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Resource allocation flowshop scheduling with learning effect and slack due window assignment
Energy management method for an unpowered landing
School of Automation Engineering, University of Electronic Science and Technology of China, Chengdu 611731, China |
The unpowered landing of unmanned aerial vehicle (UAV) is a critical stage, which affects the safety of flight. To solve the problem of the unpowered landing of UAV, an energy management scheme is proposed. After the cruise is over, the aircraft shuts down the engine and begins to land. When the aircraft is in the high altitude, the dynamic pressure is too large, and it is difficult to open the speed brake. When the aircraft is in the low altitude, it is close to the runway. The method of S-turn may make the aircraft veer off the runway and may be unable to land. So two different schemes of high altitude and low altitude are designed to control energy. In the high altitude, when the energy is too high, it takes the S-turn scheme to consume excess energy. At the same time, the availability and reasonability of the S-turn scheme is demonstrated. In the low altitude, the open angle of speed brake is controlled to adjust the energy consumption. Finally, the simulation results are given to illustrate the availability of energy management.
References:
[1] |
V. Artale, C. L. R. Milazzo and C. Orlando,
Comparison of GA and PSO approaches for the direct and LQR tuning of a multirotor PD controller, Journal of Industrial and Management Optimization, 13 (2017), 2067-2091.
doi: 10.3934/jimo.2017032. |
[2] |
A. R. Babaei and M. Mortazavi,
Three-dimensional curvature-constrained trajectory planning based on in-flight waypoints, Journal of Aircraft, 47 (2010), 1391-1398.
doi: 10.2514/1.47711. |
[3] |
J. Benasher and D. K. Maya, Pseudo-spectral-method based optimal glide in the event of engine cut-off, in Navigation, and Control Conference, (2011), Tel-Aviv and Haifa, Israel, 1201–1218.
doi: 10.2514/6.2011-6596. |
[4] |
P. Eng, L. Mejias and X. Liu,
Automating human thought processes for a uav forced landing, Journal of Intelligent and Robotic Systems, 57 (2010), 329-349.
doi: 10.1007/978-90-481-8764-5_17. |
[5] |
D. L. Fitzgerald, R. A. Walker and D. A. Campbell, A vision based forced landing site selection system for an autonomous UAV, in 2005 International Conference on Intelligent Sensors, Sensor Networks and Information Processing, (2005), Melbourne, Australia, 397–402. Google Scholar |
[6] |
R. Frezza and C. Altafini, Autonomous landing by computer vision: An application of path following in SE, in Proceedings of the 39th IEEE Conference on Decision and Control, (2000), Sydney, NSW, Australia, 2527–2532.
doi: 10.1109/CDC.2000.914183. |
[7] |
R. Ghanem and B. Zireg,
Numerical solution of bilateral obstacle optimal control problem, where the controls and the obstacles coincide, Numerical Algebra, Control and Optimization, 10 (2020), 275-300.
|
[8] |
D. Gu and D. W. Zhang, Parametric control to second-order linear time-varying systems based on dynamic compensator and multi-objective optimization, Applied Mathematics and Computation, 365 (2020), 124681, 25pp.
doi: 10.1016/j.amc.2019.124681. |
[9] |
D. Gu and D. W. Zhang,
A parametric method to design dynamic compensator for high-order quasi-linear systems, Nonlinear Dynamics, 100 (2020), 1379-1400.
doi: 10.1007/s11071-020-05555-0. |
[10] |
X. Guo, S. Denman and C. Fookes, et al., Automatic UAV forced landing site detection using machine learning, in 2014 International Conference on Digital Image Computing: Techniques and Applications (DICTA), (2014), Wollongong, NSW, Australia, 1–7.
doi: 10.1109/DICTA.2014.7008097. |
[11] |
K. R. Horneman and C. A. Kluever, Terminal area energy management trajectory planning for an unpowered reusable launch vehicle, in Collection of Technical Papers - AIAA Atmospheric Flight Mechanics Conference, (2004), Providence, RI, United States, 1103–1120.
doi: 10.2514/6.2004-5183. |
[12] |
D. Jung and P. Tsiotras,
On-line path generation for unmanned aerial vehicles using B-spline path templates, Journal of Guidance, 36 (2013), 1642-1653.
doi: 10.2514/1.60780. |
[13] |
R. Li and Y. J. Shi,
The fuel optimal control problem of a hypersonic aircraft with periodic cruising mode, J Mathematical and Computer Modelling, 55 (2012), 2141-2150.
doi: 10.1016/j.mcm.2011.12.052. |
[14] |
B. Li, X. Guo, X. Zeng, S. Dian and M. Guo,
An optimal PID tuning method for a single link manipulator based on the control parametrization technique, Discrete and Continuous Dynamical Systems Series S, 13 (2020), 1813-1823.
doi: 10.3934/dcdss.2020107. |
[15] |
R. Li, Y. J. Shi and K. L. Teo,
Coordination arrival control for multi-agent systems, International Journal of Robust and Nonlinear Control, 26 (2016), 1456-1474.
doi: 10.1002/rnc.3359. |
[16] |
L. Mejias and D. L. Fitzgerald, A multi-layered approach for site detection in UAS emergency landing scenarios using geometry-based image segmentation, in 2013 International Conference on Unmanned Aircraft Systems (ICUAS), (2013), Atlanta, GA, USA, 366–372.
doi: 10.1109/ICUAS.2013.6564710. |
[17] |
T. E. Moore, Space shuttle entry terminal area energy management, Houston, TX, United States [Online]. Available: https://ntrs.nasa.gov/archive/nasa/casi.ntrs.nasa.gov/19920010688.pdf Google Scholar |
[18] |
H. Niu, Z. J. Feng, Q. J. Xiao and Y. J. Zhang, A PID control method based on optimal control strategy, Numerical Algebra, Control and Optimization, (2020). Google Scholar |
[19] |
M. Ohno, Y. Yamaguchi and T. Hata, Robust flight control law design for an automatic landing flight experiment, Control Engineering Practice, 7 (1999), 1143-1151. Google Scholar |
[20] |
D. Orfanus, E. D. Freitas and F. Eliassen,
Self-organization as a supporting paradigm for military UAV relay networks, IEEE Communications Letters, 20 (2016), 804-807.
doi: 10.1109/LCOMM.2016.2524405. |
[21] |
R. K. Rangel, C. A. D. Oliveira and K. H. Kienitz, Development of a multipurpose tactical surveillance system using UAV's, in 2014 IEEE Aerospace Conference, (2014), Big Sky, MT, USA, 1–9.
doi: 10.1109/AERO.2014.6836300. |
[22] |
S. D. Ridder and E. Mooij,
Terminal area trajectory planning using the energy-tube concept for reusable launch vehicles, Acta Astronautica, 68 (2011), 915-930.
doi: 10.1016/j.actaastro.2010.08.032. |
[23] |
S. D. Ridder and E. Mooij,
Optimal longitudinal trajectories for reusable space vehicles in the terminal area, Journal of Spacecraft and Rockets, 48 (2011), 642-653.
doi: 10.2514/1.51083. |
[24] |
S. D. Ridder and E. Mooij,
Terminal area trajectory planning using the energy-tube concept for reusable launch, Acta Astronautica, 68 (2011), 915-930.
doi: 10.1016/j.actaastro.2010.08.032. |
[25] |
M. Senpheng and M. Ruchanurucks, Automatic landing assistant system based on stripe lines on runway using computer vision, in 2015 International Conference on Science and Technology (TICST), (2015), Pathum Thani, Thailand, 35–39.
doi: 10.1109/TICST.2015.7369336. |
[26] |
I. Shapira and J. Ben-Asher, Range maximization for emergency landing after engine cut-off, Journal of Guidance, 42 (2005), 1296-1306. Google Scholar |
[27] |
Y. F. Shen, Z. Rahman and D. Krusienski, A vision-based automatic safe landing-site detection system, IEEE Transactions on Aerospace and Electronic Systems, 49 (2013), 294-311. Google Scholar |
[28] |
Y. J. Shi, R. Li and K. L. Teo,
Design of a band-stop filter for a space shuttle vehicle, IEEE Transactions on Circuits and Systems-II: Express Briefs, 62 (2015), 1174-1178.
doi: 10.1109/TCSII.2015.2468922. |
[29] |
Y. J. Shi, R. Li and H. L. Xu,
Control augmentation design of UAVs based on deviation modification of aerodynamic focus, Journal of Industrial and Management Optimization, 11 (2015), 231-240.
doi: 10.3934/jimo.2015.11.231. |
[30] |
D. G. Ward, J. F. Monaco and J. D. Schierman, Reconfigurable control for VTOL UAV shipboard landing, in Guidance, Navigation, and Control Conference and Exhibit, Portland, OR, United States, (1999), 499–509.
doi: 10.2514/6.1999-4045. |
[31] |
F. Yang, K. L. Teo, R. Loxton, V. Rehbock, B. Li, C. Yu and L. Jennings,
VISUAL MISER: An efficient user-friendly visual program for solving optimal control problems, Journal of Industrial and Management Optimization, 12 (2016), 781-810.
doi: 10.3934/jimo.2016.12.781. |
[32] |
J. F. Zhang and C. J. Jia, Automatic landing controller design and simulation of flying-wing unmanned aerial vehicle, in Proceedings of 2013 2nd International Conference on Measurement, Information and Control, 2 (2013), Harbin, China, 893–896.
doi: 10.1109/MIC.2013.6758104. |
[33] |
M. Zhou, J. Zhou and J. G. Guo,
Terminal area energy management trajectory planning for an unpowered reusable launch vehicle with gliding limitations, Applied Mechanics and Materials, 446 (2014), 611-615.
doi: 10.4028/www.scientific.net/AMM.446-447.611. |
show all references
References:
[1] |
V. Artale, C. L. R. Milazzo and C. Orlando,
Comparison of GA and PSO approaches for the direct and LQR tuning of a multirotor PD controller, Journal of Industrial and Management Optimization, 13 (2017), 2067-2091.
doi: 10.3934/jimo.2017032. |
[2] |
A. R. Babaei and M. Mortazavi,
Three-dimensional curvature-constrained trajectory planning based on in-flight waypoints, Journal of Aircraft, 47 (2010), 1391-1398.
doi: 10.2514/1.47711. |
[3] |
J. Benasher and D. K. Maya, Pseudo-spectral-method based optimal glide in the event of engine cut-off, in Navigation, and Control Conference, (2011), Tel-Aviv and Haifa, Israel, 1201–1218.
doi: 10.2514/6.2011-6596. |
[4] |
P. Eng, L. Mejias and X. Liu,
Automating human thought processes for a uav forced landing, Journal of Intelligent and Robotic Systems, 57 (2010), 329-349.
doi: 10.1007/978-90-481-8764-5_17. |
[5] |
D. L. Fitzgerald, R. A. Walker and D. A. Campbell, A vision based forced landing site selection system for an autonomous UAV, in 2005 International Conference on Intelligent Sensors, Sensor Networks and Information Processing, (2005), Melbourne, Australia, 397–402. Google Scholar |
[6] |
R. Frezza and C. Altafini, Autonomous landing by computer vision: An application of path following in SE, in Proceedings of the 39th IEEE Conference on Decision and Control, (2000), Sydney, NSW, Australia, 2527–2532.
doi: 10.1109/CDC.2000.914183. |
[7] |
R. Ghanem and B. Zireg,
Numerical solution of bilateral obstacle optimal control problem, where the controls and the obstacles coincide, Numerical Algebra, Control and Optimization, 10 (2020), 275-300.
|
[8] |
D. Gu and D. W. Zhang, Parametric control to second-order linear time-varying systems based on dynamic compensator and multi-objective optimization, Applied Mathematics and Computation, 365 (2020), 124681, 25pp.
doi: 10.1016/j.amc.2019.124681. |
[9] |
D. Gu and D. W. Zhang,
A parametric method to design dynamic compensator for high-order quasi-linear systems, Nonlinear Dynamics, 100 (2020), 1379-1400.
doi: 10.1007/s11071-020-05555-0. |
[10] |
X. Guo, S. Denman and C. Fookes, et al., Automatic UAV forced landing site detection using machine learning, in 2014 International Conference on Digital Image Computing: Techniques and Applications (DICTA), (2014), Wollongong, NSW, Australia, 1–7.
doi: 10.1109/DICTA.2014.7008097. |
[11] |
K. R. Horneman and C. A. Kluever, Terminal area energy management trajectory planning for an unpowered reusable launch vehicle, in Collection of Technical Papers - AIAA Atmospheric Flight Mechanics Conference, (2004), Providence, RI, United States, 1103–1120.
doi: 10.2514/6.2004-5183. |
[12] |
D. Jung and P. Tsiotras,
On-line path generation for unmanned aerial vehicles using B-spline path templates, Journal of Guidance, 36 (2013), 1642-1653.
doi: 10.2514/1.60780. |
[13] |
R. Li and Y. J. Shi,
The fuel optimal control problem of a hypersonic aircraft with periodic cruising mode, J Mathematical and Computer Modelling, 55 (2012), 2141-2150.
doi: 10.1016/j.mcm.2011.12.052. |
[14] |
B. Li, X. Guo, X. Zeng, S. Dian and M. Guo,
An optimal PID tuning method for a single link manipulator based on the control parametrization technique, Discrete and Continuous Dynamical Systems Series S, 13 (2020), 1813-1823.
doi: 10.3934/dcdss.2020107. |
[15] |
R. Li, Y. J. Shi and K. L. Teo,
Coordination arrival control for multi-agent systems, International Journal of Robust and Nonlinear Control, 26 (2016), 1456-1474.
doi: 10.1002/rnc.3359. |
[16] |
L. Mejias and D. L. Fitzgerald, A multi-layered approach for site detection in UAS emergency landing scenarios using geometry-based image segmentation, in 2013 International Conference on Unmanned Aircraft Systems (ICUAS), (2013), Atlanta, GA, USA, 366–372.
doi: 10.1109/ICUAS.2013.6564710. |
[17] |
T. E. Moore, Space shuttle entry terminal area energy management, Houston, TX, United States [Online]. Available: https://ntrs.nasa.gov/archive/nasa/casi.ntrs.nasa.gov/19920010688.pdf Google Scholar |
[18] |
H. Niu, Z. J. Feng, Q. J. Xiao and Y. J. Zhang, A PID control method based on optimal control strategy, Numerical Algebra, Control and Optimization, (2020). Google Scholar |
[19] |
M. Ohno, Y. Yamaguchi and T. Hata, Robust flight control law design for an automatic landing flight experiment, Control Engineering Practice, 7 (1999), 1143-1151. Google Scholar |
[20] |
D. Orfanus, E. D. Freitas and F. Eliassen,
Self-organization as a supporting paradigm for military UAV relay networks, IEEE Communications Letters, 20 (2016), 804-807.
doi: 10.1109/LCOMM.2016.2524405. |
[21] |
R. K. Rangel, C. A. D. Oliveira and K. H. Kienitz, Development of a multipurpose tactical surveillance system using UAV's, in 2014 IEEE Aerospace Conference, (2014), Big Sky, MT, USA, 1–9.
doi: 10.1109/AERO.2014.6836300. |
[22] |
S. D. Ridder and E. Mooij,
Terminal area trajectory planning using the energy-tube concept for reusable launch vehicles, Acta Astronautica, 68 (2011), 915-930.
doi: 10.1016/j.actaastro.2010.08.032. |
[23] |
S. D. Ridder and E. Mooij,
Optimal longitudinal trajectories for reusable space vehicles in the terminal area, Journal of Spacecraft and Rockets, 48 (2011), 642-653.
doi: 10.2514/1.51083. |
[24] |
S. D. Ridder and E. Mooij,
Terminal area trajectory planning using the energy-tube concept for reusable launch, Acta Astronautica, 68 (2011), 915-930.
doi: 10.1016/j.actaastro.2010.08.032. |
[25] |
M. Senpheng and M. Ruchanurucks, Automatic landing assistant system based on stripe lines on runway using computer vision, in 2015 International Conference on Science and Technology (TICST), (2015), Pathum Thani, Thailand, 35–39.
doi: 10.1109/TICST.2015.7369336. |
[26] |
I. Shapira and J. Ben-Asher, Range maximization for emergency landing after engine cut-off, Journal of Guidance, 42 (2005), 1296-1306. Google Scholar |
[27] |
Y. F. Shen, Z. Rahman and D. Krusienski, A vision-based automatic safe landing-site detection system, IEEE Transactions on Aerospace and Electronic Systems, 49 (2013), 294-311. Google Scholar |
[28] |
Y. J. Shi, R. Li and K. L. Teo,
Design of a band-stop filter for a space shuttle vehicle, IEEE Transactions on Circuits and Systems-II: Express Briefs, 62 (2015), 1174-1178.
doi: 10.1109/TCSII.2015.2468922. |
[29] |
Y. J. Shi, R. Li and H. L. Xu,
Control augmentation design of UAVs based on deviation modification of aerodynamic focus, Journal of Industrial and Management Optimization, 11 (2015), 231-240.
doi: 10.3934/jimo.2015.11.231. |
[30] |
D. G. Ward, J. F. Monaco and J. D. Schierman, Reconfigurable control for VTOL UAV shipboard landing, in Guidance, Navigation, and Control Conference and Exhibit, Portland, OR, United States, (1999), 499–509.
doi: 10.2514/6.1999-4045. |
[31] |
F. Yang, K. L. Teo, R. Loxton, V. Rehbock, B. Li, C. Yu and L. Jennings,
VISUAL MISER: An efficient user-friendly visual program for solving optimal control problems, Journal of Industrial and Management Optimization, 12 (2016), 781-810.
doi: 10.3934/jimo.2016.12.781. |
[32] |
J. F. Zhang and C. J. Jia, Automatic landing controller design and simulation of flying-wing unmanned aerial vehicle, in Proceedings of 2013 2nd International Conference on Measurement, Information and Control, 2 (2013), Harbin, China, 893–896.
doi: 10.1109/MIC.2013.6758104. |
[33] |
M. Zhou, J. Zhou and J. G. Guo,
Terminal area energy management trajectory planning for an unpowered reusable launch vehicle with gliding limitations, Applied Mechanics and Materials, 446 (2014), 611-615.
doi: 10.4028/www.scientific.net/AMM.446-447.611. |














h(m) | ||||
4500 | 0.7768 | 4.86 | 5541 | 7565 |
4000 | 0.8191 | 4.74 | 5643 | 7782 |
3500 | 0.8632 | 4.46 | 5769 | 8028 |
3000 | 0.9091 | 4.36 | 5913 | 8296 |
2500 | 0.9569 | 4.12 | 6071 | 8558 |
2000 | 1.0065 | 3.76 | 11760 | 14290 |
1500 | 1.0580 | 3.60 | 12290 | 14950 |
1000 | 1.1116 | 3.44 | 12840 | 15630 |
h(m) | ||||
4500 | 0.7768 | 4.86 | 5541 | 7565 |
4000 | 0.8191 | 4.74 | 5643 | 7782 |
3500 | 0.8632 | 4.46 | 5769 | 8028 |
3000 | 0.9091 | 4.36 | 5913 | 8296 |
2500 | 0.9569 | 4.12 | 6071 | 8558 |
2000 | 1.0065 | 3.76 | 11760 | 14290 |
1500 | 1.0580 | 3.60 | 12290 | 14950 |
1000 | 1.1116 | 3.44 | 12840 | 15630 |
Speed brake | Glide angle (high/low) | Touchdown velocity |
Closed | 293.4km/h | |
Fully opened | 290.2km/h |
Speed brake | Glide angle (high/low) | Touchdown velocity |
Closed | 293.4km/h | |
Fully opened | 290.2km/h |
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