Abstract
This paper proposes an optimal positioning and trajectory planning algorithm for unmanned aerial vehicles (UAVs) to improve a communication quality of a team of ground mobile nodes (vehicles) in a complex urban environment. In particular, a nonlinear model predictive control (NMPC)-based approach is proposed to find an efficient trajectory for UAVs with a discrete genetic algorithm while considering the dynamic constraints of fixed-wing UAVs. The advantages of using the proposed NMPC approach and the communication performance metrics are investigated through a number of scenarios with different horizon steps in the NMPC framework, the number of UAVs used, heading rates and speeds.
Similar content being viewed by others
References
Press, D.G.: Urban warfare: Options, problems and the future (1999)
Ibrahim, A.S., Seddik, K.G., Liu, K.J.R.: Improving connectivity via relays deployment in wireless sensor networks. GLOBECOM - IEEE Global Telecommunications Conference, 1159–1163 (2007)
De Freitas, E.P., Heimfarth, T., Netto, I.F., Eduardo Lino, C., Pereira, C.E., Ferreira, A.M., Wagner, F.R., Larsson, T.: UAV relay network to support WSN connectivity. International Congress on Ultra Modern Telecommunications and Control Systems and Workshops, 309–314 (2010)
Gil, S., Schwager, M., Julian, B. J., Rus, D.: Optimizing communication in air-ground robot networks using decentralized control. IEEE International Conference on Robotics and Automation, 1964–1971 (2010)
Dixon, C., Frew, E.W.: Optimizing cascaded chains of unmanned aircraft acting as communication relays. IEEE J. Sel. Areas Commun. 30(5), 883–898 (2012)
Ho, D.-T., Grotli, E.I., Sujit, P.B., Johansen, T.A., De Sousa, J.B.: Performance evaluation of cooperative relay and Particle Swarm Optimization path planning for UAV and wireless sensor network. IEEE Globecom Workshops, 1403–1408 (2013)
Carfang, A.J., Wagle, N., Frew, E.W.: Improving data ferrying by iteratively learning the radio frequency environment. IEEE International Conference on Intelligent Robots and Systems, (Iros), 1182–1188 (2014)
Basu, P., Redi, J., Shurbanov, V.: Coordinated flocking of UAVs for improved connectivity of mobile ground nodes. IEEE Military Communications Conference 3, 1628–1634 (2004)
Kim, S., Oh, H., Suk, J., Tsourdos, A.: Coordinated trajectory planning for efficient communication relay using multiple UAVs. Control. Eng. Pract. 29, 42–49 (2014)
Han, Z., Swindlehurst, L., Liu, K.J.R.: Optimization of MANET Connectivity Via Smart Deployment / Movement of Unmanned Air Vehicles. IEEE Trans. Veh. Technol. 58(7), 3533–3546 (2009)
Kim, S., Silson, P., Tsourdos, A., Shanmugavel, M.: Dubins path planning of multiple unmanned airborne vehicles for communication relay Proceedings of the Institution of Mechanical Engineers. Part G: Journal of Aerospace Engineering 225(1), 12–25 (2011)
Choi, D.H., Jung, B.H., Sung, D.K.: Low-complexity Maneuvering Control of a UAV-based Relay without Location Information of Mobile Ground Nodes. IEEE Symposium on Computers and Communication, 1–6 (2014)
Oh, H., Shin, H.S., Kim, S., Ladosz, P., Chen, W.H.: Communication-aware convoy following guidance for UAVs in a complex urban environment. In: The 24th Mediterranean Conference on Control and Automation, Athens, Greece (2016)
Ladosz, P., Oh, H., Chen, W.-H.: Optimal positioning of communication relay unmanned aerial vehicles in urban environments. In: The International Conference on Unmanned Aircraft Systems, Washington, USA, p 2016 (2016)
Legland, D.: geom3d. http://www.mathworks.com/matlabcentral/fileexchange/24484-geom3d (2009)
Sedgewick, R., Wayne, K.: Minimum spanning trees. http://algs4.cs.princeton.edu/43mst/ (2015)
Kennedy, J., Eberhart, R.: Particle swarm optimization. IEEE International Conference on Neural Networks 4, 1942–1948 (1995)
Mehrotra, K., Mahapatra, P.R.: A jerk model for tracking highly maneuvering targets. IEEE Trans. Aerosp. Electron. Syst. 33(4), 1094–1105 (1997)
Shaferman, V., Shima, T.: Unmanned Aerial Vehicles Cooperative Tracking of Moving Ground Target in Urban Environments. J. Guid. Control. Dyn. 31(5), 1360–1371 (2008)
Chinneck, J.: Practical optimization: A gentle introduction. http://www.sce.carleton.ca/faculty/chinneck/po.html (2015)
Author information
Authors and Affiliations
Corresponding author
Rights and permissions
About this article
Cite this article
Ladosz, P., Oh, H. & Chen, WH. Trajectory Planning for Communication Relay Unmanned Aerial Vehicles in Urban Dynamic Environments. J Intell Robot Syst 89, 7–25 (2018). https://doi.org/10.1007/s10846-017-0484-y
Received:
Accepted:
Published:
Issue Date:
DOI: https://doi.org/10.1007/s10846-017-0484-y