Module pyaurorax.models.atm
Expand source code
# Copyright 2024 University of Calgary
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writing, software
# distributed under the License is distributed on an "AS IS" BASIS,
# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
# See the License for the specific language governing permissions and
# limitations under the License.
import datetime
from numpy import ndarray
from typing import TYPE_CHECKING, Optional, Literal
from pyucalgarysrs.exceptions import SRSAPIError
from pyucalgarysrs.models.atm import (
ATMForwardOutputFlags,
ATMForwardResult,
ATMInverseOutputFlags,
ATMInverseResult,
ATM_DEFAULT_MAXWELLIAN_ENERGY_FLUX,
ATM_DEFAULT_GAUSSIAN_ENERGY_FLUX,
ATM_DEFAULT_MAXWELLIAN_CHARACTERISTIC_ENERGY,
ATM_DEFAULT_GAUSSIAN_PEAK_ENERGY,
ATM_DEFAULT_GAUSSIAN_SPECTRAL_WIDTH,
ATM_DEFAULT_NRLMSIS_MODEL_VERSION,
ATM_DEFAULT_OXYGEN_CORRECTION_FACTOR,
ATM_DEFAULT_TIMESCALE_AURORAL,
ATM_DEFAULT_TIMESCALE_TRANSPORT,
ATM_DEFAULT_MODEL_VERSION,
ATM_DEFAULT_PRECIPITATION_SPECTRAL_FLUX_TYPE,
)
from ...exceptions import AuroraXAPIError
if TYPE_CHECKING:
from ...pyaurorax import PyAuroraX
__all__ = [
"ATMManager",
]
class ATMManager:
"""
The ATMManager object is initialized within every PyAuroraX object. It acts as a way to access
the submodules and carry over configuration information in the super class.
"""
def __init__(self, aurorax_obj):
self.__aurorax_obj: PyAuroraX = aurorax_obj
def forward(self,
timestamp: datetime.datetime,
geodetic_latitude: float,
geodetic_longitude: float,
output: ATMForwardOutputFlags,
maxwellian_energy_flux: float = ATM_DEFAULT_MAXWELLIAN_ENERGY_FLUX,
gaussian_energy_flux: float = ATM_DEFAULT_GAUSSIAN_ENERGY_FLUX,
maxwellian_characteristic_energy: float = ATM_DEFAULT_MAXWELLIAN_CHARACTERISTIC_ENERGY,
gaussian_peak_energy: float = ATM_DEFAULT_GAUSSIAN_PEAK_ENERGY,
gaussian_spectral_width: float = ATM_DEFAULT_GAUSSIAN_SPECTRAL_WIDTH,
nrlmsis_model_version: Literal["00", "2.0"] = ATM_DEFAULT_NRLMSIS_MODEL_VERSION,
oxygen_correction_factor: float = ATM_DEFAULT_OXYGEN_CORRECTION_FACTOR,
timescale_auroral: int = ATM_DEFAULT_TIMESCALE_AURORAL,
timescale_transport: int = ATM_DEFAULT_TIMESCALE_TRANSPORT,
atm_model_version: Literal["1.0"] = ATM_DEFAULT_MODEL_VERSION,
custom_spectrum: Optional[ndarray] = None,
no_cache: bool = False,
timeout: Optional[int] = None) -> ATMForwardResult:
"""
Perform a forward calculation using the TREx Auroral Transport Model and the supplied input
parameters. Note that this function utilizes the UCalgary Space Remote Sensing API to perform
the calculation.
The ATM model is 1D and time-independent. However, the optional parameters `timescale_auroral`
and `timescale_transport` provide limited support for time-dependent and transport process. The
`timescale_auroral` parameter (T0) is the duration of the precipitation. The `timescale_transport`
parameter is defined by L/v0, in which L is the dimension of the auroral structure, and v0 is the
cross-structure drift speed. The model quasi-analytically solves the continuity equation under a
square input (with time duration T0 and spatial width L) input of precipitation. The initial/boundary
conditions are given by IRI. The output yields the mean density/VER over [0-L] at time T0.
Args:
timestamp (datetime.datetime):
Timestamp for the calculation. This value is expected to be in UTC, and is valid for
any value up to the end of the previous day. Any timezone data will be ignored. This
parameter is required.
geodetic_latitude (float):
Latitude in geodetic coordinates: -90.0 to 90.0. This parameter is required.
geodetic_longitude (float):
Longitude in geodetic coordinates: -180.0 to 180.0. This parameter is required.
output (ATMForwardOutputFlags):
Flags to indicate which values are included in the output. See
[`ATMForwardOutputFlags`](https://docs-pyucalgarysrs.phys.ucalgary.ca/models/atm/classes_forward.html#pyucalgarysrs.models.atm.classes_forward.ATMForwardOutputFlags)
for more details. This parameter is required.
maxwellian_energy_flux (float):
Maxwellian energy flux in erg/cm2/s. Default is 10. This parameter is optional.
gaussian_energy_flux (float):
Gaussian energy flux in erg/cm2/s. Default is 0.0. Note that `gaussian_peak_energy` and
`gaussian_spectral_width` must be specified if the `gaussian_energy_flux` is not 0.
This parameter is optional.
maxwellian_characteristic_energy (float):
Maxwellian characteristic energy in eV. Default is 5000. Note that `maxwellian_characteristic_energy`
must be specified if the `maxwellian_energy_flux` is not 0. This parameter
is optional.
gaussian_peak_energy (float):
Gaussian peak energy in eV. Default is 1000. Note this parameter must be specified if
the `gaussian_energy_flux` is not 0. This parameter is optional.
gaussian_spectral_width (float):
Gaussian spectral width in eV. Default is 100. Note this parameter must be specified if
the `gaussian_energy_flux` is not 0. This parameter is optional.
nrlmsis_model_version (str):
NRLMSIS version number. Possible values are `00` or `2.0`. Default is `2.0`. This parameter is
optional. More details about this empirical model can be found [here](https://ccmc.gsfc.nasa.gov/models/NRLMSIS~00/),
and [here](https://ccmc.gsfc.nasa.gov/models/NRLMSIS~2.0/).
oxygen_correction_factor (float):
Oxygen correction factor used to multiply by in the empirical model. Default is 1. This parameter
is optional.
timescale_auroral (int):
The duration of the precipitation, in seconds. Default is 600 (10 minutes). This parameter is optional.
timescale_transport (int):
Defined by L/v0, in which L is the dimension of the auroral structure, and v0 is the cross-structure drift
speed. Represented in seconds. Default is 600 (10 minutes). This parameter is optional.
atm_model_version (str):
ATM model version number. Possible values are only '1.0' at this time, but will have
additional possible values in the future. This parameter is optional.
custom_spectrum (ndarray):
A 2-dimensional numpy array (dtype is any float type) containing values representing the
energy in eV, and flux in 1/cm2/sr/eV. The shape is expected to be [N, 2], with energy in
[:, 0] and flux in [:, 1]. Note that this array cannot contain negative values (SRSAPIError
will be raised if so). This parameter is optional.
no_cache (bool):
The UCalgary Space Remote Sensing API utilizes a caching layer for performing ATM
calculations. If this variation of input parameters has been run before (and the
cache is still valid), then it will not re-run the calculation. Instead it will
return the cached results immediately. To disable the caching layer, set this
parameter to `True`. Default is `False`. This parameter is optional.
timeout (int):
Represents how many seconds to wait for the API to send data before giving up. The
default is 10 seconds, or the `api_timeout` value in the super class' `pyaurorax.PyAuroraX`
object. This parameter is optional.
Returns:
An [`ATMForwardResult`](https://docs-pyucalgarysrs.phys.ucalgary.ca/models/atm/classes_forward.html#pyucalgarysrs.models.atm.classes_forward.ATMForwardResult)
object containing the requested output data, among other values.
Raises:
pyaurorax.exceptions.AuroraXAPIError: An API error was encountered
"""
try:
return self.__aurorax_obj.srs_obj.models.atm.forward(
timestamp,
geodetic_latitude,
geodetic_longitude,
output,
maxwellian_energy_flux=maxwellian_energy_flux,
gaussian_energy_flux=gaussian_energy_flux,
maxwellian_characteristic_energy=maxwellian_characteristic_energy,
gaussian_peak_energy=gaussian_peak_energy,
gaussian_spectral_width=gaussian_spectral_width,
nrlmsis_model_version=nrlmsis_model_version,
oxygen_correction_factor=oxygen_correction_factor,
timescale_auroral=timescale_auroral,
timescale_transport=timescale_transport,
atm_model_version=atm_model_version,
custom_spectrum=custom_spectrum,
no_cache=no_cache,
timeout=timeout,
)
except SRSAPIError as e:
raise AuroraXAPIError(e) from e
def inverse(self,
timestamp: datetime.datetime,
geodetic_latitude: float,
geodetic_longitude: float,
intensity_4278: float,
intensity_5577: float,
intensity_6300: float,
intensity_8446: float,
output: ATMInverseOutputFlags,
precipitation_flux_spectral_type: Literal["gaussian", "maxwellian"] = ATM_DEFAULT_PRECIPITATION_SPECTRAL_FLUX_TYPE,
nrlmsis_model_version: Literal["00", "2.0"] = ATM_DEFAULT_NRLMSIS_MODEL_VERSION,
atmospheric_attenuation_correction: bool = False,
atm_model_version: Literal["1.0"] = ATM_DEFAULT_MODEL_VERSION,
no_cache: bool = False,
timeout: Optional[int] = None) -> ATMInverseResult:
"""
Perform an inverse calculation using the TREx Auroral Transport Model and the supplied input
parameters. Note that this function utilizes the UCalgary Space Remote Sensing API to perform
the calculation.
Args:
timestamp (datetime.datetime):
Timestamp for the calculation. This value is expected to be in UTC, and is valid a pre-defined
timeframe. An error will be raised if outside of the valid timeframe. Any timezone data will be
ignored. This parameter is required.
geodetic_latitude (float):
Latitude in geodetic coordinates. Currently limited to the Transition Region Explorer (TREx)
region of >=50.0 and <61.5 degrees. An error will be raised if outside of this range. This
parameter is required.
geodetic_longitude (float):
Longitude in geodetic coordinates. Currently limited to the Transition Region Explorer (TREx)
region of >=-110 and <-70 degrees. An error will be raised if outside of this range. This
parameter is required.
intensity_4278 (float):
Intensity of the 427.8nm (blue) wavelength in Rayleighs. This parameter is required.
intensity_5577 (float):
Intensity of the 557.7nm (green) wavelength in Rayleighs. This parameter is required.
intensity_6300 (float):
Intensity of the 630.0nm (red) wavelength in Rayleighs. This parameter is required.
intensity_8446 (float):
Intensity of the 844.6nm (near infrared) wavelength in Rayleighs. This parameter is required.
output (ATMInverseOutputFlags):
Flags to indicate which values are included in the output. See
[`ATMInverseOutputFlags`](https://docs-pyucalgarysrs.phys.ucalgary.ca/models/atm/classes_inverse.html#pyucalgarysrs.models.atm.classes_inverse.ATMInverseOutputFlags)
for more details. This parameter is required.
precipitation_flux_spectral_type (str):
The precipitation flux spectral type to use. Possible values are `gaussian` or `maxwellian`. The
default is `gaussian`. This parameter is optional.
nrlmsis_model_version (str):
NRLMSIS version number. Possible values are `00` or `2.0`. Default is `2.0`. This parameter is
optional. More details about this empirical model can be found [here](https://ccmc.gsfc.nasa.gov/models/NRLMSIS~00/),
and [here](https://ccmc.gsfc.nasa.gov/models/NRLMSIS~2.0/).
atmospheric_attenuation_correction (bool):
Apply an atmospheric attenuation correction factor. Default is `False`.
atm_model_version (str):
ATM model version number. Possible values are only '1.0' at this time, but will have
additional possible values in the future. This parameter is optional.
no_cache (bool):
The UCalgary Space Remote Sensing API utilizes a caching layer for performing ATM
calculations. If this variation of input parameters has been run before (and the
cache is still valid), then it will not re-run the calculation. Instead it will
return the cached results immediately. To disable the caching layer, set this
parameter to `True`. Default is `False`. This parameter is optional.
timeout (int):
Represents how many seconds to wait for the API to send data before giving up. The
default is 10 seconds, or the `api_timeout` value in the super class' `pyaurorax.PyAuroraX`
object. This parameter is optional.
Returns:
An [`ATMInverseResult`](https://docs-pyucalgarysrs.phys.ucalgary.ca/models/atm/classes_inverse.html#pyucalgarysrs.models.atm.classes_inverse.ATMInverseResult)
object containing the requested output data, among other values.
Raises:
pyaurorax.exceptions.AuroraXAPIError: An API error was encountered
"""
try:
return self.__aurorax_obj.srs_obj.models.atm.inverse(
timestamp,
geodetic_latitude,
geodetic_longitude,
intensity_4278,
intensity_5577,
intensity_6300,
intensity_8446,
output,
precipitation_flux_spectral_type=precipitation_flux_spectral_type,
nrlmsis_model_version=nrlmsis_model_version,
atm_model_version=atm_model_version,
atmospheric_attenuation_correction=atmospheric_attenuation_correction,
no_cache=no_cache,
timeout=timeout,
)
except SRSAPIError as e:
raise AuroraXAPIError(e) from e
Classes
class ATMManager (aurorax_obj)
-
The ATMManager object is initialized within every PyAuroraX object. It acts as a way to access the submodules and carry over configuration information in the super class.
Expand source code
class ATMManager: """ The ATMManager object is initialized within every PyAuroraX object. It acts as a way to access the submodules and carry over configuration information in the super class. """ def __init__(self, aurorax_obj): self.__aurorax_obj: PyAuroraX = aurorax_obj def forward(self, timestamp: datetime.datetime, geodetic_latitude: float, geodetic_longitude: float, output: ATMForwardOutputFlags, maxwellian_energy_flux: float = ATM_DEFAULT_MAXWELLIAN_ENERGY_FLUX, gaussian_energy_flux: float = ATM_DEFAULT_GAUSSIAN_ENERGY_FLUX, maxwellian_characteristic_energy: float = ATM_DEFAULT_MAXWELLIAN_CHARACTERISTIC_ENERGY, gaussian_peak_energy: float = ATM_DEFAULT_GAUSSIAN_PEAK_ENERGY, gaussian_spectral_width: float = ATM_DEFAULT_GAUSSIAN_SPECTRAL_WIDTH, nrlmsis_model_version: Literal["00", "2.0"] = ATM_DEFAULT_NRLMSIS_MODEL_VERSION, oxygen_correction_factor: float = ATM_DEFAULT_OXYGEN_CORRECTION_FACTOR, timescale_auroral: int = ATM_DEFAULT_TIMESCALE_AURORAL, timescale_transport: int = ATM_DEFAULT_TIMESCALE_TRANSPORT, atm_model_version: Literal["1.0"] = ATM_DEFAULT_MODEL_VERSION, custom_spectrum: Optional[ndarray] = None, no_cache: bool = False, timeout: Optional[int] = None) -> ATMForwardResult: """ Perform a forward calculation using the TREx Auroral Transport Model and the supplied input parameters. Note that this function utilizes the UCalgary Space Remote Sensing API to perform the calculation. The ATM model is 1D and time-independent. However, the optional parameters `timescale_auroral` and `timescale_transport` provide limited support for time-dependent and transport process. The `timescale_auroral` parameter (T0) is the duration of the precipitation. The `timescale_transport` parameter is defined by L/v0, in which L is the dimension of the auroral structure, and v0 is the cross-structure drift speed. The model quasi-analytically solves the continuity equation under a square input (with time duration T0 and spatial width L) input of precipitation. The initial/boundary conditions are given by IRI. The output yields the mean density/VER over [0-L] at time T0. Args: timestamp (datetime.datetime): Timestamp for the calculation. This value is expected to be in UTC, and is valid for any value up to the end of the previous day. Any timezone data will be ignored. This parameter is required. geodetic_latitude (float): Latitude in geodetic coordinates: -90.0 to 90.0. This parameter is required. geodetic_longitude (float): Longitude in geodetic coordinates: -180.0 to 180.0. This parameter is required. output (ATMForwardOutputFlags): Flags to indicate which values are included in the output. See [`ATMForwardOutputFlags`](https://docs-pyucalgarysrs.phys.ucalgary.ca/models/atm/classes_forward.html#pyucalgarysrs.models.atm.classes_forward.ATMForwardOutputFlags) for more details. This parameter is required. maxwellian_energy_flux (float): Maxwellian energy flux in erg/cm2/s. Default is 10. This parameter is optional. gaussian_energy_flux (float): Gaussian energy flux in erg/cm2/s. Default is 0.0. Note that `gaussian_peak_energy` and `gaussian_spectral_width` must be specified if the `gaussian_energy_flux` is not 0. This parameter is optional. maxwellian_characteristic_energy (float): Maxwellian characteristic energy in eV. Default is 5000. Note that `maxwellian_characteristic_energy` must be specified if the `maxwellian_energy_flux` is not 0. This parameter is optional. gaussian_peak_energy (float): Gaussian peak energy in eV. Default is 1000. Note this parameter must be specified if the `gaussian_energy_flux` is not 0. This parameter is optional. gaussian_spectral_width (float): Gaussian spectral width in eV. Default is 100. Note this parameter must be specified if the `gaussian_energy_flux` is not 0. This parameter is optional. nrlmsis_model_version (str): NRLMSIS version number. Possible values are `00` or `2.0`. Default is `2.0`. This parameter is optional. More details about this empirical model can be found [here](https://ccmc.gsfc.nasa.gov/models/NRLMSIS~00/), and [here](https://ccmc.gsfc.nasa.gov/models/NRLMSIS~2.0/). oxygen_correction_factor (float): Oxygen correction factor used to multiply by in the empirical model. Default is 1. This parameter is optional. timescale_auroral (int): The duration of the precipitation, in seconds. Default is 600 (10 minutes). This parameter is optional. timescale_transport (int): Defined by L/v0, in which L is the dimension of the auroral structure, and v0 is the cross-structure drift speed. Represented in seconds. Default is 600 (10 minutes). This parameter is optional. atm_model_version (str): ATM model version number. Possible values are only '1.0' at this time, but will have additional possible values in the future. This parameter is optional. custom_spectrum (ndarray): A 2-dimensional numpy array (dtype is any float type) containing values representing the energy in eV, and flux in 1/cm2/sr/eV. The shape is expected to be [N, 2], with energy in [:, 0] and flux in [:, 1]. Note that this array cannot contain negative values (SRSAPIError will be raised if so). This parameter is optional. no_cache (bool): The UCalgary Space Remote Sensing API utilizes a caching layer for performing ATM calculations. If this variation of input parameters has been run before (and the cache is still valid), then it will not re-run the calculation. Instead it will return the cached results immediately. To disable the caching layer, set this parameter to `True`. Default is `False`. This parameter is optional. timeout (int): Represents how many seconds to wait for the API to send data before giving up. The default is 10 seconds, or the `api_timeout` value in the super class' `pyaurorax.PyAuroraX` object. This parameter is optional. Returns: An [`ATMForwardResult`](https://docs-pyucalgarysrs.phys.ucalgary.ca/models/atm/classes_forward.html#pyucalgarysrs.models.atm.classes_forward.ATMForwardResult) object containing the requested output data, among other values. Raises: pyaurorax.exceptions.AuroraXAPIError: An API error was encountered """ try: return self.__aurorax_obj.srs_obj.models.atm.forward( timestamp, geodetic_latitude, geodetic_longitude, output, maxwellian_energy_flux=maxwellian_energy_flux, gaussian_energy_flux=gaussian_energy_flux, maxwellian_characteristic_energy=maxwellian_characteristic_energy, gaussian_peak_energy=gaussian_peak_energy, gaussian_spectral_width=gaussian_spectral_width, nrlmsis_model_version=nrlmsis_model_version, oxygen_correction_factor=oxygen_correction_factor, timescale_auroral=timescale_auroral, timescale_transport=timescale_transport, atm_model_version=atm_model_version, custom_spectrum=custom_spectrum, no_cache=no_cache, timeout=timeout, ) except SRSAPIError as e: raise AuroraXAPIError(e) from e def inverse(self, timestamp: datetime.datetime, geodetic_latitude: float, geodetic_longitude: float, intensity_4278: float, intensity_5577: float, intensity_6300: float, intensity_8446: float, output: ATMInverseOutputFlags, precipitation_flux_spectral_type: Literal["gaussian", "maxwellian"] = ATM_DEFAULT_PRECIPITATION_SPECTRAL_FLUX_TYPE, nrlmsis_model_version: Literal["00", "2.0"] = ATM_DEFAULT_NRLMSIS_MODEL_VERSION, atmospheric_attenuation_correction: bool = False, atm_model_version: Literal["1.0"] = ATM_DEFAULT_MODEL_VERSION, no_cache: bool = False, timeout: Optional[int] = None) -> ATMInverseResult: """ Perform an inverse calculation using the TREx Auroral Transport Model and the supplied input parameters. Note that this function utilizes the UCalgary Space Remote Sensing API to perform the calculation. Args: timestamp (datetime.datetime): Timestamp for the calculation. This value is expected to be in UTC, and is valid a pre-defined timeframe. An error will be raised if outside of the valid timeframe. Any timezone data will be ignored. This parameter is required. geodetic_latitude (float): Latitude in geodetic coordinates. Currently limited to the Transition Region Explorer (TREx) region of >=50.0 and <61.5 degrees. An error will be raised if outside of this range. This parameter is required. geodetic_longitude (float): Longitude in geodetic coordinates. Currently limited to the Transition Region Explorer (TREx) region of >=-110 and <-70 degrees. An error will be raised if outside of this range. This parameter is required. intensity_4278 (float): Intensity of the 427.8nm (blue) wavelength in Rayleighs. This parameter is required. intensity_5577 (float): Intensity of the 557.7nm (green) wavelength in Rayleighs. This parameter is required. intensity_6300 (float): Intensity of the 630.0nm (red) wavelength in Rayleighs. This parameter is required. intensity_8446 (float): Intensity of the 844.6nm (near infrared) wavelength in Rayleighs. This parameter is required. output (ATMInverseOutputFlags): Flags to indicate which values are included in the output. See [`ATMInverseOutputFlags`](https://docs-pyucalgarysrs.phys.ucalgary.ca/models/atm/classes_inverse.html#pyucalgarysrs.models.atm.classes_inverse.ATMInverseOutputFlags) for more details. This parameter is required. precipitation_flux_spectral_type (str): The precipitation flux spectral type to use. Possible values are `gaussian` or `maxwellian`. The default is `gaussian`. This parameter is optional. nrlmsis_model_version (str): NRLMSIS version number. Possible values are `00` or `2.0`. Default is `2.0`. This parameter is optional. More details about this empirical model can be found [here](https://ccmc.gsfc.nasa.gov/models/NRLMSIS~00/), and [here](https://ccmc.gsfc.nasa.gov/models/NRLMSIS~2.0/). atmospheric_attenuation_correction (bool): Apply an atmospheric attenuation correction factor. Default is `False`. atm_model_version (str): ATM model version number. Possible values are only '1.0' at this time, but will have additional possible values in the future. This parameter is optional. no_cache (bool): The UCalgary Space Remote Sensing API utilizes a caching layer for performing ATM calculations. If this variation of input parameters has been run before (and the cache is still valid), then it will not re-run the calculation. Instead it will return the cached results immediately. To disable the caching layer, set this parameter to `True`. Default is `False`. This parameter is optional. timeout (int): Represents how many seconds to wait for the API to send data before giving up. The default is 10 seconds, or the `api_timeout` value in the super class' `pyaurorax.PyAuroraX` object. This parameter is optional. Returns: An [`ATMInverseResult`](https://docs-pyucalgarysrs.phys.ucalgary.ca/models/atm/classes_inverse.html#pyucalgarysrs.models.atm.classes_inverse.ATMInverseResult) object containing the requested output data, among other values. Raises: pyaurorax.exceptions.AuroraXAPIError: An API error was encountered """ try: return self.__aurorax_obj.srs_obj.models.atm.inverse( timestamp, geodetic_latitude, geodetic_longitude, intensity_4278, intensity_5577, intensity_6300, intensity_8446, output, precipitation_flux_spectral_type=precipitation_flux_spectral_type, nrlmsis_model_version=nrlmsis_model_version, atm_model_version=atm_model_version, atmospheric_attenuation_correction=atmospheric_attenuation_correction, no_cache=no_cache, timeout=timeout, ) except SRSAPIError as e: raise AuroraXAPIError(e) from e
Methods
def forward(self, timestamp: datetime.datetime, geodetic_latitude: float, geodetic_longitude: float, output: pyucalgarysrs.models.atm.classes_forward.ATMForwardOutputFlags, maxwellian_energy_flux: float = 10.0, gaussian_energy_flux: float = 0.0, maxwellian_characteristic_energy: float = 5000.0, gaussian_peak_energy: float = 1000.0, gaussian_spectral_width: float = 100.0, nrlmsis_model_version: Literal['00', '2.0'] = '2.0', oxygen_correction_factor: float = 1.0, timescale_auroral: int = 600, timescale_transport: int = 600, atm_model_version: Literal['1.0'] = '1.0', custom_spectrum: Optional[numpy.ndarray] = None, no_cache: bool = False, timeout: Optional[int] = None) ‑> pyucalgarysrs.models.atm.classes_forward.ATMForwardResult
-
Perform a forward calculation using the TREx Auroral Transport Model and the supplied input parameters. Note that this function utilizes the UCalgary Space Remote Sensing API to perform the calculation.
The ATM model is 1D and time-independent. However, the optional parameters
timescale_auroral
andtimescale_transport
provide limited support for time-dependent and transport process. Thetimescale_auroral
parameter (T0) is the duration of the precipitation. Thetimescale_transport
parameter is defined by L/v0, in which L is the dimension of the auroral structure, and v0 is the cross-structure drift speed. The model quasi-analytically solves the continuity equation under a square input (with time duration T0 and spatial width L) input of precipitation. The initial/boundary conditions are given by IRI. The output yields the mean density/VER over [0-L] at time T0.Args
timestamp
:datetime.datetime
- Timestamp for the calculation. This value is expected to be in UTC, and is valid for any value up to the end of the previous day. Any timezone data will be ignored. This parameter is required.
geodetic_latitude
:float
- Latitude in geodetic coordinates: -90.0 to 90.0. This parameter is required.
geodetic_longitude
:float
- Longitude in geodetic coordinates: -180.0 to 180.0. This parameter is required.
output
:ATMForwardOutputFlags
- Flags to indicate which values are included in the output. See
ATMForwardOutputFlags
for more details. This parameter is required. maxwellian_energy_flux
:float
- Maxwellian energy flux in erg/cm2/s. Default is 10. This parameter is optional.
gaussian_energy_flux
:float
- Gaussian energy flux in erg/cm2/s. Default is 0.0. Note that
gaussian_peak_energy
andgaussian_spectral_width
must be specified if thegaussian_energy_flux
is not 0. This parameter is optional. maxwellian_characteristic_energy
:float
- Maxwellian characteristic energy in eV. Default is 5000. Note that
maxwellian_characteristic_energy
must be specified if themaxwellian_energy_flux
is not 0. This parameter is optional. gaussian_peak_energy
:float
- Gaussian peak energy in eV. Default is 1000. Note this parameter must be specified if
the
gaussian_energy_flux
is not 0. This parameter is optional. gaussian_spectral_width
:float
- Gaussian spectral width in eV. Default is 100. Note this parameter must be specified if
the
gaussian_energy_flux
is not 0. This parameter is optional. nrlmsis_model_version
:str
- NRLMSIS version number. Possible values are
00
or2.0
. Default is2.0
. This parameter is optional. More details about this empirical model can be found here, and here. oxygen_correction_factor
:float
- Oxygen correction factor used to multiply by in the empirical model. Default is 1. This parameter is optional.
timescale_auroral
:int
- The duration of the precipitation, in seconds. Default is 600 (10 minutes). This parameter is optional.
timescale_transport
:int
- Defined by L/v0, in which L is the dimension of the auroral structure, and v0 is the cross-structure drift speed. Represented in seconds. Default is 600 (10 minutes). This parameter is optional.
atm_model_version
:str
- ATM model version number. Possible values are only '1.0' at this time, but will have additional possible values in the future. This parameter is optional.
custom_spectrum
:ndarray
- A 2-dimensional numpy array (dtype is any float type) containing values representing the energy in eV, and flux in 1/cm2/sr/eV. The shape is expected to be [N, 2], with energy in [:, 0] and flux in [:, 1]. Note that this array cannot contain negative values (SRSAPIError will be raised if so). This parameter is optional.
no_cache
:bool
- The UCalgary Space Remote Sensing API utilizes a caching layer for performing ATM
calculations. If this variation of input parameters has been run before (and the
cache is still valid), then it will not re-run the calculation. Instead it will
return the cached results immediately. To disable the caching layer, set this
parameter to
True
. Default isFalse
. This parameter is optional. timeout
:int
- Represents how many seconds to wait for the API to send data before giving up. The
default is 10 seconds, or the
api_timeout
value in the super class'PyAuroraX
object. This parameter is optional.
Returns
An
ATMForwardResult
object containing the requested output data, among other values.Raises
AuroraXAPIError
- An API error was encountered
Expand source code
def forward(self, timestamp: datetime.datetime, geodetic_latitude: float, geodetic_longitude: float, output: ATMForwardOutputFlags, maxwellian_energy_flux: float = ATM_DEFAULT_MAXWELLIAN_ENERGY_FLUX, gaussian_energy_flux: float = ATM_DEFAULT_GAUSSIAN_ENERGY_FLUX, maxwellian_characteristic_energy: float = ATM_DEFAULT_MAXWELLIAN_CHARACTERISTIC_ENERGY, gaussian_peak_energy: float = ATM_DEFAULT_GAUSSIAN_PEAK_ENERGY, gaussian_spectral_width: float = ATM_DEFAULT_GAUSSIAN_SPECTRAL_WIDTH, nrlmsis_model_version: Literal["00", "2.0"] = ATM_DEFAULT_NRLMSIS_MODEL_VERSION, oxygen_correction_factor: float = ATM_DEFAULT_OXYGEN_CORRECTION_FACTOR, timescale_auroral: int = ATM_DEFAULT_TIMESCALE_AURORAL, timescale_transport: int = ATM_DEFAULT_TIMESCALE_TRANSPORT, atm_model_version: Literal["1.0"] = ATM_DEFAULT_MODEL_VERSION, custom_spectrum: Optional[ndarray] = None, no_cache: bool = False, timeout: Optional[int] = None) -> ATMForwardResult: """ Perform a forward calculation using the TREx Auroral Transport Model and the supplied input parameters. Note that this function utilizes the UCalgary Space Remote Sensing API to perform the calculation. The ATM model is 1D and time-independent. However, the optional parameters `timescale_auroral` and `timescale_transport` provide limited support for time-dependent and transport process. The `timescale_auroral` parameter (T0) is the duration of the precipitation. The `timescale_transport` parameter is defined by L/v0, in which L is the dimension of the auroral structure, and v0 is the cross-structure drift speed. The model quasi-analytically solves the continuity equation under a square input (with time duration T0 and spatial width L) input of precipitation. The initial/boundary conditions are given by IRI. The output yields the mean density/VER over [0-L] at time T0. Args: timestamp (datetime.datetime): Timestamp for the calculation. This value is expected to be in UTC, and is valid for any value up to the end of the previous day. Any timezone data will be ignored. This parameter is required. geodetic_latitude (float): Latitude in geodetic coordinates: -90.0 to 90.0. This parameter is required. geodetic_longitude (float): Longitude in geodetic coordinates: -180.0 to 180.0. This parameter is required. output (ATMForwardOutputFlags): Flags to indicate which values are included in the output. See [`ATMForwardOutputFlags`](https://docs-pyucalgarysrs.phys.ucalgary.ca/models/atm/classes_forward.html#pyucalgarysrs.models.atm.classes_forward.ATMForwardOutputFlags) for more details. This parameter is required. maxwellian_energy_flux (float): Maxwellian energy flux in erg/cm2/s. Default is 10. This parameter is optional. gaussian_energy_flux (float): Gaussian energy flux in erg/cm2/s. Default is 0.0. Note that `gaussian_peak_energy` and `gaussian_spectral_width` must be specified if the `gaussian_energy_flux` is not 0. This parameter is optional. maxwellian_characteristic_energy (float): Maxwellian characteristic energy in eV. Default is 5000. Note that `maxwellian_characteristic_energy` must be specified if the `maxwellian_energy_flux` is not 0. This parameter is optional. gaussian_peak_energy (float): Gaussian peak energy in eV. Default is 1000. Note this parameter must be specified if the `gaussian_energy_flux` is not 0. This parameter is optional. gaussian_spectral_width (float): Gaussian spectral width in eV. Default is 100. Note this parameter must be specified if the `gaussian_energy_flux` is not 0. This parameter is optional. nrlmsis_model_version (str): NRLMSIS version number. Possible values are `00` or `2.0`. Default is `2.0`. This parameter is optional. More details about this empirical model can be found [here](https://ccmc.gsfc.nasa.gov/models/NRLMSIS~00/), and [here](https://ccmc.gsfc.nasa.gov/models/NRLMSIS~2.0/). oxygen_correction_factor (float): Oxygen correction factor used to multiply by in the empirical model. Default is 1. This parameter is optional. timescale_auroral (int): The duration of the precipitation, in seconds. Default is 600 (10 minutes). This parameter is optional. timescale_transport (int): Defined by L/v0, in which L is the dimension of the auroral structure, and v0 is the cross-structure drift speed. Represented in seconds. Default is 600 (10 minutes). This parameter is optional. atm_model_version (str): ATM model version number. Possible values are only '1.0' at this time, but will have additional possible values in the future. This parameter is optional. custom_spectrum (ndarray): A 2-dimensional numpy array (dtype is any float type) containing values representing the energy in eV, and flux in 1/cm2/sr/eV. The shape is expected to be [N, 2], with energy in [:, 0] and flux in [:, 1]. Note that this array cannot contain negative values (SRSAPIError will be raised if so). This parameter is optional. no_cache (bool): The UCalgary Space Remote Sensing API utilizes a caching layer for performing ATM calculations. If this variation of input parameters has been run before (and the cache is still valid), then it will not re-run the calculation. Instead it will return the cached results immediately. To disable the caching layer, set this parameter to `True`. Default is `False`. This parameter is optional. timeout (int): Represents how many seconds to wait for the API to send data before giving up. The default is 10 seconds, or the `api_timeout` value in the super class' `pyaurorax.PyAuroraX` object. This parameter is optional. Returns: An [`ATMForwardResult`](https://docs-pyucalgarysrs.phys.ucalgary.ca/models/atm/classes_forward.html#pyucalgarysrs.models.atm.classes_forward.ATMForwardResult) object containing the requested output data, among other values. Raises: pyaurorax.exceptions.AuroraXAPIError: An API error was encountered """ try: return self.__aurorax_obj.srs_obj.models.atm.forward( timestamp, geodetic_latitude, geodetic_longitude, output, maxwellian_energy_flux=maxwellian_energy_flux, gaussian_energy_flux=gaussian_energy_flux, maxwellian_characteristic_energy=maxwellian_characteristic_energy, gaussian_peak_energy=gaussian_peak_energy, gaussian_spectral_width=gaussian_spectral_width, nrlmsis_model_version=nrlmsis_model_version, oxygen_correction_factor=oxygen_correction_factor, timescale_auroral=timescale_auroral, timescale_transport=timescale_transport, atm_model_version=atm_model_version, custom_spectrum=custom_spectrum, no_cache=no_cache, timeout=timeout, ) except SRSAPIError as e: raise AuroraXAPIError(e) from e
def inverse(self, timestamp: datetime.datetime, geodetic_latitude: float, geodetic_longitude: float, intensity_4278: float, intensity_5577: float, intensity_6300: float, intensity_8446: float, output: pyucalgarysrs.models.atm.classes_inverse.ATMInverseOutputFlags, precipitation_flux_spectral_type: Literal['gaussian', 'maxwellian'] = 'gaussian', nrlmsis_model_version: Literal['00', '2.0'] = '2.0', atmospheric_attenuation_correction: bool = False, atm_model_version: Literal['1.0'] = '1.0', no_cache: bool = False, timeout: Optional[int] = None) ‑> pyucalgarysrs.models.atm.classes_inverse.ATMInverseResult
-
Perform an inverse calculation using the TREx Auroral Transport Model and the supplied input parameters. Note that this function utilizes the UCalgary Space Remote Sensing API to perform the calculation.
Args
timestamp
:datetime.datetime
- Timestamp for the calculation. This value is expected to be in UTC, and is valid a pre-defined timeframe. An error will be raised if outside of the valid timeframe. Any timezone data will be ignored. This parameter is required.
geodetic_latitude
:float
- Latitude in geodetic coordinates. Currently limited to the Transition Region Explorer (TREx) region of >=50.0 and <61.5 degrees. An error will be raised if outside of this range. This parameter is required.
geodetic_longitude
:float
- Longitude in geodetic coordinates. Currently limited to the Transition Region Explorer (TREx) region of >=-110 and <-70 degrees. An error will be raised if outside of this range. This parameter is required.
intensity_4278
:float
- Intensity of the 427.8nm (blue) wavelength in Rayleighs. This parameter is required.
intensity_5577
:float
- Intensity of the 557.7nm (green) wavelength in Rayleighs. This parameter is required.
intensity_6300
:float
- Intensity of the 630.0nm (red) wavelength in Rayleighs. This parameter is required.
intensity_8446
:float
- Intensity of the 844.6nm (near infrared) wavelength in Rayleighs. This parameter is required.
output
:ATMInverseOutputFlags
- Flags to indicate which values are included in the output. See
ATMInverseOutputFlags
for more details. This parameter is required. precipitation_flux_spectral_type
:str
- The precipitation flux spectral type to use. Possible values are
gaussian
ormaxwellian
. The default isgaussian
. This parameter is optional. nrlmsis_model_version
:str
- NRLMSIS version number. Possible values are
00
or2.0
. Default is2.0
. This parameter is optional. More details about this empirical model can be found here, and here. atmospheric_attenuation_correction
:bool
- Apply an atmospheric attenuation correction factor. Default is
False
. atm_model_version
:str
- ATM model version number. Possible values are only '1.0' at this time, but will have additional possible values in the future. This parameter is optional.
no_cache
:bool
- The UCalgary Space Remote Sensing API utilizes a caching layer for performing ATM
calculations. If this variation of input parameters has been run before (and the
cache is still valid), then it will not re-run the calculation. Instead it will
return the cached results immediately. To disable the caching layer, set this
parameter to
True
. Default isFalse
. This parameter is optional. timeout
:int
- Represents how many seconds to wait for the API to send data before giving up. The
default is 10 seconds, or the
api_timeout
value in the super class'PyAuroraX
object. This parameter is optional.
Returns
An
ATMInverseResult
object containing the requested output data, among other values.Raises
AuroraXAPIError
- An API error was encountered
Expand source code
def inverse(self, timestamp: datetime.datetime, geodetic_latitude: float, geodetic_longitude: float, intensity_4278: float, intensity_5577: float, intensity_6300: float, intensity_8446: float, output: ATMInverseOutputFlags, precipitation_flux_spectral_type: Literal["gaussian", "maxwellian"] = ATM_DEFAULT_PRECIPITATION_SPECTRAL_FLUX_TYPE, nrlmsis_model_version: Literal["00", "2.0"] = ATM_DEFAULT_NRLMSIS_MODEL_VERSION, atmospheric_attenuation_correction: bool = False, atm_model_version: Literal["1.0"] = ATM_DEFAULT_MODEL_VERSION, no_cache: bool = False, timeout: Optional[int] = None) -> ATMInverseResult: """ Perform an inverse calculation using the TREx Auroral Transport Model and the supplied input parameters. Note that this function utilizes the UCalgary Space Remote Sensing API to perform the calculation. Args: timestamp (datetime.datetime): Timestamp for the calculation. This value is expected to be in UTC, and is valid a pre-defined timeframe. An error will be raised if outside of the valid timeframe. Any timezone data will be ignored. This parameter is required. geodetic_latitude (float): Latitude in geodetic coordinates. Currently limited to the Transition Region Explorer (TREx) region of >=50.0 and <61.5 degrees. An error will be raised if outside of this range. This parameter is required. geodetic_longitude (float): Longitude in geodetic coordinates. Currently limited to the Transition Region Explorer (TREx) region of >=-110 and <-70 degrees. An error will be raised if outside of this range. This parameter is required. intensity_4278 (float): Intensity of the 427.8nm (blue) wavelength in Rayleighs. This parameter is required. intensity_5577 (float): Intensity of the 557.7nm (green) wavelength in Rayleighs. This parameter is required. intensity_6300 (float): Intensity of the 630.0nm (red) wavelength in Rayleighs. This parameter is required. intensity_8446 (float): Intensity of the 844.6nm (near infrared) wavelength in Rayleighs. This parameter is required. output (ATMInverseOutputFlags): Flags to indicate which values are included in the output. See [`ATMInverseOutputFlags`](https://docs-pyucalgarysrs.phys.ucalgary.ca/models/atm/classes_inverse.html#pyucalgarysrs.models.atm.classes_inverse.ATMInverseOutputFlags) for more details. This parameter is required. precipitation_flux_spectral_type (str): The precipitation flux spectral type to use. Possible values are `gaussian` or `maxwellian`. The default is `gaussian`. This parameter is optional. nrlmsis_model_version (str): NRLMSIS version number. Possible values are `00` or `2.0`. Default is `2.0`. This parameter is optional. More details about this empirical model can be found [here](https://ccmc.gsfc.nasa.gov/models/NRLMSIS~00/), and [here](https://ccmc.gsfc.nasa.gov/models/NRLMSIS~2.0/). atmospheric_attenuation_correction (bool): Apply an atmospheric attenuation correction factor. Default is `False`. atm_model_version (str): ATM model version number. Possible values are only '1.0' at this time, but will have additional possible values in the future. This parameter is optional. no_cache (bool): The UCalgary Space Remote Sensing API utilizes a caching layer for performing ATM calculations. If this variation of input parameters has been run before (and the cache is still valid), then it will not re-run the calculation. Instead it will return the cached results immediately. To disable the caching layer, set this parameter to `True`. Default is `False`. This parameter is optional. timeout (int): Represents how many seconds to wait for the API to send data before giving up. The default is 10 seconds, or the `api_timeout` value in the super class' `pyaurorax.PyAuroraX` object. This parameter is optional. Returns: An [`ATMInverseResult`](https://docs-pyucalgarysrs.phys.ucalgary.ca/models/atm/classes_inverse.html#pyucalgarysrs.models.atm.classes_inverse.ATMInverseResult) object containing the requested output data, among other values. Raises: pyaurorax.exceptions.AuroraXAPIError: An API error was encountered """ try: return self.__aurorax_obj.srs_obj.models.atm.inverse( timestamp, geodetic_latitude, geodetic_longitude, intensity_4278, intensity_5577, intensity_6300, intensity_8446, output, precipitation_flux_spectral_type=precipitation_flux_spectral_type, nrlmsis_model_version=nrlmsis_model_version, atm_model_version=atm_model_version, atmospheric_attenuation_correction=atmospheric_attenuation_correction, no_cache=no_cache, timeout=timeout, ) except SRSAPIError as e: raise AuroraXAPIError(e) from e