This video shows the 250mm quadcopter from my previous post, holding altitude by means of its MaxBotix MB1242 ulatrasonic rangefinder (sonar). The Flip32 flight controller onboard is running a modified version of the Baseflight firmware to support the MB1242.  Original Baseflight requires a barometer for alt-hold, and then fuses it with data from an HC-SR04 sonar if one is available.  So I removed the baro requirement and replaced the HC-SR04 code with code that uses the MB1242.

The real-time plot (made in Python with RealTimePlotter) shows AGL (Above Ground Level) in centimeters (blue) as well as the desired altitude that locks in when I flip a switch on the transmitter (red). The desired altitude starts out with its value from a previous run, which has no effect until I hit the switch, at which point it resets to the current AGL. The bottom plot is the PID (Position / Integral / Derivative) -based correction to the throttle in support of altitude hold, which likewise has no effect until I hit the switch.

Although the vehicle holds low altitude (here, around a meter) pretty well, the values being displayed are quite a bit off from what you expect to see (vehicle is holding AGL at around 100cm, though reported AGL is 60cm, with locked-in AGL at 40cm). At higher altitudes, big transient jumps in the sonar-measured AGL can cause the vehicle to jump slightly. So my next steps are to (1) figure out the discrepancy between the observed behavior and displayed signals; (2) add an Extended Kalman Filter to smoothe out transient jumps in the sonar signal.

Views: 1280

Comment by Simon D. Levy on January 8, 2016 at 6:23pm

Using apparatus below I read AGL as 123 cm off a tape measure.  (Vehicle is actually more level than it appears in photo.) Logfile shows undershoot plus noise.  Hence alt-hold value is likely to lock on to a value significantly higher or lower than the actual AGL at the instance when I flip the switch.

Comment by Simon D. Levy on January 8, 2016 at 9:03pm

Update #2: built a more manageable rig for securing the vehicle level to the ground:

In addition to the carpet shown above, I collected measurements over the tiled floor from the video.  Carpet vs. tile seemed to make no difference, so I just ran a little linear regression on the sonar measurements vs. ground truth (as measured with a tape measure from the downward-facing surface of the sonar barrel to the floor):  Got slope = 0.933 intercept = -2.894 rvalue = 1.000.  So that'll go into the part of the firmware that acquires data from the MB1242.

For any Pythonistas reading this, here's the little program I wrote to calculate and plot the regression:


from scipy.stats import linregress
import numpy as np
import matplotlib.pyplot as plt

groundtruth = np.array([64, 123, 63, 104, 66, 397, 26, 26])
sonar = np.array([57, 111, 55, 94, 59, 368, 22, 22])

slope, intercept, rvalue, _, _ = linregress(groundtruth, sonar)

print('slope = %3.3f intercept = %3.3f rvalue = %3.3f' %
(slope, intercept, rvalue))

plt.plot(groundtruth, sonar, 'o')
plt.xlabel('Ground Truth (cm)')
plt.ylabel('MB1242 Sonar (cm)')
plt.axis('equal')
plt.show()

Comment by robert bouwens on January 9, 2016 at 1:24am

yes, the sonar is tricky.

in my tests the ultrasoinic devices where a tad better as the maxbotix devices.

will be very interesting to see the your nice kalman filter in action.

best

robert


Developer
Comment by Randy on January 9, 2016 at 7:04pm

What we do in Copter is maintain a separate target sonar alt and then use the error between the target sonar alt and actual sonar target alt to adjust the target baro+accel (i.e EKF) altitude.  The ultimate solution, as perhaps you're suggesting, is to have the EKF maintain separate alt-above-sea-level and alt-above-terrain values.

Comment by Simon D. Levy on January 10, 2016 at 11:14am

Cool, thanks for the tip Randy!


Developer
Comment by Linus on January 11, 2016 at 1:14pm

Maybe you might consider choosing free music for your video next time. Else i have to say, geat stuff! As always Simon. Thanks for sharing

Comment by Simon D. Levy on January 11, 2016 at 1:16pm

Thanks, Linus! Good suggestion on the music, but I always buy each song from Amazon before using it.  

Comment by Simon D. Levy on January 11, 2016 at 7:53pm

Ach, sorry Linus, I misunderstood you and I keep forgetting, YouTube blocks DRMed content in some countries! I will try to to remember for next vid.  Meanwhile if you can't view the video, let me know and I'll remove the soundtrack.

Comment by B on January 14, 2016 at 7:56am

Great work Simon!

Comment

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