dev #5
@@ -39,13 +39,16 @@ class BatteryDiagnostics:
|
||||
print("Current deviation:", self.stdev(currentList))
|
||||
def stdev(self, vals):
|
||||
data = vals
|
||||
|
||||
if len(data) < 2:
|
||||
return 0
|
||||
# Calculate the mean
|
||||
mean = sum(data) / len(data)
|
||||
|
||||
# Calculate the variance (sum of squared differences from the mean, divided by n-1 for sample standard deviation)
|
||||
variance = sum([(x - mean) ** 2 for x in data]) / (len(data) - 1)
|
||||
|
||||
variance = sum([(x - mean) ** 2 for x in data]) / float(len(data) - 1)
|
||||
|
||||
# Calculate the standard deviation (square root of the variance)
|
||||
std_dev_manual = umath.sqrt(variance)
|
||||
|
||||
|
||||
return (std_dev_manual)
|
||||
@@ -5,7 +5,9 @@ from pybricks.robotics import DriveBase
|
||||
from pybricks.tools import wait, StopWatch
|
||||
hub = PrimeHub()
|
||||
from BatteryDiagnostics import BatteryDiagnostics
|
||||
from MotorDiagnostics import MotorDiagnostics
|
||||
battery = BatteryDiagnostics()
|
||||
motor = MotorDiagnostics()
|
||||
clearConfirmation = input("Do you want to clear the console before proceeding? Y/N (default: yes): ")
|
||||
if(clearConfirmation == "Y" or clearConfirmation == "y" or clearConfirmation == "yes" or clearConfirmation == ""):
|
||||
print("Clearing console... \n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n")
|
||||
@@ -20,12 +22,14 @@ while True:
|
||||
|
||||
if choice == "b":
|
||||
print("-----------------------BATTERY DIAGNOSTICS-----------------------")
|
||||
print("This test will check the battery voltage and current. It will measure the voltage and current over a period of 3 seconds and provide average values and deviation values. Your voltage should be above 7800 mV for optimal performance.")
|
||||
input("Press Enter to begin the battery diagnostics.")
|
||||
battery.printAll()
|
||||
|
||||
elif choice == "m":
|
||||
print("------------------------MOTOR DIAGNOSTICS------------------------")
|
||||
# motor.printAll() # call your motor diagnostics here
|
||||
print("Motor diagnostics would run here.")
|
||||
motor.fullTest()
|
||||
print("Motor diagnostics completed.")
|
||||
|
||||
elif choice == "q":
|
||||
print("Diagnostics completed successfully. Exiting with code 0. Good luck in the robot game!")
|
||||
|
||||
101
utils/MotorDiagnostics.py
Normal file
101
utils/MotorDiagnostics.py
Normal file
@@ -0,0 +1,101 @@
|
||||
from pybricks.hubs import PrimeHub
|
||||
from pybricks.pupdevices import Motor, ColorSensor, UltrasonicSensor, ForceSensor
|
||||
from pybricks.parameters import Button, Color, Direction, Port, Side, Stop
|
||||
from pybricks.robotics import DriveBase
|
||||
from pybricks.tools import wait, StopWatch
|
||||
import umath
|
||||
|
||||
hub = PrimeHub()
|
||||
class MotorDiagnostics:
|
||||
def __init__(self):
|
||||
self.testmotor = None
|
||||
def stdev(self, vals):
|
||||
data = vals
|
||||
if len(data) < 2:
|
||||
return 0
|
||||
# Calculate the mean
|
||||
mean = sum(data) / len(data)
|
||||
|
||||
# Calculate the variance (sum of squared differences from the mean, divided by n-1 for sample standard deviation)
|
||||
variance = sum([(x - mean) ** 2 for x in data]) / float(len(data) - 1)
|
||||
|
||||
# Calculate the standard deviation (square root of the variance)
|
||||
|
||||
std_dev_manual = umath.sqrt(variance)
|
||||
|
||||
|
||||
return (std_dev_manual)
|
||||
def health_score(self, desired, avg_speed, stdev_speed, avg_load):
|
||||
# Speed accuracy: penalize % error
|
||||
accuracy = max(0, 100 - abs(avg_speed - desired) / desired * 100)
|
||||
|
||||
# Stability: penalize deviation relative to desired
|
||||
stability = max(0, 100 - (stdev_speed / desired) * 100)
|
||||
max_speed, max_accel, max_torque = self.testmotor.control.limits()
|
||||
# Load: penalize load percentage directly
|
||||
load_pct = (avg_load / max_torque) * 100 if max_torque else 0
|
||||
load_score = max(0, 100 - load_pct)
|
||||
|
||||
|
||||
# Final score: average of the three
|
||||
return (accuracy + stability + load_score) / 3
|
||||
def initializeMotor(self):
|
||||
valid_ports = {"A", "B", "C", "D", "E", "F"}
|
||||
while True:
|
||||
motorinput = input(
|
||||
"This test will run your motor at 3 speeds: 180, 540, and 1000 degrees per second.\n"
|
||||
"Please make sure your motor is not under any load (for example, your hand) during the test.\n"
|
||||
"If you want to test the wheel's load, note that this will affect the load measurements.\n"
|
||||
"Enter the port for the motor you would like to test (A, B, C, D, E, or F): "
|
||||
).strip().upper()
|
||||
|
||||
if motorinput in valid_ports:
|
||||
self.testmotor = Motor(Port[motorinput])
|
||||
print(f"Motor initialized on port {motorinput}.")
|
||||
break # exit the loop once a valid port is entered
|
||||
else:
|
||||
print("Invalid port. Please enter A, B, C, D, or E, or F.")
|
||||
|
||||
def testSpeed(self, speed):
|
||||
self.testmotor.reset_angle(0)
|
||||
|
||||
motorspeeds = []
|
||||
motorloads = []
|
||||
target_angle = speed * 3
|
||||
|
||||
self.testmotor.run_angle(speed, target_angle, Stop.HOLD, False)
|
||||
while abs(self.testmotor.speed()) > 5:
|
||||
wait(20)
|
||||
motorspeeds.append(self.testmotor.speed())
|
||||
motorloads.append(self.testmotor.load())
|
||||
|
||||
max_speed, max_accel, max_torque = self.testmotor.control.limits()
|
||||
print("Maximum motor speed (deg/s):", max_speed)
|
||||
|
||||
print("Desired motor speed (degrees per second): ", str(speed))
|
||||
if motorspeeds:
|
||||
avg = sum(motorspeeds) / len(motorspeeds)
|
||||
print("Average motor speed (degrees per second):", avg)
|
||||
print("Motor speed deviation (this measures how much your motor deviates from the average speed):", str(self.stdev(motorspeeds)))
|
||||
else:
|
||||
print("No speed samples collected.")
|
||||
avg = 0
|
||||
if motorloads:
|
||||
avgload = sum(motorloads) / len(motorloads)
|
||||
print("Average motor load (mNm):", avgload)
|
||||
print("Motor load deviation (this measures how much your motor load deviates from the average load):", str(self.stdev(motorloads)))
|
||||
else:
|
||||
print("No load samples collected.")
|
||||
avgload = 0
|
||||
|
||||
score = self.health_score(speed, avg, self.stdev(motorspeeds), avgload)
|
||||
print("Health score for this test:", score)
|
||||
return score
|
||||
def fullTest(self):
|
||||
self.initializeMotor()
|
||||
test180 = self.testSpeed(180)
|
||||
test540 = self.testSpeed(540)
|
||||
test1000 = self.testSpeed(1000)
|
||||
final = (test180 + test540 + test1000) / 3
|
||||
print("Final motor health score:", final)
|
||||
# print final health scores here as a combination of the 3 speeds, include speeds individual scores and total score
|
||||
Reference in New Issue
Block a user