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 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 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, 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 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 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 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, 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 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 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