Aerospace and Electronic Systems Magazine July 2018 - 26

A Survey on Quadrotors
Table 8.

Disturbances Along the z-Axis
PID

Feedback
Linearization

Classical SM

Second
Order SM

Integral
Backstepping

Unstable

Unstable

0.9952

1.0419

0.1224

-

-

0.9

1.02

1.2

Unstable

Unstable

1.9701

1.4726

0.3468

-

-

1.6

1.5

2.17

Unstable

Unstable

3.4483

2.1140

0.1576

-

-

2.6

1.4

1.303

Lyapunov

Disturbance at 10s
Peak (m)
Time to comeback (s)

1.9832
1.7

Disturbance at 21s
Peak (m)
Time to comeback (s)

2.7752
2.2

Disturbance at 44s
Peak (m)
Time to comeback (s)

4.9805
1.6

Table 9.

Energy Efficiency Criterion
PID

Feedback
Linearization

Classical SM

Second Order
SM

Integral
Backstepping

Lyapunov

571.4330

3.6750e+03

6.0094e+04

6.1265e+04

1.0157e+03

5.2708e+04

11.3123

34.3274

550.2632

566.8043

29.8952

463.2621

Max(U2)

16.7656

14.7414

244.4343

258.1145

614.1298

245.7166

RMS

0.0496

0.3628

5.5969

5.6392

15.7954

4.6553

Max(U3)

60.9936

14.7390

265.9438

276.2636

313.3164

246.8182

RMS

0.1457

0.4289

6.4706

6.6577

11.1777

4.5124

Max(U4)

5.3602

59.0619

900.3842

937.7598

0.4470

892.3024

RMS

0.0668

1.1011

8.3992

8.8259

0.0273

8.3068

U1
Max(U1)
RMS
U2

U3

U4

criterion, we can say that the second order sliding mode has the
most precision for the mission of path tracking over the axis x and
y in the smooth part (part 1), the aggressive part (part 2), and part
3. Additionally, the sliding mode controller has the most precision
for the path tracking along the z-axis. Moreover, the second order
sliding mode controller has the most efficiency after adding the
disturbances along the x and y axis, and the integral backstepping
along the z-axis. On the other hand, the energy efficiency criteria
show that the PID has the minimum energy for U1 and U2, the
feedback linearization for U3, and the integral back-stepping for
U4. Other case studies have been tested and the same conclusion
has been found.
26

REFERENCES
[1]

[2]

IEEE A&E SYSTEMS MAGAZINE

Sugiura, R., Fukagawa, T., Noguchi, N., Ishii, K., Shibata, Y., and Toriyama, K. Field information system using an agricultural helicopter
towards precision farming. In Proceedings of the 2003 IEEE/ASME
International Conference on Advanced Intelligent Mechatronics (AIM
2003), 2003, Vol. 2, 1073-1078.
Archer, F., Shutko, A. M., Coleman, T. L., Haldin, A., Novichikhin, E.,
and Sidorov, I. Introduction, overview, and status of the Microwave
Autonomous Copter System (MACS). In Proceedings of the 2004
IEEE International Geoscience and Remote Sensing Symposium,
(IGARSS'04),. 2004, Vol. 5, 3574-3576.

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