Source code for rocketpy.rocket.parachute

from inspect import signature

import numpy as np

from rocketpy.tools import from_hex_decode, to_hex_encode

from ..mathutils.function import Function
from ..prints.parachute_prints import _ParachutePrints


[docs] class Parachute: """Keeps information of the parachute, which is modeled as a hemispheroid. Attributes ---------- Parachute.name : string Parachute name, such as drogue and main. Has no impact in simulation, as it is only used to display data in a more organized matter. Parachute.cd_s : float Drag coefficient times reference area for parachute. It has units of area and must be given in squared meters. Parachute.trigger : callable, float, str This parameter defines the trigger condition for the parachute ejection system. It can be one of the following: - A callable function that takes three arguments: 1. Freestream pressure in pascals. 2. Height in meters above ground level. 3. The state vector of the simulation, which is defined as: `[x, y, z, vx, vy, vz, e0, e1, e2, e3, wx, wy, wz]`. 4. A list of sensors that are attached to the rocket. The most recent measurements of the sensors are provided with the ``sensor.measurement`` attribute. The sensors are listed in the same order as they are added to the rocket. The function should return ``True`` if the parachute ejection system should be triggered and False otherwise. The function will be called according to the specified sampling rate. - A float value, representing an absolute height in meters. In this case, the parachute will be ejected when the rocket reaches this height above ground level. - The string "apogee" which triggers the parachute at apogee, i.e., when the rocket reaches its highest point and starts descending. Parachute.triggerfunc : function Trigger function created from the trigger used to evaluate the trigger condition for the parachute ejection system. It is a callable function that takes three arguments: Freestream pressure in Pa, Height above ground level in meters, and the state vector of the simulation. The returns ``True`` if the parachute ejection system should be triggered and ``False`` otherwise. .. note: The function will be called according to the sampling rate specified. Parachute.sampling_rate : float Sampling rate, in Hz, for the trigger function. Parachute.lag : float Time, in seconds, between the parachute ejection system is triggered and the parachute is fully opened. Parachute.noise : tuple, list List in the format (mean, standard deviation, time-correlation). The values are used to add noise to the pressure signal which is passed to the trigger function. Default value is (0, 0, 0). Units are in Pa. Parachute.noise_bias : float Mean value of the noise added to the pressure signal, which is passed to the trigger function. Unit is in Pa. Parachute.noise_deviation : float Standard deviation of the noise added to the pressure signal, which is passed to the trigger function. Unit is in Pa. Parachute.noise_corr : tuple, list Tuple with the correlation between noise and time. Parachute.noise_signal : list of tuple List of (t, noise signal) corresponding to signal passed to trigger function. Completed after running a simulation. Parachute.noisy_pressure_signal : list of tuple List of (t, noisy pressure signal) that is passed to the trigger function. Completed after running a simulation. Parachute.clean_pressure_signal : list of tuple List of (t, clean pressure signal) corresponding to signal passed to trigger function. Completed after running a simulation. Parachute.noise_signal_function : Function Function of noiseSignal. Parachute.noisy_pressure_signal_function : Function Function of noisy_pressure_signal. Parachute.clean_pressure_signal_function : Function Function of clean_pressure_signal. Parachute.drag_coefficient : float Drag coefficient of the inflated canopy shape, used only when ``radius`` is not provided to estimate the parachute radius from ``cd_s``: ``R = sqrt(cd_s / (drag_coefficient * pi))``. Typical values: 1.4 for hemispherical canopies (default), 0.75 for flat circular canopies, 1.5 for extended-skirt canopies. Parachute.radius : float Length of the non-unique semi-axis (radius) of the inflated hemispheroid parachute in meters. If not provided at construction time, it is estimated from ``cd_s`` and ``drag_coefficient``. Parachute.height : float Length of the unique semi-axis (height) of the inflated hemispheroid parachute in meters. Parachute.porosity : float Geometric porosity of the canopy (ratio of open area to total canopy area), in [0, 1]. Affects only the added-mass scaling during descent; it does not change ``cd_s`` (drag). The default value of 0.0432 is chosen so that the resulting ``added_mass_coefficient`` equals approximately 1.0 ("neutral" added-mass behavior). Parachute.added_mass_coefficient : float Coefficient used to calculate the added-mass due to dragged air. It is calculated from the porosity of the parachute. """
[docs] def __init__( self, name, cd_s, trigger, sampling_rate, lag=0, noise=(0, 0, 0), radius=None, height=None, porosity=0.0432, drag_coefficient=1.4, ): """Initializes Parachute class. Parameters ---------- name : string Parachute name, such as drogue and main. Has no impact in simulation, as it is only used to display data in a more organized matter. cd_s : float Drag coefficient times reference area of the parachute. trigger : callable, float, str Defines the trigger condition for the parachute ejection system. It can be one of the following: - A callable function that takes three arguments: \ 1. Freestream pressure in pascals. 2. Height in meters above ground level. 3. The state vector of the simulation, which is defined as: \ .. code-block:: python u = [x, y, z, vx, vy, vz, e0, e1, e2, e3, wx, wy, wz] .. note:: The function should return ``True`` if the parachute \ ejection system should be triggered and ``False`` otherwise. - A float value, representing an absolute height in meters. In this \ case, the parachute will be ejected when the rocket reaches this \ height above ground level. - The string "apogee" which triggers the parachute at apogee, i.e., \ when the rocket reaches its highest point and starts descending. .. note:: The function will be called according to the sampling rate specified. sampling_rate : float Sampling rate in which the parachute trigger will be checked at. It is used to simulate the refresh rate of onboard sensors such as barometers. Default value is 100. Value must be given in hertz. lag : float, optional Time between the parachute ejection system is triggered and the parachute is fully opened. During this time, the simulation will consider the rocket as flying without a parachute. Default value is 0. Must be given in seconds. noise : tuple, list, optional List in the format (mean, standard deviation, time-correlation). The values are used to add noise to the pressure signal which is passed to the trigger function. Default value is ``(0, 0, 0)``. Units are in Pa. radius : float, optional Length of the non-unique semi-axis (radius) of the inflated hemispheroid parachute. If not provided, it is estimated from ``cd_s`` and ``drag_coefficient`` using: ``radius = sqrt(cd_s / (drag_coefficient * pi))``. Units are in meters. height : float, optional Length of the unique semi-axis (height) of the inflated hemispheroid parachute. Default value is the radius of the parachute. Units are in meters. porosity : float, optional Geometric porosity of the canopy (ratio of open area to total canopy area), in [0, 1]. Affects only the added-mass scaling during descent; it does not change ``cd_s`` (drag). The default value of 0.0432 is chosen so that the resulting ``added_mass_coefficient`` equals approximately 1.0 ("neutral" added-mass behavior). drag_coefficient : float, optional Drag coefficient of the inflated canopy shape, used only when ``radius`` is not provided. It relates the aerodynamic ``cd_s`` to the physical canopy area via ``cd_s = drag_coefficient * pi * radius**2``. Typical values: - **1.4** — hemispherical canopy (default, NASA SP-8066) - **0.75** — flat circular canopy - **1.5** — extended-skirt canopy Has no effect when ``radius`` is explicitly provided. """ # Save arguments as attributes self.name = name self.cd_s = cd_s self.trigger = trigger self.sampling_rate = sampling_rate self.lag = lag self.noise = noise self.drag_coefficient = drag_coefficient self.porosity = porosity # Initialize derived attributes self.radius = self.__resolve_radius(radius, cd_s, drag_coefficient) self.height = self.__resolve_height(height, self.radius) self.added_mass_coefficient = self.__compute_added_mass_coefficient( self.porosity ) self.__init_noise(noise) self.__evaluate_trigger_function(trigger) # Prints and plots self.prints = _ParachutePrints(self)
def __resolve_radius(self, radius, cd_s, drag_coefficient): """Resolves parachute radius from input or aerodynamic relation.""" if radius is not None: return radius # cd_s = Cd * S = Cd * pi * R^2 => R = sqrt(cd_s / (Cd * pi)) return np.sqrt(cd_s / (drag_coefficient * np.pi)) def __resolve_height(self, height, radius): """Resolves parachute height defaulting to radius when not provided.""" return height or radius def __compute_added_mass_coefficient(self, porosity): """Computes the added-mass coefficient from canopy porosity.""" return 1.068 * ( 1 - 1.465 * porosity - 0.25975 * porosity**2 + 1.2626 * porosity**3 ) def __init_noise(self, noise): """Initializes all noise-related attributes. Parameters ---------- noise : tuple, list List in the format (mean, standard deviation, time-correlation). """ self.noise_signal = [[-1e-6, np.random.normal(noise[0], noise[1])]] self.noisy_pressure_signal = [] self.clean_pressure_signal = [] self.noise_bias = noise[0] self.noise_deviation = noise[1] self.noise_corr = (noise[2], (1 - noise[2] ** 2) ** 0.5) self.clean_pressure_signal_function = Function(0) self.noisy_pressure_signal_function = Function(0) self.noise_signal_function = Function(0) alpha, beta = self.noise_corr self.noise_function = lambda: ( alpha * self.noise_signal[-1][1] + beta * np.random.normal(noise[0], noise[1]) ) def __evaluate_trigger_function(self, trigger): """This is used to set the triggerfunc attribute that will be used to interact with the Flight class. """ # pylint: disable=unused-argument, function-redefined # Case 1: The parachute is deployed by a custom function if callable(trigger): # work around for having added sensors to parachute triggers # to avoid breaking changes triggerfunc = trigger sig = signature(triggerfunc) if len(sig.parameters) == 3: def triggerfunc(p, h, y, sensors): return trigger(p, h, y) self.triggerfunc = triggerfunc # Case 2: The parachute is deployed at a given height elif isinstance(trigger, (int, float)): # The parachute is deployed at a given height def triggerfunc(p, h, y, sensors): # p = pressure considering parachute noise signal # h = height above ground level considering parachute noise signal # y = [x, y, z, vx, vy, vz, e0, e1, e2, e3, w1, w2, w3] return y[5] < 0 and h < trigger self.triggerfunc = triggerfunc # Case 3: The parachute is deployed at apogee elif trigger.lower() == "apogee": # The parachute is deployed at apogee def triggerfunc(p, h, y, sensors): # p = pressure considering parachute noise signal # h = height above ground level considering parachute noise signal # y = [x, y, z, vx, vy, vz, e0, e1, e2, e3, w1, w2, w3] return y[5] < 0 self.triggerfunc = triggerfunc # Case 4: Invalid trigger input else: raise ValueError( f"Unable to set the trigger function for parachute '{self.name}'. " + "Trigger must be a callable, a float value or the string 'apogee'. " + "See the Parachute class documentation for more information." )
[docs] def __str__(self): """Returns a string representation of the Parachute class. Returns ------- string String representation of Parachute class. It is human readable. """ return f"Parachute {self.name.title()} with a cd_s of {self.cd_s:.4f} m2"
[docs] def __repr__(self): """Representation method for the class, useful when debugging.""" return ( f"<Parachute {self.name} " + f"(cd_s = {self.cd_s:.4f} m2, trigger = {self.trigger})>" )
[docs] def info(self): """Prints information about the Parachute class.""" self.prints.all()
[docs] def all_info(self): """Prints all information about the Parachute class.""" self.info()
# self.plots.all() # TODO: Parachutes still doesn't have plots def to_dict(self, **kwargs): allow_pickle = kwargs.get("allow_pickle", True) trigger = self.trigger if callable(self.trigger) and not isinstance(self.trigger, Function): if allow_pickle: trigger = to_hex_encode(trigger) else: trigger = trigger.__name__ data = { "name": self.name, "cd_s": self.cd_s, "trigger": trigger, "sampling_rate": self.sampling_rate, "lag": self.lag, "noise": self.noise, "radius": self.radius, "drag_coefficient": self.drag_coefficient, "height": self.height, "porosity": self.porosity, } if kwargs.get("include_outputs", False): data["noise_signal"] = self.noise_signal data["noise_function"] = ( to_hex_encode(self.noise_function) if allow_pickle else self.noise_function.__name__ ) data["noisy_pressure_signal"] = self.noisy_pressure_signal data["clean_pressure_signal"] = self.clean_pressure_signal return data @classmethod def from_dict(cls, data): trigger = data["trigger"] try: trigger = from_hex_decode(trigger) except (TypeError, ValueError): pass parachute = cls( name=data["name"], cd_s=data["cd_s"], trigger=trigger, sampling_rate=data["sampling_rate"], lag=data["lag"], noise=data["noise"], radius=data.get("radius", None), drag_coefficient=data.get("drag_coefficient", 1.4), height=data.get("height", None), porosity=data.get("porosity", 0.0432), ) return parachute