* ``'sb'``: sustainable buildings
* ``'ag'``: agroclimatology

time_standard: str, default: ``'utc'``
Can be either ``'utc'`` or ``'lst'``:

* Universal Time Coordinated (utc)
* Local Solar Time (lst): A 15 Degrees swath that represents solar
noon at the middle longitude of the swath

elevation: float, optional
The custom site elevation in meters to produce the corrected
atmospheric pressure adjusted for elevation.
wind_height: float, optional
The custom wind height in meters to produce the wind speed adjusted
for height. Has to be between 10 and 300 m; see [4]_.
wind_surface: str, optional
The definable surface type to adjust the wind speed. For a list of the
surface types see [4]_.
map_variables: bool, optional, default: True
When true, renames columns of the Dataframe to pvlib variable names
where applicable. The default is True. See variable
:const:`VARIABLE_MAP`.

Raises
------
requests.HTTPError
Raises an error when an incorrect request is made.

Returns
-------
data : pd.DataFrame
Time series data. The index corresponds to the start (left) of the
interval.

References
----------
.. [1] `NASA Prediction Of Worldwide Energy Resources (POWER)
<https://power.larc.nasa.gov/>`_
.. [2] `NASA POWER API
<https://power.larc.nasa.gov/api/pages/>`_
.. [3] `NASA POWER API parameters
<https://power.larc.nasa.gov/parameters/>`_
.. [4] `NASA POWER corrected wind speed parameters
<https://power.larc.nasa.gov/docs/methodology/meteorology/wind/>`_
"""
start = pd.Timestamp(start)
end = pd.Timestamp(end)
start = start.tz_localize('UTC') if start.tzinfo is None else start
end = end.tz_localize('UTC') if end.tzinfo is None else end

params = {
'latitude': latitude,
'longitude': longitude,
'start': start.strftime('%Y%m%d'),
'end': end.strftime('%Y%m%d'),
'community': community,
'parameters': ','.join(parameters), # make parameters in a string
'format': 'json',
'user': None,
'header': True,
'time-standard': time_standard,
'site-elevation': elevation,
'wind-elevation': wind_height,
'wind-surface': wind_surface,
}

response = requests.get(URL, params=params)
if not response.ok:
# response.raise_for_status() does not give a useful error message
raise requests.HTTPError(response.json())

# Parse the data to dataframe
data = response.json()
hourly_data = data['properties']['parameter']
df = pd.DataFrame(hourly_data)
df.index = pd.to_datetime(df.index, format='%Y%m%d%H').tz_localize('UTC')

# Make metadata dictionary
meta = {key: data[key] for key in ['header', 'messages', 'parameters',
'times', 'type']}

meta['longitude'] = data['geometry']['coordinates'][0]
meta['latitude'] = data['geometry']['coordinates'][1]
meta['altitude'] = data['geometry']['coordinates'][2]

# Rename according to pvlib convention
if map_variables:
df = df.rename(columns=VARIABLE_MAP)

return df, meta
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