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Flight Time Minimization of UAV for Data Collection Over Wireless Sensor Networks
Open accessAbstract
In this paper, we consider a scenario where an unmanned aerial vehicle (UAV) collects data from a set of sensors on a straight line. The UAV can either cruise or hover while communicating with the sensors. The objective is to minimize the UAV's total flight time from a starting point to a destination while allowing each sensor to successfully upload a certain amount of data using a given amount of energy. The whole trajectory is divided into non-overlapping data collection intervals, in each of which one sensor is served by the UAV. The data collection intervals, the UAV's speed, and the sensors' transmit powers are jointly optimized. The formulated flight time minimization problem is difficult to solve. We first show that when only one sensor is present, the sensor's transmit power follows a water-filling policy and the UAV's speed can be found efficiently by bisection search. Then, we show that for the general case with multiple sensors, the flight time minimization problem can be equivalently reformulated as a dynamic programming (DP) problem. The subproblem involved in each stage of the DP reduces to handle the case with only one sensor node. Numerical results present the insightful behaviors of the UAV and the sensors. Specifically, it is observed that the UAV's optimal speed is proportional to the given energy of the sensors and the inter-sensor distance, but it is inversely proportional to the data upload requirement.
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Cites
Wireless communications with unmanned aerial vehicles: opportunities and challenges
Zeng, Y., Zhang, R., & Lim, T. J. (2016) · IEEE Communications Magazine · doi:10.1109/mcom.2016.7470933 · Cited by 4,048
Cited by
Optimal 3D-Trajectory Design and Resource Allocation for Solar-Powered UAV Communication Systems
Sun, Y., Xu, D., Ng, D. W. K., Dai, L., & Schober, R. (2019) · IEEE Transactions on Communications · doi:10.1109/tcomm.2019.2900630 · Cited by 452
Cellular-Enabled UAV Communication: A Connectivity-Constrained Trajectory Optimization Perspective
Zhang, S., Zeng, Y., & Zhang, R. (2019) · IEEE Transactions on Communications · doi:10.1109/tcomm.2018.2880468 · Cited by 426
Metadata
- Authors
- Gong, J., Chang, T.-H., Shen, C., & Chen, X.
- Venue
- IEEE Journal on Selected Areas in Communications
- Published
- 2018-09
- Volume
- 36
- Issue
- 9
- Pages
- 1942-1954
- ISSN
- 0733-8716 (ISSN-L)
- 1558-0008
- OpenAlex
- W2963177943
- Cited by
- 380
- References
- 1
- FWCI
- 37.83
- Type
- journal article
- Language
- en
- Open access
- green
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- Gong, J., Chang, T.-H., Shen, C., & Chen, X. (2018). Flight Time Minimization of UAV for Data Collection Over Wireless Sensor Networks. IEEE Journal on Selected Areas in Communications. https://doi.org/10.1109/jsac.2018.2864420
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