SG-Audit:智能电网的高效稳健云审计方案

IF 7 2区 计算机科学 Q1 COMPUTER SCIENCE, HARDWARE & ARCHITECTURE IEEE Transactions on Dependable and Secure Computing Pub Date : 2024-07-01 DOI:10.1109/TDSC.2023.3347001
Ning Lu, Mingxi Liu, Wenbo Shi, Ximeng Liu, Kim-Kwang Raymond Choo
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引用次数: 0

摘要

云审计允许用户利用数字签名证据进行远程数据验证,从而确定其存储在云中的数据的完整性。虽然针对云服务提出了许多云审计方案,但众所周知,在大规模智能电网(SG)上部署云审计方案在实践中具有挑战性,例如效率低下和缺乏鲁棒性。在本文中,我们提出了一种高效、稳健的 SG 云审计方案(以下简称 SG-审计)。具体来说,我们利用移动边缘计算(作为代理签名者)来卸载智能电表(SM)产生的签名计算负载,并设计了高效的代理签名者推荐策略,以确保每个 SM 都能获得高质量的服务;设计了可扩展的索引结构,以减少数据验证过程中的签名证据访问时间;设计了基于重复数据删除和抽样的挑战数据索引生成策略,以缩小验证范围。此外,我们还定义了 SG-Audit 支持的三种战略威胁场景,并进一步设计了安全云审计协议以提高鲁棒性。通过严格的数学分析和广泛的实验,我们证明 SG-Audit 与之前的工作相比提高了审核效率(平均提高约 42%)。
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SG-Audit: An Efficient and Robust Cloud Auditing Scheme for Smart Grid
Cloud auditing allows users to leverage digital signature evidences to undertake remote data verification and consequently determine the integrity of their data stored in the cloud. While there are many cloud auditing schemes proposed for cloud services, deployments on large scale smart grid (SG) are known to be challenging in practice, for example in terms of inefficiency and lack of robustness. In this article, we propose an efficient and robust cloud auditing scheme for SG (hereafter referred to as SG-Audit). Specifically, we utilize mobile edge computing (served as proxy signer) to offload the signature computation loads incurred by smart meters (SMs), as well as devising an efficient proxy signer recommendation strategy to ensure each SM obtains high quality service, a scalable index structure to reduce the signature evidence access time during data verification, and a deduplication and sampling based challenge data index generation strategy to narrow down the verification scope. Moreover, we also define three strategic threat scenarios supported by SG-Audit, and further devise a secure cloud auditing protocol to improve robustness. Through rigorous mathematical analysis and extensive experiments, we demonstrate that SG-Audit achieves increased auditing efficiency (by about 42% on average) in comparison to prior work.
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来源期刊
IEEE Transactions on Dependable and Secure Computing
IEEE Transactions on Dependable and Secure Computing 工程技术-计算机:软件工程
CiteScore
11.20
自引率
5.50%
发文量
354
审稿时长
9 months
期刊介绍: The "IEEE Transactions on Dependable and Secure Computing (TDSC)" is a prestigious journal that publishes high-quality, peer-reviewed research in the field of computer science, specifically targeting the development of dependable and secure computing systems and networks. This journal is dedicated to exploring the fundamental principles, methodologies, and mechanisms that enable the design, modeling, and evaluation of systems that meet the required levels of reliability, security, and performance. The scope of TDSC includes research on measurement, modeling, and simulation techniques that contribute to the understanding and improvement of system performance under various constraints. It also covers the foundations necessary for the joint evaluation, verification, and design of systems that balance performance, security, and dependability. By publishing archival research results, TDSC aims to provide a valuable resource for researchers, engineers, and practitioners working in the areas of cybersecurity, fault tolerance, and system reliability. The journal's focus on cutting-edge research ensures that it remains at the forefront of advancements in the field, promoting the development of technologies that are critical for the functioning of modern, complex systems.
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