Files
pynamics-pybricks-utils/utils/MotorDiagnostics.py

123 lines
4.5 KiB
Python

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
self.port_map = {
"A": Port.A,
"B": Port.B,
"C": Port.C,
"D": Port.D,
"E": Port.E,
"F": Port.F,
}
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(self.port_map[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
print("\n", speed, "DEGREES PER SECOND TEST")
self.testmotor.run_angle(speed, target_angle, Stop.HOLD, False)
stopwatchmotor = StopWatch()
while stopwatchmotor.time() < 3000:
wait(20)
motorspeeds.append(self.testmotor.speed())
motorloads.append(self.testmotor.load())
max_speed, max_accel, max_torque = self.testmotor.control.limits()
print("Desired motor speed: ", str(speed))
if motorspeeds:
avg = sum(motorspeeds) / len(motorspeeds)
print("Average motor speed:", avg)
print("Motor speed deviation:", str(self.stdev(motorspeeds)))
else:
print("No speed samples collected.")
avg = 0
if motorloads:
avgload = sum(motorloads) / len(motorloads)
print("Average motor load:", avgload)
print("Motor load deviation:", 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:", str(score) + "%")
return score
def fullTest(self):
self.initializeMotor()
print("Load measurements are in mNm. Speed measurements are in degrees per second.")
max_speed, max_accel, max_torque = self.testmotor.control.limits()
print("Maximum motor speed:", max_speed)
test180 = self.testSpeed(180)
test540 = self.testSpeed(540)
test1000 = self.testSpeed(1000)
print("FINAL MOTOR STATISTICS")
final = (test180 + test540 + test1000) / 3
print("Final motor health score:", str(final) + "%")
if final < 80:
print("Your motor is in need of attention. Make sure to clean it regularly and charge the Prime Hub.")
elif final < 90:
print("Your motor is in OK condition. Make sure to clean it regularly and charge the Prime Hub.")
elif final < 97:
print("Your motor is in great condition!")
else:
print("Your motor is in AMAZING condition!!!")