Sep 2026· Journal of King Saud University: Computer and Information Sciences· Vol 38· 0 citations· 38 references
TL;DR
A rating-aware graded security offloading framework for UAV-assisted MEC networks that maintains a higher offloading ratio and lower system cost than the fixed-security and no-rating baselines in the considered hover-based UAV-MEC scenario.
Abstract
UAV-assisted mobile edge computing (MEC) provides a flexible way to process computation-intensive tasks for ground users, but the open air-to-ground transmission links expose offloaded data to eavesdropping risks. Existing secure offloading schemes often apply fixed protection policies to all tasks, which may introduce unnecessary overhead for low-sensitivity data while providing insufficient adaptation for highly sensitive data. To address this issue, this paper proposes a rating-aware graded security offloading framework for UAV-assisted MEC networks. Each task is assigned a normalized sensitivity rating, and the rating is mapped to a security-strength coefficient that affects encryption/decryption delay, security-related energy consumption, and offloading cost. Based on this model, the offloading decision among local computing, UAV-MEC computing, and cloud computing is jointly optimized with transmission power and computing resource allocation. The resulting mixed-integer non-convex problem is solved by a tailored alternating optimization algorithm. Simulation results under the same baseline parameter settings show that the proposed framework maintains a higher offloading ratio and lower system cost than the fixed-security and no-rating baselines in the considered hover-based UAV-MEC scenario.
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P. Abrahamsson, O. Salo, Jussi Ronkainen et al.· arXiv.org· 727 citations· ⚡54
The study shows that agile practices improve both informal and formal communication, but indicates that, in larger development situations involving multiple external stakeholders, a mismatch of adequate communication mechanisms can sometimes even hinder the communication.
M. Pikkarainen, Jukka Haikara, O. Salo et al.· Empirical Software Engineeri...· 401 citations· ⚡48
The results indicate that software engineering work practices are chosen opportunistically, adapted and configured to provide value under the constrains imposed by the startup context.
Nicolò Paternoster, Carmine Giardino, M. Unterkalmsteiner et al.· Information and Software Tec...· 394 citations· ⚡54
The perception of the impact of agile methods is predominantly positive, and several challenge areas were discovered, but based on this study, agile methods are here to stay.
M. Laanti, O. Salo, P. Abrahamsson· Information and Software Tec...· 260 citations· ⚡20
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