Joint Computation and Communication Design for UAV-Assisted Mobile Edge Computing in IoT
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Abstract (arXiv)
Unmanned aerial vehicle (UAV)-assisted mobile edge computing (MEC) system is a prominent concept, where a UAV equipped with a MEC server is deployed to serve a number of terminal devices (TDs) of Internet of Things (IoT) in a finite period. In this paper, each TD has a certain latency-critical computation task in each time slot to complete. Three computation strategies can be available to each TD. First, each TD can operate local computing by itself. Second, each TD can partially offload task bits to the UAV for computing. Third, each TD can choose to offload task bits to access point (AP) via UAV relaying. We propose a new optimization problem formulation that aims to minimize the total energy consumption including communication-related energy, computation-related energy and UAV's flight energy by optimizing the bits allocation, time slot scheduling and power allocation as well as UAV trajectory design. As the formulated problem is non-convex and difficult to find the optimal solution, we solve the problem by two parts, and obtain the near optimal solution with within a dozen of iterations. Finally, numerical results are given to validate the proposed algorithm, which is verified to be efficient and superior to the other benchmark cases.
Key facts. Cited by 3 papers in the map (data through 7 Oct 2026). First posted on arXiv 18 Oct 2019.
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Citing papers per year: 2022: 1; 2023: 1; 2024: 1.
3 papers.
- 2022Evolutionary Multi-Objective Reinforcement Learning Based Trajectory Control and Task Offloading in UAV-Assisted Mobile Edge Computingcited by 10
- 2023Reliable and Efficient Data Collection in UAV-based IoT Networkscited by 2
- 2024Distributed Multi-Objective Dynamic Offloading Scheduling for Air-Ground Cooperative MECcited by 0
- 2024Distributed Multi-Objective Dynamic Offloading Scheduling for Air-Ground Cooperative MEC16 Mar 2024
- 2023Reliable and Efficient Data Collection in UAV-based IoT Networks9 Nov 2023
- 2022Evolutionary Multi-Objective Reinforcement Learning Based Trajectory Control and Task Offloading in UAV-Assisted Mobile Edge Computing24 Feb 2022