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Program for calculating the linear drag coefficient in all 6 directions #394

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26 changes: 26 additions & 0 deletions gnc/sub8_system_id/ReadMe.md
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Estimate Drag Coefficients
==========================

This program calculates the linear drag coeffiecnt in all six directions that the sub can move.

# Usage

run

chmod +x estiamte_drag_coefficients.py
to change the file into an executable

run

roslaunch sub8_launch dynamics_simulator.launch

In a new window, run

rosnode kill /rise_6dof
to kill the controller.

run

rosrun sub8_system_id estimate_drag_coefficients.py
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The program should then start applying forces to the sub and calculating the drag using its max velocity.
200 changes: 200 additions & 0 deletions gnc/sub8_system_id/sub8_system_id/estimate_drag_coefficients.py
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#!/usr/bin/env python
import rospy
import yaml
from geometry_msgs.msg import WrenchStamped
from nav_msgs.msg import Odometry
# Initialized ros parameters and global values (feel free to tweak, values were empirically gained through trial/error)
rospy.init_node('move_sub', anonymous=False)

class Drag_C_Calc(object):

def __init__(self):
self.linear_drag_x = 0
self.linear_drag_y = 0
self.linear_drag_z = 0
self.roll_drag = 0
self.pitch_drag = 0
self.yaw_drag = 0
self.velocity = 0
'''
Velocities between two time intervals will never be truly 'equal' in real world
Must compare the abs of the difference of the two with a small delta value
if the difference is less than this value we can conclude that the numbers are satisfyingly close
also used as a value that is satisfyingly close to zero. Hard-coded (can be changed).
'''
self.delta = .00001
# Max velocity cannot be initialized to 0 or there will be an initial divide-by-zero error
self.max_velocity = .1
self.bouyancy = 0
# Magnitude of applied force for determining drag coeffcients in linear axes
self.applied_linear_force = rospy.get_param("linear_force", default=10)
# Magnitude of applied torque for determining drag coeffcients in rotational axes
self.applied_torque = rospy.get_param("torque", default=5)
self.applied_force_down = rospy.get_param('force_down', default=-20)
self.time_of_apllied_force_down = rospy.get_param('time_of_force_down', default=10)
self.drag = {}

def find_bouyancy(self, choice): # Initial function used upward force of buoyancy(used determining drag in Z axis)
down_force = -.5 # Applies initial downward force in z axis
pub = rospy.Publisher('/wrench', WrenchStamped, queue_size=50)
rospy.Subscriber("/odom", Odometry, self.get_velocity, choice)
rospy.sleep(.1)
force_msg = WrenchStamped()
force_msg.wrench.force.z = self.applied_force_down
pub.publish(force_msg) # publish wrench with force
rospy.loginfo('Moving sub down...')
rospy.sleep(self.time_of_apllied_force_down) # node sleeps for some amount of time before continuing
force_msg.wrench.force.z = 0 # Applies 0 force which stops downward force
rospy.loginfo('Stopping sub')
pub.publish(force_msg)
while not (rospy.is_shutdown()):
rospy.sleep(2)
if self.velocity > 0.0:
rospy.loginfo('Appling a force down to calculate the bouyancy')
while not (rospy.is_shutdown()):
force_msg.wrench.force.z = down_force
rospy.sleep(.01)
pub.publish(force_msg)
down_force = down_force - .001
if self.velocity < 0.0:
break
rospy.loginfo('bouyancy found!')
break
self.bouyancy = abs(down_force)
rospy.loginfo('Bouyancy: {}'.format(self.bouyancy))

def get_velocity(self, data, choice): # Function sets velocity in a certain axis depending on char input
# linear
if choice == 'x':
self.velocity = data.twist.twist.linear.x
elif choice == 'y':
self.velocity = data.twist.twist.linear.y
elif choice == 'z':
self.velocity = data.twist.twist.linear.z
# rotational
elif choice == 'rl':
self.velocity = data.twist.twist.angular.x
elif choice == 'p':
self.velocity = data.twist.twist.angular.y
elif choice == 'yw':
self.velocity = data.twist.twist.angular.z

def calculate_drag(self, choice):
'''
Calculates drag based on the initial applied force and the approximate max velocity
the sub achieves in that axis. See for formula: http://hyperphysics.phy-astr.gsu.edu/hbase/airfri.html
Axis determined by char argument.
'''
if (choice == 'x'):
self.linear_drag_x = (self.applied_linear_force / abs(self.max_velocity))
self.drag['x:'] = self.linear_drag_x
elif (choice == 'y'):
self.linear_drag_y = (self.applied_linear_force / abs(self.max_velocity))
self.drag['y:'] = self.linear_drag_y
elif (choice == 'z'):
# Buoyancy affects z axis and must be subtracted from applied for before division.
self.linear_drag_z = ((self.applied_linear_force - self.bouyancy) / (abs(self.max_velocity)))
self.drag['z:'] = self.linear_drag_z
elif (choice == 'rl'):
self.roll_drag = (self.applied_torque / abs(self.max_velocity))
self.drag['roll:'] = self.roll_drag
elif (choice == 'p'):
self.pitch_drag = (self.applied_torque / abs(self.max_velocity))
self.drag['pitch:'] = self.pitch_drag
elif (choice == 'yw'):
self.yaw_drag = (self.applied_torque / abs(self.max_velocity))
self.drag['yaw:'] = self.yaw_drag

def apply_force(self, choice):
'''
Function applies force in a given axis and allows sub to achieve
terminal (linear/rotationl) velocity in that direction. Once that
max velocity is found, it is used in the calculate_drag() function.
'''

pub = rospy.Publisher('/wrench', WrenchStamped, queue_size=20) # Publisher for applying wrench (force/torque)
force_msg = WrenchStamped()
# Char argument determines axis of applied force/torque
if(choice == 'x'):
force_msg.wrench.force.x = self.applied_linear_force
force_msg.wrench.force.z = -self.bouyancy
elif(choice == 'y'):
force_msg.wrench.force.y = self.applied_linear_force
force_msg.wrench.force.z = -self.bouyancy
elif(choice == 'z'):
force_msg.wrench.force.z = -self.applied_linear_force
elif(choice == 'yw'):
force_msg.wrench.torque.z = self.applied_torque
force_msg.wrench.force.z = -self.bouyancy
elif(choice == 'rl'):
force_msg.wrench.torque.x = self.applied_torque
elif(choice == 'p'):
force_msg.wrench.torque.y = self.applied_torque

pub.publish(force_msg)
rospy.loginfo('Appling a force to find the drag in the {} direction'.format(choice))
rospy.Subscriber("/odom", Odometry, self.get_velocity, choice)
while not (rospy.is_shutdown()):
'''
On each iteration of while loop: velocity is gained at two points in time (deltat = 2 seconds)
the velocity is compared by taking the absolute value of the difference of the two velocities
if the abs of the difference of the two velocities is smaller than small delta value,
the two velocities are assumed to be approximately equal. If two velocities taken at different
time intervals are equal, the velocity is assumed to be maximized, reaching terminal velocity.
'''
velocity1 = self.velocity
rospy.sleep(2)
velocity2 = self.velocity
Compare_Velocities = abs(velocity1 - velocity2)
if Compare_Velocities < self.delta:
rospy.loginfo('Velocities are equal')
self.max_velocity = velocity2
self.calculate_drag(choice) # Once velocity is max, calculate drag using max velocity
rospy.loginfo('Linear Drag Values-- x: {}, y: {}'.format(self.linear_drag_x, self.linear_drag_y))
rospy.loginfo('z: {}'.format(self.linear_drag_z))
rospy.loginfo('Rotational Drag Values-- yaw: {}, pitch: {}'.format(self.yaw_drag, self.pitch_drag))
rospy.loginfo('roll: {}'.format(self.roll_drag))
break # When the velocities are 'equal', the loop breaks.

# Once drag is calculated, apply wrench with force/torque of zero to slow sub in that axis
if(choice == 'x'):
force_msg.wrench.force.x = 0
elif(choice == 'y'):
force_msg.wrench.force.y = 0
elif(choice == 'z'):
force_msg.wrench.force.z = 0
elif(choice == 'yw'):
force_msg.wrench.torque.z = 0
elif(choice == 'rl'):
force_msg.wrench.torque.x = 0
elif(choice == 'p'):
force_msg.wrench.torque.y = 0

pub.publish(force_msg)
rospy.loginfo('stopping sub')
while(self.velocity > self.delta and not rospy.is_shutdown()):
# While loop stops program from proceeding until the sub has basically stopped movement in that direction
rospy.sleep(2)
continue

def fileOutput(self):
f = open('drag_coefficients.yaml', 'w')
yaml.dump(self.drag, f, default_flow_style=False)


if __name__ == '__main__':
try:
calculator = Drag_C_Calc()
# Buoyancy is calculated
calculator.find_bouyancy('z')
# Drag Coeffcients are calculated in each axis
calculator.apply_force('z')
calculator.apply_force('y')
calculator.apply_force('x')
calculator.apply_force('yw')
calculator.apply_force('rl')
calculator.apply_force('p')
# Drag coefficients are written to file, do with them what you wish.
calculator.fileOutput()
except rospy.ROSInterruptException as e:
rospy.logerr(e)