物联网中高效边缘计算卸载的智能隐私保护方案

IF 1.6 4区 计算机科学 Q3 ENGINEERING, ELECTRICAL & ELECTRONIC
Liang Yao;Xiaolong Xu;Wanchun Dou;Muhammad Bilal
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引用次数: 0

摘要

作为智能交通系统(ITS)的重要推动因素,车联网(IoV)引起了学术界和产业界的广泛关注。IoV 中计算密集型、延迟敏感型和隐私感知型车辆应用的指数级增长导致了从云计算到边缘计算的转变,这使得任务可以被卸载到离车辆更近的边缘节点(EN)上以高效执行。然而,在智能交通系统环境中,由于计算卸载请求具有动态性和随机性,如何根据应用需求有效协调卸载决策具有挑战性。如何在确保数据隐私的同时完成复杂的车辆计算卸载仍是一项挑战。本文提出了一种具有隐私保护功能的智能计算卸载方案,命名为 COPP。其中,利用基于高级加密标准的加密方法来实现隐私保护。此外,我们还提出了一种在线卸载方案来寻找最优卸载策略。最后,实验结果表明,COPP 在延迟和能耗方面都明显优于基准方案。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
An Intelligent Privacy Protection Scheme for Efficient Edge Computation Offloading in IoV
As a pivotal enabler of intelligent transportation system (ITS), Internet of vehicles (IoV) has aroused extensive attention from academia and industry. The exponential growth of computation-intensive, latency-sensitive, and privacy-aware vehicular applications in IoV result in the transformation from cloud computing to edge computing, which enables tasks to be offloaded to edge nodes (ENs) closer to vehicles for efficient execution. In ITS environment, however, due to dynamic and stochastic computation offloading requests, it is challenging to efficiently orchestrate offloading decisions for application requirements. How to accomplish complex computation offloading of vehicles while ensuring data privacy remains challenging. In this paper, we propose an intelligent computation offloading with privacy protection scheme, named COPP. In particular, an Advanced Encryption Standard-based encryption method is utilized to implement privacy protection. Furthermore, an online offloading scheme is proposed to find optimal offloading policies. Finally, experimental results demonstrate that COPP significantly outperforms benchmark schemes in the performance of both delay and energy consumption.
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来源期刊
Chinese Journal of Electronics
Chinese Journal of Electronics 工程技术-工程:电子与电气
CiteScore
3.70
自引率
16.70%
发文量
342
审稿时长
12.0 months
期刊介绍: CJE focuses on the emerging fields of electronics, publishing innovative and transformative research papers. Most of the papers published in CJE are from universities and research institutes, presenting their innovative research results. Both theoretical and practical contributions are encouraged, and original research papers reporting novel solutions to the hot topics in electronics are strongly recommended.
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