Mobile Edge Computing for AAV-Enabled Internet of Vehicles With NOMA: Delay Optimization and Performance Analysis
Autonomous aerial vehicles (AAVs) can effectively eliminate communication blind zones and establish line-of-sight links with ground vehicles by leveraging their flexible deployment capabilities. Motivated by the above, this paper employs an AAV as a mobile edge computing (MEC) server to provide task offloading services, based on which the non-orthogonal multiple access (NOMA) technology is used in AAV-enabled Internet of Vehicles (IoV). To reduce the MEC offloading delay, we propose a NOMA-enhanced MEC framework for AAV-enabled IoV. More explicitly, we formulate a total offloading delay minimization problem by optimizing the transmit power and the AAV position. To tackle the non-convex problem, we decouple it into two sub-problems: power allocation and AAV position optimization. Specifically, the power allocation is optimized via the successive convex optimization algorithm, and the AAV position is adjusted using the improved particle swarm optimization-genetic algorithm (PSO-GA). Then, we propose an iterative optimization algorithm to alternately iterate these two processes to find the optimal solution. Next, we analyze the achievable offloading probability of the NOMA-MEC scheme compared with the OMAMEC scheme and derive its asymptotic expressions under high signal-to-noise ratio (SNR) conditions. Finally, simulation results indicate that the proposed scheme outperforms existing methods in reducing total offloading delay while validating the accuracy of performance analysis.
Authors
- Yixin He (ORCID: https://orcid.org/0000-0002-8758-3776)
- Yi Jin (ORCID: https://orcid.org/0000-0003-4335-6691)
- Xiaoyang Li (ORCID: https://orcid.org/0000-0003-4899-0835)
- Dawei Wang (ORCID: https://orcid.org/0000-0001-9981-3623)
- Hongbo Zhao (ORCID: https://orcid.org/0000-0002-2524-148X)
- Weichao Yang (ORCID: https://orcid.org/0009-0006-5776-8880)
- Li Li
- Hongyan Wang (ORCID: https://orcid.org/0009-0003-5478-877X)
Institutions
- Northwestern Polytechnical University (CN)
- Jiaxing University (CN)
- Beihang University (CN)
Publication Details
- Journal
- IEEE Open Journal of Vehicular Technology
- Published
- 2025-01-01
- DOI
- https://doi.org/10.1109/ojvt.2025.3596251
- Citations
- 1
- Primary Topic
- IoT and Edge/Fog Computing
- Type
- article
- Field-Weighted Citation Impact
- 1.49