Single-Phase Space Shuttle Reentry#
The problem of the space shuttle reentering Earth’s atmosphere is an optimal control problem governed by six equations of motion and limited by the aerodynamic heating rate. For a detailed layout of this problem and other optimal control problems see Betts [Bet10]. The governing equations of motion for this problem are:
where \(v\) \([ft/s]\) is airspeed, \(\gamma\) \([rad]\) is flight path angle, \(r\) \([ft]\) is distance from the center of the Earth, \(\psi\) \([rad]\) is azimuth, \(\theta\) \([rad]\) is latitude, \(D\) \([lb]\) is drag, \(m\) \([sl]\) is mass, \(g\) \([\frac{ft}{s^2}]\) is the local gravitational acceleration, \(L\) \([lb]\) is lift, \(\beta\) \([rad]\) is bank angle, \(h\) \([ft]\) is altitude, and \(\phi\) \([rad]\) is longitude. Mass is considered to be a constant for this case, because the model spans the time from when the shuttle begins reentry to the time right before the shuttle starts its engines. The engines are not actually running at any time during the model, so there is no thrust and thus no mass lost. The goal is to maximize the crossrange (latitude) that the shuttle can cover before reaching the final altitude, without exceding a maximum heat rate at the leading edges. This heat rate is constrained by \(q \leq 70\) where q \([\frac{btu}{ft^2s}]\) is the heating rate.
The initial conditions are
and the final conditions are
Notice that no final condition appears for \(\phi\). This is because none of the equations of motion actually depend on \(\phi\), and as a result, while \(\phi\) exists in the dymos model (last code block below) as a state variable, it does not exist as either an input or output in the ode (ShuttleODE group, second to last code block below).
This model uses four explicit OpenMDAO components. The first component computes the local atmospheric condition at the shuttle’s altitude. The second component computes the aerodynamic forces of lift and drag on the shuttle. The third component is where the heating rate on the leading edge of the shuttles wings is computed. The heating rate is given by \(q = q_a q_r\) where
and
where \(c_0, c_1, c_2,\) and \(c_3\) are constants, \(\alpha\) \([deg]\) is the angle of attack, \(\rho\) \([\frac{sl}{ft^3}]\) is local atmospheric density, and \(v\) \([\frac{ft}{s}]\) is velocity. The final component is where the equations of motion are implemented. These four components are put together in the ShuttleODE group, which is the top level ode that the dymos model sees.
Component Models#
Below is the code for the atmospheric component:
import numpy as np
import openmdao.api as om
class Atmosphere(om.ExplicitComponent):
"""
Defines the logarithmic atmosphere model for the shuttle reentry problem.
References
----------
.. [1] Betts, John T., Practical Methods for Optimal Control and Estimation Using Nonlinear
Programming, p. 248, 2010.
"""
def initialize(self):
self.options.declare('num_nodes', types=int)
def setup(self):
nn = self.options['num_nodes']
self.add_input('h', val=np.ones(nn), desc='altitude', units='ft')
self.add_output('rho', val=np.ones(nn), desc='local density', units='slug/ft**3')
partial_range = np.arange(nn, dtype=int)
self.declare_partials('rho', 'h', rows=partial_range, cols=partial_range)
def compute(self, inputs, outputs):
h = inputs['h']
h_r = 23800
rho_0 = .002378
outputs['rho'] = rho_0 * np.exp(-h / h_r)
def compute_partials(self, inputs, partials):
h = inputs['h']
h_r = 23800
rho_0 = .002378
partials['rho', 'h'] = -1 / h_r * rho_0 * np.exp(-h / h_r)
Below is the code for the aerodynamics component:
import numpy as np
import openmdao.api as om
class Aerodynamics(om.ExplicitComponent):
"""
Defines the aerodynamics for the shuttle reentry problem.
References
----------
.. [1] Betts, John T., Practical Methods for Optimal Control and Estimation Using Nonlinear
Programming, p. 248, 2010.
"""
def initialize(self):
self.options.declare('num_nodes', types=int)
def setup(self):
nn = self.options['num_nodes']
self.add_input('alpha', val=np.ones(nn), desc='angle of attack', units='deg')
self.add_input('v', val=np.ones(nn), desc='velocity of shuttle', units='ft/s')
self.add_input('rho', val=np.ones(nn), desc='local atmospheric density',
units='slug/ft**3')
self.add_output('drag', val=np.ones(nn), desc='drag on shuttle', units='lb')
self.add_output('lift', val=np.ones(nn), desc='lift on shuttle', units='lb')
partial_range = np.arange(nn, dtype=int)
self.declare_partials('drag', 'alpha', rows=partial_range, cols=partial_range)
self.declare_partials('drag', 'v', rows=partial_range, cols=partial_range)
self.declare_partials('drag', 'rho', rows=partial_range, cols=partial_range)
self.declare_partials('lift', 'alpha', rows=partial_range, cols=partial_range)
self.declare_partials('lift', 'v', rows=partial_range, cols=partial_range)
self.declare_partials('lift', 'rho', rows=partial_range, cols=partial_range)
def compute(self, inputs, outputs):
a_0 = -.20704
a_1 = .029244
b_0 = .07854
b_1 = -.61592e-2
b_2 = .621408e-3
S = 2690
alpha = inputs['alpha']
v = inputs['v']
rho = inputs['rho']
c_L = a_0 + a_1 * alpha
c_D = b_0 + b_1 * alpha + b_2 * alpha ** 2
outputs['drag'] = .5 * c_D * S * rho * v ** 2
outputs['lift'] = .5 * c_L * S * rho * v ** 2
def compute_partials(self, inputs, J):
alpha = inputs['alpha']
v = inputs['v']
rho = inputs['rho']
a_0 = -.20704
a_1 = .029244
b_0 = .07854
b_1 = -.61592e-2
b_2 = .621408e-3
S = 2690
c_L = a_0 + a_1 * alpha
c_D = b_0 + b_1 * alpha + b_2 * alpha ** 2
dD_dCD = .5 * S * rho * v ** 2
dCD_dalpha = b_1 + 2 * alpha * b_2
dL_dCL = dD_dCD
dCL_dalpha = a_1
J['drag', 'alpha'] = dD_dCD * dCD_dalpha
J['drag', 'v'] = c_D * S * rho * v
J['drag', 'rho'] = .5 * c_D * S * v ** 2
J['lift', 'alpha'] = dL_dCL * dCL_dalpha
J['lift', 'v'] = c_L * S * rho * v
J['lift', 'rho'] = .5 * c_L * S * v ** 2
Below is the code for the heating component:
import numpy as np
import openmdao.api as om
class AerodynamicHeating(om.ExplicitComponent):
"""
Defines the Aerodynamic heating equations for the shuttle reentry problem.
References
----------
.. [1] Betts, John T., Practical Methods for Optimal Control and Estimation Using Nonlinear
Programming, p. 248, 2010.
"""
def initialize(self):
self.options.declare('num_nodes', types=int)
def setup(self):
nn = self.options['num_nodes']
self.add_input('rho', val=np.ones(nn), desc='local density', units='slug/ft**3')
self.add_input('v', val=np.ones(nn), desc='velocity of shuttle', units='ft/s')
self.add_input('alpha', val=np.ones(nn), desc='angle of attack of shuttle',
units='deg')
self.add_output('q', val=np.ones(nn),
desc='aerodynamic heating on leading edge of shuttle',
units='Btu/ft**2/s')
partial_range = np.arange(nn)
self.declare_partials('q', 'rho', rows=partial_range, cols=partial_range)
self.declare_partials('q', 'v', rows=partial_range, cols=partial_range)
self.declare_partials('q', 'alpha', rows=partial_range, cols=partial_range)
def compute(self, inputs, outputs):
rho = inputs['rho']
v = inputs['v']
alpha = inputs['alpha']
c_0 = 1.0672181
c_1 = -0.19213774e-1
c_2 = 0.21286289e-3
c_3 = -0.10117249e-5
q_r = 17700.0 * np.sqrt(rho) * (0.0001 * v) ** 3.07
q_a = c_0 + c_1 * alpha + c_2 * alpha ** 2 + c_3 * alpha ** 3
outputs['q'] = q_r * q_a
def compute_partials(self, inputs, partials):
rho = inputs['rho']
v = inputs['v']
alpha = inputs['alpha']
c_0 = 1.0672181
c_1 = -.19213774e-1
c_2 = .21286289e-3
c_3 = -.10117249e-5
sqrt_rho = np.sqrt(rho)
q_r = 17700 * sqrt_rho * (.0001 * v) ** 3.07
q_a = c_0 + c_1 * alpha + c_2 * alpha ** 2 + c_3 * alpha ** 3
dqr_drho = 0.5 * q_r / rho
dqr_dv = 17700 * sqrt_rho * 0.0001 * 3.07 * (0.0001 * v) ** 2.07
dqa_dalpha = c_1 + 2 * c_2 * alpha + 3 * c_3 * alpha ** 2
partials['q', 'rho'] = dqr_drho * q_a
partials['q', 'v'] = dqr_dv * q_a
partials['q', 'alpha'] = dqa_dalpha * q_r
Below is the code for the component containing the equations of motion:
import numpy as np
from openmdao.api import ExplicitComponent, Problem
class FlightDynamics(ExplicitComponent):
"""
Defines the flight dynamics for the shuttle reentry problem.
References
----------
.. [1] Betts, John T., Practical Methods for Optimal Control and Estimation Using Nonlinear
Programming, p. 247, 2010.
"""
def initialize(self):
self.options.declare('num_nodes', types=int)
def setup(self):
nn = self.options['num_nodes']
self.add_input('beta', val=np.ones(nn), desc='bank angle', units='rad')
self.add_input('gamma', val=np.ones(nn), desc='flight path angle', units='rad')
self.add_input('h', val=np.ones(nn), desc='altitude of shuttle', units='ft')
self.add_input('psi', val=np.ones(nn), desc='azimuthal angle', units='rad')
self.add_input('theta', val=np.ones(nn), desc='latitude', units='rad')
self.add_input('v', val=np.ones(nn), desc='velocity of shuttle', units='ft/s')
self.add_input('lift', val=np.ones(nn), desc='lift on shuttle', units='lb')
self.add_input('drag', val=np.ones(nn), desc='drag on shuttle', units='lb')
self.add_output('hdot', val=np.ones(nn), desc='rate of change of altitude',
units='ft/s')
self.add_output('gammadot', val=np.ones(nn),
desc='rate of change of flight path angle', units='rad/s')
self.add_output('phidot', val=np.ones(nn), desc='rate of change of longitude',
units='rad/s')
self.add_output('psidot', val=np.ones(nn), desc='rate of change of azimuthal angle',
units='rad/s')
self.add_output('thetadot', val=np.ones(nn), desc='rate of change of latitude',
units='rad/s')
self.add_output('vdot', val=np.ones(nn), desc='rate of change of velocity',
units='ft/s**2')
partial_range = np.arange(nn, dtype=int)
self.declare_partials('hdot', 'v', rows=partial_range, cols=partial_range)
self.declare_partials('hdot', 'gamma', rows=partial_range, cols=partial_range)
self.declare_partials('gammadot', 'lift', rows=partial_range, cols=partial_range)
self.declare_partials('gammadot', 'h', rows=partial_range, cols=partial_range)
self.declare_partials('gammadot', 'beta', rows=partial_range, cols=partial_range)
self.declare_partials('gammadot', 'gamma', rows=partial_range, cols=partial_range)
self.declare_partials('gammadot', 'v', rows=partial_range, cols=partial_range)
self.declare_partials('phidot', 'v', rows=partial_range, cols=partial_range)
self.declare_partials('phidot', 'h', rows=partial_range, cols=partial_range)
self.declare_partials('phidot', 'gamma', rows=partial_range, cols=partial_range)
self.declare_partials('phidot', 'psi', rows=partial_range, cols=partial_range)
self.declare_partials('phidot', 'theta', rows=partial_range, cols=partial_range)
self.declare_partials('psidot', 'v', rows=partial_range, cols=partial_range)
self.declare_partials('psidot', 'gamma', rows=partial_range, cols=partial_range)
self.declare_partials('psidot', 'h', rows=partial_range, cols=partial_range)
self.declare_partials('psidot', 'beta', rows=partial_range, cols=partial_range)
self.declare_partials('psidot', 'theta', rows=partial_range, cols=partial_range)
self.declare_partials('psidot', 'psi', rows=partial_range, cols=partial_range)
self.declare_partials('psidot', 'lift', rows=partial_range, cols=partial_range)
self.declare_partials('thetadot', 'v', rows=partial_range, cols=partial_range)
self.declare_partials('thetadot', 'h', rows=partial_range, cols=partial_range)
self.declare_partials('thetadot', 'gamma', rows=partial_range, cols=partial_range)
self.declare_partials('thetadot', 'psi', rows=partial_range, cols=partial_range)
self.declare_partials('vdot', 'drag', rows=partial_range, cols=partial_range)
self.declare_partials('vdot', 'gamma', rows=partial_range, cols=partial_range)
self.declare_partials('vdot', 'h', rows=partial_range, cols=partial_range)
def compute(self, inputs, outputs):
v = inputs['v']
gamma = inputs['gamma']
theta = inputs['theta']
lift = inputs['lift']
drag = inputs['drag']
h = inputs['h']
beta = inputs['beta']
psi = inputs['psi']
g_0 = 32.174
w = 203000
R_e = 20902900
mu = .14076539e17
s_beta = np.sin(beta)
c_beta = np.cos(beta)
s_gamma = np.sin(gamma)
c_gamma = np.cos(gamma)
s_psi = np.sin(psi)
c_psi = np.cos(psi)
c_theta = np.cos(theta)
s_theta = np.sin(theta)
r = R_e + h
m = w / g_0
g = mu / r ** 2
outputs['hdot'] = v * s_gamma
outputs['gammadot'] = lift / (m * v) * c_beta + c_gamma * (v / r - g / v)
outputs['phidot'] = v / r * c_gamma * s_psi / c_theta
outputs['psidot'] = lift * s_beta / (m * v * c_gamma) + \
v * c_gamma * s_psi * s_theta / (r * c_theta)
outputs['thetadot'] = c_gamma * c_psi * v / r
outputs['vdot'] = -drag / m - g * s_gamma
def compute_partials(self, inputs, J):
v = inputs['v']
gamma = inputs['gamma']
theta = inputs['theta']
lift = inputs['lift']
h = inputs['h']
beta = inputs['beta']
psi = inputs['psi']
g_0 = 32.174
w = 203000
R_e = 20902900
mu = .14076539e17
s_beta = np.sin(beta)
c_beta = np.cos(beta)
s_gamma = np.sin(gamma)
c_gamma = np.cos(gamma)
s_psi = np.sin(psi)
c_psi = np.cos(psi)
c_theta = np.cos(theta)
s_theta = np.sin(theta)
r = R_e + h
m = w / g_0
g = mu / r ** 2
J['hdot', 'v'] = s_gamma
J['hdot', 'gamma'] = v * c_gamma
J['gammadot', 'lift'] = c_beta / (m * v)
J['gammadot', 'h'] = c_gamma * (-v / r ** 2 + 2 * mu / (r ** 3 * v))
J['gammadot', 'beta'] = -lift / (m * v) * s_beta
J['gammadot', 'gamma'] = -s_gamma * (v / r - g / v)
J['gammadot', 'v'] = -lift / (m * v ** 2) * c_beta + c_gamma * (1 / r + g / v ** 2)
J['phidot', 'v'] = c_gamma * s_psi / (c_theta * r)
J['phidot', 'h'] = -v / r ** 2 * c_gamma * s_psi / c_theta
J['phidot', 'gamma'] = -v / r * s_gamma * s_psi / c_theta
J['phidot', 'psi'] = v / r * c_gamma * c_psi / c_theta
J['phidot', 'theta'] = v / r * c_gamma * s_psi / (c_theta ** 2) * s_theta
J['psidot', 'v'] = -lift * s_beta / (m * c_gamma * v ** 2) + \
c_gamma * s_psi * s_theta / (r * c_theta)
J['psidot', 'gamma'] = lift * s_beta / (m * v * c_gamma ** 2) * s_gamma - \
v * s_gamma * s_psi * s_theta / (r * c_theta)
J['psidot', 'h'] = -v * c_gamma * s_psi * s_theta / (c_theta * r ** 2)
J['psidot', 'beta'] = lift * c_beta / (m * v * c_gamma)
J['psidot', 'theta'] = v * c_gamma * s_psi / (r * c_theta ** 2)
J['psidot', 'psi'] = v * c_gamma * c_psi * s_theta / (r * c_theta)
J['psidot', 'lift'] = s_beta / (m * v * c_gamma)
J['thetadot', 'v'] = c_gamma * c_psi / r
J['thetadot', 'h'] = -v / r ** 2 * c_gamma * c_psi
J['thetadot', 'gamma'] = -v / r * s_gamma * c_psi
J['thetadot', 'psi'] = -v / r * c_gamma * s_psi
J['vdot', 'h'] = 2 * s_gamma * mu / r ** 3
J['vdot', 'drag'] = -1 / m
J['vdot', 'gamma'] = -g * c_gamma
Defining the ODE#
Below is the code for the top level ode group that will be fed to dymos:
from openmdao.api import Group
class ShuttleODE(Group):
"""
The ODE for the Shuttle reentry problem.
References
----------
.. [1] Betts, John T., Practical Methods for Optimal Control and Estimation Using Nonlinear
Programming, p. 248, 2010.
"""
def initialize(self):
self.options.declare('num_nodes', types=int)
def setup(self):
nn = self.options['num_nodes']
self.add_subsystem('atmosphere', subsys=Atmosphere(num_nodes=nn),
promotes_inputs=['h'], promotes_outputs=['rho'])
self.add_subsystem('aerodynamics', subsys=Aerodynamics(num_nodes=nn),
promotes_inputs=['alpha', 'v', 'rho'],
promotes_outputs=['lift', 'drag'])
self.add_subsystem('heating', subsys=AerodynamicHeating(num_nodes=nn),
promotes_inputs=['rho', 'v', 'alpha'], promotes_outputs=['q'])
self.add_subsystem('eom', subsys=FlightDynamics(num_nodes=nn),
promotes_inputs=['beta', 'gamma', 'h', 'psi', 'theta', 'v', 'lift',
'drag'],
promotes_outputs=['hdot', 'gammadot', 'phidot', 'psidot', 'thetadot',
'vdot'])
Building and running the problem#
The following code is the dymos implementation of the model. As the code shows, there are six states, two controls, and one constraint in the model. The states are \(h, v, \phi, \gamma, \theta,\) and \(\psi\). The two controls are \(\alpha\) and \(\beta\), and the constraint is \(q\).
import openmdao.api as om
import dymos as dm
from dymos.examples.shuttle_reentry.shuttle_ode import ShuttleODE
from dymos.examples.plotting import plot_results
import matplotlib.pyplot as plt
# Instantiate the problem, add the driver, and allow it to use coloring
p = om.Problem(model=om.Group())
p.driver = om.pyOptSparseDriver()
p.driver.declare_coloring()
p.driver.options['optimizer'] = 'SLSQP'
# Instantiate the trajectory and add a phase to it
traj = p.model.add_subsystem('traj', dm.Trajectory())
phase0 = traj.add_phase('phase0',
dm.Phase(ode_class=ShuttleODE,
transcription=dm.Radau(num_segments=15, order=3)))
phase0.set_time_options(fix_initial=True, units='s', duration_ref=200)
phase0.add_state('h', fix_initial=True, fix_final=True, units='ft', rate_source='hdot',
lower=0, ref0=75000, ref=300000, defect_ref=1000)
phase0.add_state('gamma', fix_initial=True, fix_final=True, units='rad',
rate_source='gammadot',
lower=-89. * np.pi / 180, upper=89. * np.pi / 180)
phase0.add_state('phi', fix_initial=True, fix_final=False, units='rad',
rate_source='phidot', lower=0, upper=89. * np.pi / 180)
phase0.add_state('psi', fix_initial=True, fix_final=False, units='rad',
rate_source='psidot', lower=0, upper=90. * np.pi / 180)
phase0.add_state('theta', fix_initial=True, fix_final=False, units='rad',
rate_source='thetadot',
lower=-89. * np.pi / 180, upper=89. * np.pi / 180)
phase0.add_state('v', fix_initial=True, fix_final=True, units='ft/s',
rate_source='vdot', lower=0, ref0=2500, ref=25000)
phase0.add_control('alpha', units='rad', opt=True, lower=-np.pi / 2, upper=np.pi / 2, )
phase0.add_control('beta', units='rad', opt=True, lower=-89 * np.pi / 180, upper=1 * np.pi / 180, )
# The original implementation by Betts includes a heating rate path constraint.
# This will work with the SNOPT optimizer but SLSQP has difficulty converging the solution.
# phase0.add_path_constraint('q', lower=0, upper=70, ref=70)
phase0.add_timeseries_output('q', shape=(1,))
phase0.add_objective('theta', loc='final', ref=-0.01)
p.setup(check=True)
p.set_val('traj.phase0.t_initial', 0, units='s')
p.set_val('traj.phase0.t_duration', 2000, units='s')
p.set_val('traj.phase0.states:h',
phase0.interp('h', [260000, 80000]), units='ft')
p.set_val('traj.phase0.states:gamma',
phase0.interp('gamma', [-1, -5]), units='deg')
p.set_val('traj.phase0.states:phi',
phase0.interp('phi', [0, 75]), units='deg')
p.set_val('traj.phase0.states:psi',
phase0.interp('psi', [90, 10]), units='deg')
p.set_val('traj.phase0.states:theta',
phase0.interp('theta', [0, 25]), units='deg')
p.set_val('traj.phase0.states:v',
phase0.interp('v', [25600, 2500]), units='ft/s')
p.set_val('traj.phase0.controls:alpha',
phase0.interp('alpha', ys=[17.4, 17.4]), units='deg')
p.set_val('traj.phase0.controls:beta',
phase0.interp('beta', ys=[-75, 0]), units='deg')
# Run the driver
dm.run_problem(p, simulate=True)
--- Constraint Report [traj] ---
--- phase0 ---
None
INFO: checking out_of_order
INFO:check_config:checking out_of_order
INFO: checking system
INFO:check_config:checking system
INFO: checking solvers
INFO:check_config:checking solvers
INFO: checking dup_inputs
INFO:check_config:checking dup_inputs
INFO: checking missing_recorders
INFO:check_config:checking missing_recorders
WARNING: The Problem has no recorder of any kind attached
WARNING:check_config:The Problem has no recorder of any kind attached
INFO: checking unserializable_options
INFO:check_config:checking unserializable_options
INFO: checking comp_has_no_outputs
INFO:check_config:checking comp_has_no_outputs
INFO: checking auto_ivc_warnings
INFO:check_config:checking auto_ivc_warnings
Model viewer data has already been recorded for Driver.
INFO: checking out_of_order
INFO:check_config:checking out_of_order
INFO: checking system
INFO:check_config:checking system
INFO: checking solvers
INFO:check_config:checking solvers
INFO: checking dup_inputs
INFO:check_config:checking dup_inputs
INFO: checking missing_recorders
INFO:check_config:checking missing_recorders
WARNING: The Problem has no recorder of any kind attached
WARNING:check_config:The Problem has no recorder of any kind attached
INFO: checking unserializable_options
INFO:check_config:checking unserializable_options
INFO: checking comp_has_no_outputs
INFO:check_config:checking comp_has_no_outputs
INFO: checking auto_ivc_warnings
INFO:check_config:checking auto_ivc_warnings
Model viewer data has already been recorded for Driver.
INFO: checking out_of_order
INFO:check_config:checking out_of_order
INFO: checking system
INFO:check_config:checking system
INFO: checking solvers
INFO:check_config:checking solvers
INFO: checking dup_inputs
INFO:check_config:checking dup_inputs
INFO: checking missing_recorders
INFO:check_config:checking missing_recorders
WARNING: The Problem has no recorder of any kind attached
WARNING:check_config:The Problem has no recorder of any kind attached
INFO: checking unserializable_options
INFO:check_config:checking unserializable_options
INFO: checking comp_has_no_outputs
INFO:check_config:checking comp_has_no_outputs
INFO: checking auto_ivc_warnings
INFO:check_config:checking auto_ivc_warnings
Full total jacobian was computed 3 times, taking 1.285069 seconds.
Total jacobian shape: (327, 358)
Jacobian shape: (327, 358) ( 2.30% nonzero)
FWD solves: 20 REV solves: 0
Total colors vs. total size: 20 vs 358 (94.4% improvement)
Sparsity computed using tolerance: 1e-25
Time to compute sparsity: 1.285069 sec.
Time to compute coloring: 0.394719 sec.
Memory to compute coloring: 0.000000 MB.
/usr/share/miniconda/envs/test/lib/python3.10/site-packages/dymos/examples/shuttle_reentry/heating_comp.py:45: RuntimeWarning: invalid value encountered in power
q_r = 17700.0 * np.sqrt(rho) * (0.0001 * v) ** 3.07
Optimization Problem -- Optimization using pyOpt_sparse
================================================================================
Objective Function: _objfunc
Solution:
--------------------------------------------------------------------------------
Total Time: 31.0079
User Objective Time : 0.5425
User Sensitivity Time : 4.0264
Interface Time : 1.3043
Opt Solver Time: 25.1347
Calls to Objective Function : 274
Calls to Sens Function : 141
Objectives
Index Name Value
0 traj.phases.phase0.indep_states.states:theta -5.957515E+01
Variables (c - continuous, i - integer, d - discrete)
Index Name Type Lower Bound Value Upper Bound Status
0 traj.phases.phase0.time_extents.t_duration_0 c -5.000000E+18 1.004142E+01 5.000000E+18
1 traj.phases.phase0.indep_states.states:h_0 c -3.333333E-01 7.284159E-01 4.444444E+15
2 traj.phases.phase0.indep_states.states:h_1 c -3.333333E-01 6.156161E-01 4.444444E+15
3 traj.phases.phase0.indep_states.states:h_2 c -3.333333E-01 5.881392E-01 4.444444E+15
4 traj.phases.phase0.indep_states.states:h_3 c -3.333333E-01 5.549055E-01 4.444444E+15
5 traj.phases.phase0.indep_states.states:h_4 c -3.333333E-01 5.678795E-01 4.444444E+15
6 traj.phases.phase0.indep_states.states:h_5 c -3.333333E-01 5.831409E-01 4.444444E+15
7 traj.phases.phase0.indep_states.states:h_6 c -3.333333E-01 6.121451E-01 4.444444E+15
8 traj.phases.phase0.indep_states.states:h_7 c -3.333333E-01 6.265189E-01 4.444444E+15
9 traj.phases.phase0.indep_states.states:h_8 c -3.333333E-01 6.206406E-01 4.444444E+15
10 traj.phases.phase0.indep_states.states:h_9 c -3.333333E-01 5.951359E-01 4.444444E+15
11 traj.phases.phase0.indep_states.states:h_10 c -3.333333E-01 5.502189E-01 4.444444E+15
12 traj.phases.phase0.indep_states.states:h_11 c -3.333333E-01 5.392159E-01 4.444444E+15
13 traj.phases.phase0.indep_states.states:h_12 c -3.333333E-01 5.283045E-01 4.444444E+15
14 traj.phases.phase0.indep_states.states:h_13 c -3.333333E-01 5.314225E-01 4.444444E+15
15 traj.phases.phase0.indep_states.states:h_14 c -3.333333E-01 5.333901E-01 4.444444E+15
16 traj.phases.phase0.indep_states.states:h_15 c -3.333333E-01 5.294809E-01 4.444444E+15
17 traj.phases.phase0.indep_states.states:h_16 c -3.333333E-01 5.100674E-01 4.444444E+15
18 traj.phases.phase0.indep_states.states:h_17 c -3.333333E-01 5.014967E-01 4.444444E+15
19 traj.phases.phase0.indep_states.states:h_18 c -3.333333E-01 4.869279E-01 4.444444E+15
20 traj.phases.phase0.indep_states.states:h_19 c -3.333333E-01 4.779607E-01 4.444444E+15
21 traj.phases.phase0.indep_states.states:h_20 c -3.333333E-01 4.777471E-01 4.444444E+15
22 traj.phases.phase0.indep_states.states:h_21 c -3.333333E-01 4.727101E-01 4.444444E+15
23 traj.phases.phase0.indep_states.states:h_22 c -3.333333E-01 4.551821E-01 4.444444E+15
24 traj.phases.phase0.indep_states.states:h_23 c -3.333333E-01 4.469347E-01 4.444444E+15
25 traj.phases.phase0.indep_states.states:h_24 c -3.333333E-01 4.317130E-01 4.444444E+15
26 traj.phases.phase0.indep_states.states:h_25 c -3.333333E-01 4.192045E-01 4.444444E+15
27 traj.phases.phase0.indep_states.states:h_26 c -3.333333E-01 4.173268E-01 4.444444E+15
28 traj.phases.phase0.indep_states.states:h_27 c -3.333333E-01 4.089570E-01 4.444444E+15
29 traj.phases.phase0.indep_states.states:h_28 c -3.333333E-01 3.894636E-01 4.444444E+15
30 traj.phases.phase0.indep_states.states:h_29 c -3.333333E-01 3.816042E-01 4.444444E+15
31 traj.phases.phase0.indep_states.states:h_30 c -3.333333E-01 3.661114E-01 4.444444E+15
32 traj.phases.phase0.indep_states.states:h_31 c -3.333333E-01 3.470618E-01 4.444444E+15
33 traj.phases.phase0.indep_states.states:h_32 c -3.333333E-01 3.409513E-01 4.444444E+15
34 traj.phases.phase0.indep_states.states:h_33 c -3.333333E-01 3.245332E-01 4.444444E+15
35 traj.phases.phase0.indep_states.states:h_34 c -3.333333E-01 2.998636E-01 4.444444E+15
36 traj.phases.phase0.indep_states.states:h_35 c -3.333333E-01 2.920833E-01 4.444444E+15
37 traj.phases.phase0.indep_states.states:h_36 c -3.333333E-01 2.728221E-01 4.444444E+15
38 traj.phases.phase0.indep_states.states:h_37 c -3.333333E-01 2.423549E-01 4.444444E+15
39 traj.phases.phase0.indep_states.states:h_38 c -3.333333E-01 2.319041E-01 4.444444E+15
40 traj.phases.phase0.indep_states.states:h_39 c -3.333333E-01 2.075987E-01 4.444444E+15
41 traj.phases.phase0.indep_states.states:h_40 c -3.333333E-01 1.651010E-01 4.444444E+15
42 traj.phases.phase0.indep_states.states:h_41 c -3.333333E-01 1.477369E-01 4.444444E+15
43 traj.phases.phase0.indep_states.states:h_42 c -3.333333E-01 1.041282E-01 4.444444E+15
44 traj.phases.phase0.indep_states.states:h_43 c -3.333333E-01 4.169697E-02 4.444444E+15
45 traj.phases.phase0.indep_states.states:gamma_0 c -1.553343E+00 -1.691899E-02 1.553343E+00
46 traj.phases.phase0.indep_states.states:gamma_1 c -1.553343E+00 -1.282756E-02 1.553343E+00
47 traj.phases.phase0.indep_states.states:gamma_2 c -1.553343E+00 -1.023681E-02 1.553343E+00
48 traj.phases.phase0.indep_states.states:gamma_3 c -1.553343E+00 -2.575163E-03 1.553343E+00
49 traj.phases.phase0.indep_states.states:gamma_4 c -1.553343E+00 5.849400E-03 1.553343E+00
50 traj.phases.phase0.indep_states.states:gamma_5 c -1.553343E+00 6.424899E-03 1.553343E+00
51 traj.phases.phase0.indep_states.states:gamma_6 c -1.553343E+00 4.800267E-03 1.553343E+00
52 traj.phases.phase0.indep_states.states:gamma_7 c -1.553343E+00 -1.346038E-03 1.553343E+00
53 traj.phases.phase0.indep_states.states:gamma_8 c -1.553343E+00 -3.415126E-03 1.553343E+00
54 traj.phases.phase0.indep_states.states:gamma_9 c -1.553343E+00 -6.633955E-03 1.553343E+00
55 traj.phases.phase0.indep_states.states:gamma_10 c -1.553343E+00 -6.054919E-03 1.553343E+00
56 traj.phases.phase0.indep_states.states:gamma_11 c -1.553343E+00 -4.311191E-03 1.553343E+00
57 traj.phases.phase0.indep_states.states:gamma_12 c -1.553343E+00 -7.188229E-04 1.553343E+00
58 traj.phases.phase0.indep_states.states:gamma_13 c -1.553343E+00 1.108953E-03 1.553343E+00
59 traj.phases.phase0.indep_states.states:gamma_14 c -1.553343E+00 3.170369E-04 1.553343E+00
60 traj.phases.phase0.indep_states.states:gamma_15 c -1.553343E+00 -2.055009E-03 1.553343E+00
61 traj.phases.phase0.indep_states.states:gamma_16 c -1.553343E+00 -4.490201E-03 1.553343E+00
62 traj.phases.phase0.indep_states.states:gamma_17 c -1.553343E+00 -4.415397E-03 1.553343E+00
63 traj.phases.phase0.indep_states.states:gamma_18 c -1.553343E+00 -2.808303E-03 1.553343E+00
64 traj.phases.phase0.indep_states.states:gamma_19 c -1.553343E+00 -5.047880E-04 1.553343E+00
65 traj.phases.phase0.indep_states.states:gamma_20 c -1.553343E+00 -5.261232E-04 1.553343E+00
66 traj.phases.phase0.indep_states.states:gamma_21 c -1.553343E+00 -2.253831E-03 1.553343E+00
67 traj.phases.phase0.indep_states.states:gamma_22 c -1.553343E+00 -5.020436E-03 1.553343E+00
68 traj.phases.phase0.indep_states.states:gamma_23 c -1.553343E+00 -5.225160E-03 1.553343E+00
69 traj.phases.phase0.indep_states.states:gamma_24 c -1.553343E+00 -3.871730E-03 1.553343E+00
70 traj.phases.phase0.indep_states.states:gamma_25 c -1.553343E+00 -1.772826E-03 1.553343E+00
71 traj.phases.phase0.indep_states.states:gamma_26 c -1.553343E+00 -1.892008E-03 1.553343E+00
72 traj.phases.phase0.indep_states.states:gamma_27 c -1.553343E+00 -3.795759E-03 1.553343E+00
73 traj.phases.phase0.indep_states.states:gamma_28 c -1.553343E+00 -6.370021E-03 1.553343E+00
74 traj.phases.phase0.indep_states.states:gamma_29 c -1.553343E+00 -6.429732E-03 1.553343E+00
75 traj.phases.phase0.indep_states.states:gamma_30 c -1.553343E+00 -5.801696E-03 1.553343E+00
76 traj.phases.phase0.indep_states.states:gamma_31 c -1.553343E+00 -6.055770E-03 1.553343E+00
77 traj.phases.phase0.indep_states.states:gamma_32 c -1.553343E+00 -6.903779E-03 1.553343E+00
78 traj.phases.phase0.indep_states.states:gamma_33 c -1.553343E+00 -8.421686E-03 1.553343E+00
79 traj.phases.phase0.indep_states.states:gamma_34 c -1.553343E+00 -9.713284E-03 1.553343E+00
80 traj.phases.phase0.indep_states.states:gamma_35 c -1.553343E+00 -1.006022E-02 1.553343E+00
81 traj.phases.phase0.indep_states.states:gamma_36 c -1.553343E+00 -1.259546E-02 1.553343E+00
82 traj.phases.phase0.indep_states.states:gamma_37 c -1.553343E+00 -1.659486E-02 1.553343E+00
83 traj.phases.phase0.indep_states.states:gamma_38 c -1.553343E+00 -1.736904E-02 1.553343E+00
84 traj.phases.phase0.indep_states.states:gamma_39 c -1.553343E+00 -2.171651E-02 1.553343E+00
85 traj.phases.phase0.indep_states.states:gamma_40 c -1.553343E+00 -3.753268E-02 1.553343E+00
86 traj.phases.phase0.indep_states.states:gamma_41 c -1.553343E+00 -4.535755E-02 1.553343E+00
87 traj.phases.phase0.indep_states.states:gamma_42 c -1.553343E+00 -5.729613E-02 1.553343E+00
88 traj.phases.phase0.indep_states.states:gamma_43 c -1.553343E+00 -7.666873E-02 1.553343E+00
89 traj.phases.phase0.indep_states.states:phi_0 c 0.000000E+00 5.749288E-02 1.553343E+00
90 traj.phases.phase0.indep_states.states:phi_1 c 0.000000E+00 1.364708E-01 1.553343E+00
91 traj.phases.phase0.indep_states.states:phi_2 c 0.000000E+00 1.612834E-01 1.553343E+00
92 traj.phases.phase0.indep_states.states:phi_3 c 0.000000E+00 2.173349E-01 1.553343E+00
93 traj.phases.phase0.indep_states.states:phi_4 c 0.000000E+00 2.926232E-01 1.553343E+00
94 traj.phases.phase0.indep_states.states:phi_5 c 0.000000E+00 3.158916E-01 1.553343E+00
95 traj.phases.phase0.indep_states.states:phi_6 c 0.000000E+00 3.685435E-01 1.553343E+00
96 traj.phases.phase0.indep_states.states:phi_7 c 0.000000E+00 4.398906E-01 1.553343E+00
97 traj.phases.phase0.indep_states.states:phi_8 c 0.000000E+00 4.622262E-01 1.553343E+00
98 traj.phases.phase0.indep_states.states:phi_9 c 0.000000E+00 5.128565E-01 1.553343E+00
99 traj.phases.phase0.indep_states.states:phi_10 c 0.000000E+00 5.812393E-01 1.553343E+00
100 traj.phases.phase0.indep_states.states:phi_11 c 0.000000E+00 6.024325E-01 1.553343E+00
101 traj.phases.phase0.indep_states.states:phi_12 c 0.000000E+00 6.498909E-01 1.553343E+00
102 traj.phases.phase0.indep_states.states:phi_13 c 0.000000E+00 7.129270E-01 1.553343E+00
103 traj.phases.phase0.indep_states.states:phi_14 c 0.000000E+00 7.322843E-01 1.553343E+00
104 traj.phases.phase0.indep_states.states:phi_15 c 0.000000E+00 7.756898E-01 1.553343E+00
105 traj.phases.phase0.indep_states.states:phi_16 c 0.000000E+00 8.333483E-01 1.553343E+00
106 traj.phases.phase0.indep_states.states:phi_17 c 0.000000E+00 8.510380E-01 1.553343E+00
107 traj.phases.phase0.indep_states.states:phi_18 c 0.000000E+00 8.903591E-01 1.553343E+00
108 traj.phases.phase0.indep_states.states:phi_19 c 0.000000E+00 9.418062E-01 1.553343E+00
109 traj.phases.phase0.indep_states.states:phi_20 c 0.000000E+00 9.573849E-01 1.553343E+00
110 traj.phases.phase0.indep_states.states:phi_21 c 0.000000E+00 9.918853E-01 1.553343E+00
111 traj.phases.phase0.indep_states.states:phi_22 c 0.000000E+00 1.036771E+00 1.553343E+00
112 traj.phases.phase0.indep_states.states:phi_23 c 0.000000E+00 1.050316E+00 1.553343E+00
113 traj.phases.phase0.indep_states.states:phi_24 c 0.000000E+00 1.080000E+00 1.553343E+00
114 traj.phases.phase0.indep_states.states:phi_25 c 0.000000E+00 1.117849E+00 1.553343E+00
115 traj.phases.phase0.indep_states.states:phi_26 c 0.000000E+00 1.129060E+00 1.553343E+00
116 traj.phases.phase0.indep_states.states:phi_27 c 0.000000E+00 1.153438E+00 1.553343E+00
117 traj.phases.phase0.indep_states.states:phi_28 c 0.000000E+00 1.184106E+00 1.553343E+00
118 traj.phases.phase0.indep_states.states:phi_29 c 0.000000E+00 1.193097E+00 1.553343E+00
119 traj.phases.phase0.indep_states.states:phi_30 c 0.000000E+00 1.212321E+00 1.553343E+00
120 traj.phases.phase0.indep_states.states:phi_31 c 0.000000E+00 1.235760E+00 1.553343E+00
121 traj.phases.phase0.indep_states.states:phi_32 c 0.000000E+00 1.242439E+00 1.553343E+00
122 traj.phases.phase0.indep_states.states:phi_33 c 0.000000E+00 1.256447E+00 1.553343E+00
123 traj.phases.phase0.indep_states.states:phi_34 c 0.000000E+00 1.272889E+00 1.553343E+00
124 traj.phases.phase0.indep_states.states:phi_35 c 0.000000E+00 1.277414E+00 1.553343E+00
125 traj.phases.phase0.indep_states.states:phi_36 c 0.000000E+00 1.286608E+00 1.553343E+00
126 traj.phases.phase0.indep_states.states:phi_37 c 0.000000E+00 1.296777E+00 1.553343E+00
127 traj.phases.phase0.indep_states.states:phi_38 c 0.000000E+00 1.299423E+00 1.553343E+00
128 traj.phases.phase0.indep_states.states:phi_39 c 0.000000E+00 1.304525E+00 1.553343E+00
129 traj.phases.phase0.indep_states.states:phi_40 c 0.000000E+00 1.309634E+00 1.553343E+00
130 traj.phases.phase0.indep_states.states:phi_41 c 0.000000E+00 1.310848E+00 1.553343E+00
131 traj.phases.phase0.indep_states.states:phi_42 c 0.000000E+00 1.313014E+00 1.553343E+00
132 traj.phases.phase0.indep_states.states:phi_43 c 0.000000E+00 1.314909E+00 1.553343E+00
133 traj.phases.phase0.indep_states.states:phi_44 c 0.000000E+00 1.315328E+00 1.553343E+00
134 traj.phases.phase0.indep_states.states:psi_0 c 0.000000E+00 1.565674E+00 1.570796E+00
135 traj.phases.phase0.indep_states.states:psi_1 c 0.000000E+00 1.545940E+00 1.570796E+00
136 traj.phases.phase0.indep_states.states:psi_2 c 0.000000E+00 1.534776E+00 1.570796E+00
137 traj.phases.phase0.indep_states.states:psi_3 c 0.000000E+00 1.500315E+00 1.570796E+00
138 traj.phases.phase0.indep_states.states:psi_4 c 0.000000E+00 1.449365E+00 1.570796E+00
139 traj.phases.phase0.indep_states.states:psi_5 c 0.000000E+00 1.436820E+00 1.570796E+00
140 traj.phases.phase0.indep_states.states:psi_6 c 0.000000E+00 1.414016E+00 1.570796E+00
141 traj.phases.phase0.indep_states.states:psi_7 c 0.000000E+00 1.390786E+00 1.570796E+00
142 traj.phases.phase0.indep_states.states:psi_8 c 0.000000E+00 1.383873E+00 1.570796E+00
143 traj.phases.phase0.indep_states.states:psi_9 c 0.000000E+00 1.365824E+00 1.570796E+00
144 traj.phases.phase0.indep_states.states:psi_10 c 0.000000E+00 1.331841E+00 1.570796E+00
145 traj.phases.phase0.indep_states.states:psi_11 c 0.000000E+00 1.317938E+00 1.570796E+00
146 traj.phases.phase0.indep_states.states:psi_12 c 0.000000E+00 1.284235E+00 1.570796E+00
147 traj.phases.phase0.indep_states.states:psi_13 c 0.000000E+00 1.238927E+00 1.570796E+00
148 traj.phases.phase0.indep_states.states:psi_14 c 0.000000E+00 1.226295E+00 1.570796E+00
149 traj.phases.phase0.indep_states.states:psi_15 c 0.000000E+00 1.198170E+00 1.570796E+00
150 traj.phases.phase0.indep_states.states:psi_16 c 0.000000E+00 1.157989E+00 1.570796E+00
151 traj.phases.phase0.indep_states.states:psi_17 c 0.000000E+00 1.143957E+00 1.570796E+00
152 traj.phases.phase0.indep_states.states:psi_18 c 0.000000E+00 1.109316E+00 1.570796E+00
153 traj.phases.phase0.indep_states.states:psi_19 c 0.000000E+00 1.059696E+00 1.570796E+00
154 traj.phases.phase0.indep_states.states:psi_20 c 0.000000E+00 1.044516E+00 1.570796E+00
155 traj.phases.phase0.indep_states.states:psi_21 c 0.000000E+00 1.011084E+00 1.570796E+00
156 traj.phases.phase0.indep_states.states:psi_22 c 0.000000E+00 9.643017E-01 1.570796E+00
157 traj.phases.phase0.indep_states.states:psi_23 c 0.000000E+00 9.484961E-01 1.570796E+00
158 traj.phases.phase0.indep_states.states:psi_24 c 0.000000E+00 9.097985E-01 1.570796E+00
159 traj.phases.phase0.indep_states.states:psi_25 c 0.000000E+00 8.544317E-01 1.570796E+00
160 traj.phases.phase0.indep_states.states:psi_26 c 0.000000E+00 8.372756E-01 1.570796E+00
161 traj.phases.phase0.indep_states.states:psi_27 c 0.000000E+00 7.990071E-01 1.570796E+00
162 traj.phases.phase0.indep_states.states:psi_28 c 0.000000E+00 7.453695E-01 1.570796E+00
163 traj.phases.phase0.indep_states.states:psi_29 c 0.000000E+00 7.275174E-01 1.570796E+00
164 traj.phases.phase0.indep_states.states:psi_30 c 0.000000E+00 6.850174E-01 1.570796E+00
165 traj.phases.phase0.indep_states.states:psi_31 c 0.000000E+00 6.246545E-01 1.570796E+00
166 traj.phases.phase0.indep_states.states:psi_32 c 0.000000E+00 6.055319E-01 1.570796E+00
167 traj.phases.phase0.indep_states.states:psi_33 c 0.000000E+00 5.612272E-01 1.570796E+00
168 traj.phases.phase0.indep_states.states:psi_34 c 0.000000E+00 4.989078E-01 1.570796E+00
169 traj.phases.phase0.indep_states.states:psi_35 c 0.000000E+00 4.789250E-01 1.570796E+00
170 traj.phases.phase0.indep_states.states:psi_36 c 0.000000E+00 4.332275E-01 1.570796E+00
171 traj.phases.phase0.indep_states.states:psi_37 c 0.000000E+00 3.693714E-01 1.570796E+00
172 traj.phases.phase0.indep_states.states:psi_38 c 0.000000E+00 3.488178E-01 1.570796E+00
173 traj.phases.phase0.indep_states.states:psi_39 c 0.000000E+00 3.020497E-01 1.570796E+00
174 traj.phases.phase0.indep_states.states:psi_40 c 0.000000E+00 2.396896E-01 1.570796E+00
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340 traj.phases.phase0.control_group.indep_controls.controls:beta_27 c -1.553343E+00 -5.760319E-01 1.745329E-02
341 traj.phases.phase0.control_group.indep_controls.controls:beta_28 c -1.553343E+00 -5.375246E-01 1.745329E-02
342 traj.phases.phase0.control_group.indep_controls.controls:beta_29 c -1.553343E+00 -4.947072E-01 1.745329E-02
343 traj.phases.phase0.control_group.indep_controls.controls:beta_30 c -1.553343E+00 -4.836475E-01 1.745329E-02
344 traj.phases.phase0.control_group.indep_controls.controls:beta_31 c -1.553343E+00 -4.577715E-01 1.745329E-02
345 traj.phases.phase0.control_group.indep_controls.controls:beta_32 c -1.553343E+00 -4.157560E-01 1.745329E-02
346 traj.phases.phase0.control_group.indep_controls.controls:beta_33 c -1.553343E+00 -4.009333E-01 1.745329E-02
347 traj.phases.phase0.control_group.indep_controls.controls:beta_34 c -1.553343E+00 -3.668172E-01 1.745329E-02
348 traj.phases.phase0.control_group.indep_controls.controls:beta_35 c -1.553343E+00 -3.219295E-01 1.745329E-02
349 traj.phases.phase0.control_group.indep_controls.controls:beta_36 c -1.553343E+00 -3.082507E-01 1.745329E-02
350 traj.phases.phase0.control_group.indep_controls.controls:beta_37 c -1.553343E+00 -2.775355E-01 1.745329E-02
351 traj.phases.phase0.control_group.indep_controls.controls:beta_38 c -1.553343E+00 -2.361963E-01 1.745329E-02
352 traj.phases.phase0.control_group.indep_controls.controls:beta_39 c -1.553343E+00 -2.233642E-01 1.745329E-02
353 traj.phases.phase0.control_group.indep_controls.controls:beta_40 c -1.553343E+00 -1.938419E-01 1.745329E-02
354 traj.phases.phase0.control_group.indep_controls.controls:beta_41 c -1.553343E+00 -1.521989E-01 1.745329E-02
355 traj.phases.phase0.control_group.indep_controls.controls:beta_42 c -1.553343E+00 -1.387996E-01 1.745329E-02
356 traj.phases.phase0.control_group.indep_controls.controls:beta_43 c -1.553343E+00 -1.026118E-01 1.745329E-02
357 traj.phases.phase0.control_group.indep_controls.controls:beta_44 c -1.553343E+00 -3.500069E-02 1.745329E-02
Constraints (i - inequality, e - equality)
Index Name Type Lower Value Upper Status Lagrange Multiplier (N/A)
0 traj.phases.phase0.collocation_constraint.defects:h e 0.000000E+00 5.707889E-14 0.000000E+00 9.00000E+100
1 traj.phases.phase0.collocation_constraint.defects:h e 0.000000E+00 -1.098179E-09 0.000000E+00 9.00000E+100
2 traj.phases.phase0.collocation_constraint.defects:h e 0.000000E+00 -5.217402E-09 0.000000E+00 9.00000E+100
3 traj.phases.phase0.collocation_constraint.defects:h e 0.000000E+00 -6.742052E-09 0.000000E+00 9.00000E+100
4 traj.phases.phase0.collocation_constraint.defects:h e 0.000000E+00 6.326401E-10 0.000000E+00 9.00000E+100
5 traj.phases.phase0.collocation_constraint.defects:h e 0.000000E+00 1.874434E-08 0.000000E+00 9.00000E+100
6 traj.phases.phase0.collocation_constraint.defects:h e 0.000000E+00 1.608095E-08 0.000000E+00 9.00000E+100
7 traj.phases.phase0.collocation_constraint.defects:h e 0.000000E+00 8.396033E-09 0.000000E+00 9.00000E+100
8 traj.phases.phase0.collocation_constraint.defects:h e 0.000000E+00 1.397932E-08 0.000000E+00 9.00000E+100
9 traj.phases.phase0.collocation_constraint.defects:h e 0.000000E+00 1.640181E-08 0.000000E+00 9.00000E+100
10 traj.phases.phase0.collocation_constraint.defects:h e 0.000000E+00 1.008528E-08 0.000000E+00 9.00000E+100
11 traj.phases.phase0.collocation_constraint.defects:h e 0.000000E+00 -7.449366E-09 0.000000E+00 9.00000E+100
12 traj.phases.phase0.collocation_constraint.defects:h e 0.000000E+00 5.075722E-09 0.000000E+00 9.00000E+100
13 traj.phases.phase0.collocation_constraint.defects:h e 0.000000E+00 4.701772E-08 0.000000E+00 9.00000E+100
14 traj.phases.phase0.collocation_constraint.defects:h e 0.000000E+00 3.356202E-08 0.000000E+00 9.00000E+100
15 traj.phases.phase0.collocation_constraint.defects:h e 0.000000E+00 1.152959E-08 0.000000E+00 9.00000E+100
16 traj.phases.phase0.collocation_constraint.defects:h e 0.000000E+00 -1.222467E-08 0.000000E+00 9.00000E+100
17 traj.phases.phase0.collocation_constraint.defects:h e 0.000000E+00 -1.609149E-08 0.000000E+00 9.00000E+100
18 traj.phases.phase0.collocation_constraint.defects:h e 0.000000E+00 -8.008612E-09 0.000000E+00 9.00000E+100
19 traj.phases.phase0.collocation_constraint.defects:h e 0.000000E+00 1.551672E-08 0.000000E+00 9.00000E+100
20 traj.phases.phase0.collocation_constraint.defects:h e 0.000000E+00 1.092962E-08 0.000000E+00 9.00000E+100
21 traj.phases.phase0.collocation_constraint.defects:h e 0.000000E+00 -4.728256E-09 0.000000E+00 9.00000E+100
22 traj.phases.phase0.collocation_constraint.defects:h e 0.000000E+00 -1.958957E-08 0.000000E+00 9.00000E+100
23 traj.phases.phase0.collocation_constraint.defects:h e 0.000000E+00 -5.849932E-09 0.000000E+00 9.00000E+100
24 traj.phases.phase0.collocation_constraint.defects:h e 0.000000E+00 1.141960E-08 0.000000E+00 9.00000E+100
25 traj.phases.phase0.collocation_constraint.defects:h e 0.000000E+00 2.074738E-08 0.000000E+00 9.00000E+100
26 traj.phases.phase0.collocation_constraint.defects:h e 0.000000E+00 -3.343586E-09 0.000000E+00 9.00000E+100
27 traj.phases.phase0.collocation_constraint.defects:h e 0.000000E+00 -1.048372E-08 0.000000E+00 9.00000E+100
28 traj.phases.phase0.collocation_constraint.defects:h e 0.000000E+00 7.662318E-11 0.000000E+00 9.00000E+100
29 traj.phases.phase0.collocation_constraint.defects:h e 0.000000E+00 2.018746E-08 0.000000E+00 9.00000E+100
30 traj.phases.phase0.collocation_constraint.defects:h e 0.000000E+00 1.195918E-08 0.000000E+00 9.00000E+100
31 traj.phases.phase0.collocation_constraint.defects:h e 0.000000E+00 -9.359846E-09 0.000000E+00 9.00000E+100
32 traj.phases.phase0.collocation_constraint.defects:h e 0.000000E+00 -8.609498E-09 0.000000E+00 9.00000E+100
33 traj.phases.phase0.collocation_constraint.defects:h e 0.000000E+00 5.272808E-09 0.000000E+00 9.00000E+100
34 traj.phases.phase0.collocation_constraint.defects:h e 0.000000E+00 1.683872E-08 0.000000E+00 9.00000E+100
35 traj.phases.phase0.collocation_constraint.defects:h e 0.000000E+00 -4.823008E-09 0.000000E+00 9.00000E+100
36 traj.phases.phase0.collocation_constraint.defects:h e 0.000000E+00 -9.932651E-09 0.000000E+00 9.00000E+100
37 traj.phases.phase0.collocation_constraint.defects:h e 0.000000E+00 4.066238E-09 0.000000E+00 9.00000E+100
38 traj.phases.phase0.collocation_constraint.defects:h e 0.000000E+00 2.234618E-08 0.000000E+00 9.00000E+100
39 traj.phases.phase0.collocation_constraint.defects:h e 0.000000E+00 3.537322E-09 0.000000E+00 9.00000E+100
40 traj.phases.phase0.collocation_constraint.defects:h e 0.000000E+00 -8.207772E-09 0.000000E+00 9.00000E+100
41 traj.phases.phase0.collocation_constraint.defects:h e 0.000000E+00 3.438402E-09 0.000000E+00 9.00000E+100
42 traj.phases.phase0.collocation_constraint.defects:h e 0.000000E+00 2.679483E-08 0.000000E+00 9.00000E+100
43 traj.phases.phase0.collocation_constraint.defects:h e 0.000000E+00 1.005355E-09 0.000000E+00 9.00000E+100
44 traj.phases.phase0.collocation_constraint.defects:h e 0.000000E+00 -1.789710E-09 0.000000E+00 9.00000E+100
45 traj.phases.phase0.collocation_constraint.defects:gamma e 0.000000E+00 1.210517E-10 0.000000E+00 9.00000E+100
46 traj.phases.phase0.collocation_constraint.defects:gamma e 0.000000E+00 1.211149E-11 0.000000E+00 9.00000E+100
47 traj.phases.phase0.collocation_constraint.defects:gamma e 0.000000E+00 2.020261E-13 0.000000E+00 9.00000E+100
48 traj.phases.phase0.collocation_constraint.defects:gamma e 0.000000E+00 8.856113E-12 0.000000E+00 9.00000E+100
49 traj.phases.phase0.collocation_constraint.defects:gamma e 0.000000E+00 -9.127803E-11 0.000000E+00 9.00000E+100
50 traj.phases.phase0.collocation_constraint.defects:gamma e 0.000000E+00 -1.241094E-11 0.000000E+00 9.00000E+100
51 traj.phases.phase0.collocation_constraint.defects:gamma e 0.000000E+00 -1.769883E-10 0.000000E+00 9.00000E+100
52 traj.phases.phase0.collocation_constraint.defects:gamma e 0.000000E+00 -5.289606E-10 0.000000E+00 9.00000E+100
53 traj.phases.phase0.collocation_constraint.defects:gamma e 0.000000E+00 -2.564751E-10 0.000000E+00 9.00000E+100
54 traj.phases.phase0.collocation_constraint.defects:gamma e 0.000000E+00 -4.438898E-11 0.000000E+00 9.00000E+100
55 traj.phases.phase0.collocation_constraint.defects:gamma e 0.000000E+00 1.914057E-10 0.000000E+00 9.00000E+100
56 traj.phases.phase0.collocation_constraint.defects:gamma e 0.000000E+00 -3.968072E-10 0.000000E+00 9.00000E+100
57 traj.phases.phase0.collocation_constraint.defects:gamma e 0.000000E+00 -4.458924E-10 0.000000E+00 9.00000E+100
58 traj.phases.phase0.collocation_constraint.defects:gamma e 0.000000E+00 -5.118797E-11 0.000000E+00 9.00000E+100
59 traj.phases.phase0.collocation_constraint.defects:gamma e 0.000000E+00 -1.978903E-10 0.000000E+00 9.00000E+100
60 traj.phases.phase0.collocation_constraint.defects:gamma e 0.000000E+00 -2.365974E-10 0.000000E+00 9.00000E+100
61 traj.phases.phase0.collocation_constraint.defects:gamma e 0.000000E+00 -4.955394E-11 0.000000E+00 9.00000E+100
62 traj.phases.phase0.collocation_constraint.defects:gamma e 0.000000E+00 -9.526139E-11 0.000000E+00 9.00000E+100
63 traj.phases.phase0.collocation_constraint.defects:gamma e 0.000000E+00 -1.577353E-10 0.000000E+00 9.00000E+100
64 traj.phases.phase0.collocation_constraint.defects:gamma e 0.000000E+00 -4.053666E-11 0.000000E+00 9.00000E+100
65 traj.phases.phase0.collocation_constraint.defects:gamma e 0.000000E+00 -7.273841E-11 0.000000E+00 9.00000E+100
66 traj.phases.phase0.collocation_constraint.defects:gamma e 0.000000E+00 -7.834782E-11 0.000000E+00 9.00000E+100
67 traj.phases.phase0.collocation_constraint.defects:gamma e 0.000000E+00 2.532058E-11 0.000000E+00 9.00000E+100
68 traj.phases.phase0.collocation_constraint.defects:gamma e 0.000000E+00 -8.237540E-11 0.000000E+00 9.00000E+100
69 traj.phases.phase0.collocation_constraint.defects:gamma e 0.000000E+00 6.989531E-12 0.000000E+00 9.00000E+100
70 traj.phases.phase0.collocation_constraint.defects:gamma e 0.000000E+00 1.641027E-10 0.000000E+00 9.00000E+100
71 traj.phases.phase0.collocation_constraint.defects:gamma e 0.000000E+00 7.985782E-11 0.000000E+00 9.00000E+100
72 traj.phases.phase0.collocation_constraint.defects:gamma e 0.000000E+00 6.703378E-11 0.000000E+00 9.00000E+100
73 traj.phases.phase0.collocation_constraint.defects:gamma e 0.000000E+00 -7.122201E-11 0.000000E+00 9.00000E+100
74 traj.phases.phase0.collocation_constraint.defects:gamma e 0.000000E+00 1.754933E-11 0.000000E+00 9.00000E+100
75 traj.phases.phase0.collocation_constraint.defects:gamma e 0.000000E+00 -1.065551E-10 0.000000E+00 9.00000E+100
76 traj.phases.phase0.collocation_constraint.defects:gamma e 0.000000E+00 -4.820932E-11 0.000000E+00 9.00000E+100
77 traj.phases.phase0.collocation_constraint.defects:gamma e 0.000000E+00 -1.789572E-10 0.000000E+00 9.00000E+100
78 traj.phases.phase0.collocation_constraint.defects:gamma e 0.000000E+00 -1.733328E-10 0.000000E+00 9.00000E+100
79 traj.phases.phase0.collocation_constraint.defects:gamma e 0.000000E+00 9.662116E-12 0.000000E+00 9.00000E+100
80 traj.phases.phase0.collocation_constraint.defects:gamma e 0.000000E+00 -7.118292E-11 0.000000E+00 9.00000E+100
81 traj.phases.phase0.collocation_constraint.defects:gamma e 0.000000E+00 -2.448054E-11 0.000000E+00 9.00000E+100
82 traj.phases.phase0.collocation_constraint.defects:gamma e 0.000000E+00 -8.424070E-11 0.000000E+00 9.00000E+100
83 traj.phases.phase0.collocation_constraint.defects:gamma e 0.000000E+00 1.295772E-10 0.000000E+00 9.00000E+100
84 traj.phases.phase0.collocation_constraint.defects:gamma e 0.000000E+00 -1.111705E-10 0.000000E+00 9.00000E+100
85 traj.phases.phase0.collocation_constraint.defects:gamma e 0.000000E+00 2.320709E-10 0.000000E+00 9.00000E+100
86 traj.phases.phase0.collocation_constraint.defects:gamma e 0.000000E+00 -2.989959E-11 0.000000E+00 9.00000E+100
87 traj.phases.phase0.collocation_constraint.defects:gamma e 0.000000E+00 4.669378E-10 0.000000E+00 9.00000E+100
88 traj.phases.phase0.collocation_constraint.defects:gamma e 0.000000E+00 6.122268E-10 0.000000E+00 9.00000E+100
89 traj.phases.phase0.collocation_constraint.defects:gamma e 0.000000E+00 3.554642E-10 0.000000E+00 9.00000E+100
90 traj.phases.phase0.collocation_constraint.defects:phi e 0.000000E+00 2.903182E-17 0.000000E+00 9.00000E+100
91 traj.phases.phase0.collocation_constraint.defects:phi e 0.000000E+00 1.580783E-13 0.000000E+00 9.00000E+100
92 traj.phases.phase0.collocation_constraint.defects:phi e 0.000000E+00 4.382935E-13 0.000000E+00 9.00000E+100
93 traj.phases.phase0.collocation_constraint.defects:phi e 0.000000E+00 4.687914E-13 0.000000E+00 9.00000E+100
94 traj.phases.phase0.collocation_constraint.defects:phi e 0.000000E+00 1.076355E-13 0.000000E+00 9.00000E+100
95 traj.phases.phase0.collocation_constraint.defects:phi e 0.000000E+00 3.452029E-13 0.000000E+00 9.00000E+100
96 traj.phases.phase0.collocation_constraint.defects:phi e 0.000000E+00 6.920026E-13 0.000000E+00 9.00000E+100
97 traj.phases.phase0.collocation_constraint.defects:phi e 0.000000E+00 2.093616E-12 0.000000E+00 9.00000E+100
98 traj.phases.phase0.collocation_constraint.defects:phi e 0.000000E+00 4.424886E-12 0.000000E+00 9.00000E+100
99 traj.phases.phase0.collocation_constraint.defects:phi e 0.000000E+00 4.632594E-12 0.000000E+00 9.00000E+100
100 traj.phases.phase0.collocation_constraint.defects:phi e 0.000000E+00 3.184065E-12 0.000000E+00 9.00000E+100
101 traj.phases.phase0.collocation_constraint.defects:phi e 0.000000E+00 -2.381045E-13 0.000000E+00 9.00000E+100
102 traj.phases.phase0.collocation_constraint.defects:phi e 0.000000E+00 -6.057490E-14 0.000000E+00 9.00000E+100
103 traj.phases.phase0.collocation_constraint.defects:phi e 0.000000E+00 1.725216E-12 0.000000E+00 9.00000E+100
104 traj.phases.phase0.collocation_constraint.defects:phi e 0.000000E+00 7.419809E-13 0.000000E+00 9.00000E+100
105 traj.phases.phase0.collocation_constraint.defects:phi e 0.000000E+00 -3.849620E-14 0.000000E+00 9.00000E+100
106 traj.phases.phase0.collocation_constraint.defects:phi e 0.000000E+00 -3.628107E-13 0.000000E+00 9.00000E+100
107 traj.phases.phase0.collocation_constraint.defects:phi e 0.000000E+00 -1.699813E-13 0.000000E+00 9.00000E+100
108 traj.phases.phase0.collocation_constraint.defects:phi e 0.000000E+00 -8.985350E-14 0.000000E+00 9.00000E+100
109 traj.phases.phase0.collocation_constraint.defects:phi e 0.000000E+00 9.945577E-14 0.000000E+00 9.00000E+100
110 traj.phases.phase0.collocation_constraint.defects:phi e 0.000000E+00 -3.411747E-13 0.000000E+00 9.00000E+100
111 traj.phases.phase0.collocation_constraint.defects:phi e 0.000000E+00 -4.232477E-13 0.000000E+00 9.00000E+100
112 traj.phases.phase0.collocation_constraint.defects:phi e 0.000000E+00 -2.706056E-13 0.000000E+00 9.00000E+100
113 traj.phases.phase0.collocation_constraint.defects:phi e 0.000000E+00 -6.554733E-13 0.000000E+00 9.00000E+100
114 traj.phases.phase0.collocation_constraint.defects:phi e 0.000000E+00 -1.000487E-12 0.000000E+00 9.00000E+100
115 traj.phases.phase0.collocation_constraint.defects:phi e 0.000000E+00 -1.767399E-12 0.000000E+00 9.00000E+100
116 traj.phases.phase0.collocation_constraint.defects:phi e 0.000000E+00 -1.793826E-12 0.000000E+00 9.00000E+100
117 traj.phases.phase0.collocation_constraint.defects:phi e 0.000000E+00 -1.513567E-12 0.000000E+00 9.00000E+100
118 traj.phases.phase0.collocation_constraint.defects:phi e 0.000000E+00 -1.662551E-12 0.000000E+00 9.00000E+100
119 traj.phases.phase0.collocation_constraint.defects:phi e 0.000000E+00 -1.868880E-12 0.000000E+00 9.00000E+100
120 traj.phases.phase0.collocation_constraint.defects:phi e 0.000000E+00 -1.710228E-12 0.000000E+00 9.00000E+100
121 traj.phases.phase0.collocation_constraint.defects:phi e 0.000000E+00 -8.163350E-13 0.000000E+00 9.00000E+100
122 traj.phases.phase0.collocation_constraint.defects:phi e 0.000000E+00 -5.337065E-13 0.000000E+00 9.00000E+100
123 traj.phases.phase0.collocation_constraint.defects:phi e 0.000000E+00 -7.799327E-13 0.000000E+00 9.00000E+100
124 traj.phases.phase0.collocation_constraint.defects:phi e 0.000000E+00 -8.502950E-13 0.000000E+00 9.00000E+100
125 traj.phases.phase0.collocation_constraint.defects:phi e 0.000000E+00 -2.433847E-13 0.000000E+00 9.00000E+100
126 traj.phases.phase0.collocation_constraint.defects:phi e 0.000000E+00 1.634855E-15 0.000000E+00 9.00000E+100
127 traj.phases.phase0.collocation_constraint.defects:phi e 0.000000E+00 -6.197387E-14 0.000000E+00 9.00000E+100
128 traj.phases.phase0.collocation_constraint.defects:phi e 0.000000E+00 -8.491627E-14 0.000000E+00 9.00000E+100
129 traj.phases.phase0.collocation_constraint.defects:phi e 0.000000E+00 1.040791E-13 0.000000E+00 9.00000E+100
130 traj.phases.phase0.collocation_constraint.defects:phi e 0.000000E+00 5.091039E-13 0.000000E+00 9.00000E+100
131 traj.phases.phase0.collocation_constraint.defects:phi e 0.000000E+00 5.437561E-13 0.000000E+00 9.00000E+100
132 traj.phases.phase0.collocation_constraint.defects:phi e 0.000000E+00 2.686115E-13 0.000000E+00 9.00000E+100
133 traj.phases.phase0.collocation_constraint.defects:phi e 0.000000E+00 -1.427274E-12 0.000000E+00 9.00000E+100
134 traj.phases.phase0.collocation_constraint.defects:phi e 0.000000E+00 1.119562E-14 0.000000E+00 9.00000E+100
135 traj.phases.phase0.collocation_constraint.defects:psi e 0.000000E+00 -8.399696E-13 0.000000E+00 9.00000E+100
136 traj.phases.phase0.collocation_constraint.defects:psi e 0.000000E+00 6.237439E-12 0.000000E+00 9.00000E+100
137 traj.phases.phase0.collocation_constraint.defects:psi e 0.000000E+00 -1.113107E-11 0.000000E+00 9.00000E+100
138 traj.phases.phase0.collocation_constraint.defects:psi e 0.000000E+00 1.573466E-11 0.000000E+00 9.00000E+100
139 traj.phases.phase0.collocation_constraint.defects:psi e 0.000000E+00 1.536226E-11 0.000000E+00 9.00000E+100
140 traj.phases.phase0.collocation_constraint.defects:psi e 0.000000E+00 1.105027E-10 0.000000E+00 9.00000E+100
141 traj.phases.phase0.collocation_constraint.defects:psi e 0.000000E+00 2.839202E-10 0.000000E+00 9.00000E+100
142 traj.phases.phase0.collocation_constraint.defects:psi e 0.000000E+00 3.182899E-10 0.000000E+00 9.00000E+100
143 traj.phases.phase0.collocation_constraint.defects:psi e 0.000000E+00 -4.880937E-11 0.000000E+00 9.00000E+100
144 traj.phases.phase0.collocation_constraint.defects:psi e 0.000000E+00 -1.000465E-10 0.000000E+00 9.00000E+100
145 traj.phases.phase0.collocation_constraint.defects:psi e 0.000000E+00 3.712964E-10 0.000000E+00 9.00000E+100
146 traj.phases.phase0.collocation_constraint.defects:psi e 0.000000E+00 1.799740E-09 0.000000E+00 9.00000E+100
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307 traj.phases.phase0.continuity_comp.defect_controls:alpha e 0.000000E+00 5.551115E-17 0.000000E+00 9.00000E+100
308 traj.phases.phase0.continuity_comp.defect_controls:alpha e 0.000000E+00 0.000000E+00 0.000000E+00 9.00000E+100
309 traj.phases.phase0.continuity_comp.defect_controls:alpha e 0.000000E+00 -5.551115E-17 0.000000E+00 9.00000E+100
310 traj.phases.phase0.continuity_comp.defect_controls:alpha e 0.000000E+00 5.551115E-17 0.000000E+00 9.00000E+100
311 traj.phases.phase0.continuity_comp.defect_controls:alpha e 0.000000E+00 5.551115E-17 0.000000E+00 9.00000E+100
312 traj.phases.phase0.continuity_comp.defect_controls:beta e 0.000000E+00 0.000000E+00 0.000000E+00 9.00000E+100
313 traj.phases.phase0.continuity_comp.defect_controls:beta e 0.000000E+00 0.000000E+00 0.000000E+00 9.00000E+100
314 traj.phases.phase0.continuity_comp.defect_controls:beta e 0.000000E+00 4.440892E-16 0.000000E+00 9.00000E+100
315 traj.phases.phase0.continuity_comp.defect_controls:beta e 0.000000E+00 0.000000E+00 0.000000E+00 9.00000E+100
316 traj.phases.phase0.continuity_comp.defect_controls:beta e 0.000000E+00 -2.220446E-16 0.000000E+00 9.00000E+100
317 traj.phases.phase0.continuity_comp.defect_controls:beta e 0.000000E+00 3.330669E-16 0.000000E+00 9.00000E+100
318 traj.phases.phase0.continuity_comp.defect_controls:beta e 0.000000E+00 1.110223E-16 0.000000E+00 9.00000E+100
319 traj.phases.phase0.continuity_comp.defect_controls:beta e 0.000000E+00 3.330669E-16 0.000000E+00 9.00000E+100
320 traj.phases.phase0.continuity_comp.defect_controls:beta e 0.000000E+00 0.000000E+00 0.000000E+00 9.00000E+100
321 traj.phases.phase0.continuity_comp.defect_controls:beta e 0.000000E+00 0.000000E+00 0.000000E+00 9.00000E+100
322 traj.phases.phase0.continuity_comp.defect_controls:beta e 0.000000E+00 0.000000E+00 0.000000E+00 9.00000E+100
323 traj.phases.phase0.continuity_comp.defect_controls:beta e 0.000000E+00 0.000000E+00 0.000000E+00 9.00000E+100
324 traj.phases.phase0.continuity_comp.defect_controls:beta e 0.000000E+00 2.775558E-17 0.000000E+00 9.00000E+100
325 traj.phases.phase0.continuity_comp.defect_controls:beta e 0.000000E+00 -5.551115E-17 0.000000E+00 9.00000E+100
Exit Status
Inform Description
0 Optimization terminated successfully.
--------------------------------------------------------------------------------
Simulating trajectory traj
Done simulating trajectory traj
False
sol = om.CaseReader('dymos_solution.db').get_case('final')
sim = om.CaseReader('dymos_simulation.db').get_case('final')
plot_results([('traj.phase0.timeseries.time', 'traj.phase0.timeseries.controls:alpha',
'time (s)', 'alpha (rad)'),
('traj.phase0.timeseries.time', 'traj.phase0.timeseries.controls:beta',
'time (s)', 'beta (rad)'),
('traj.phase0.timeseries.time', 'traj.phase0.timeseries.states:theta',
'time (s)', 'theta (rad)'),
('traj.phase0.timeseries.time', 'traj.phase0.timeseries.q',
'time (s)', 'q (Btu/ft**2/s)')], title='Reentry Solution', p_sol=sol,
p_sim=sim)
plt.show()
References#
J. Betts. Practical Methods for Optimal Control and Estimation Using Nonlinear Programming. Society for Industrial and Applied Mathematics, second edition, 2010. URL: https://epubs.siam.org/doi/abs/10.1137/1.9780898718577, arXiv:https://epubs.siam.org/doi/pdf/10.1137/1.9780898718577, doi:10.1137/1.9780898718577.