A Visionary Look at the Security of Reconfigurable Cloud Computing

IF 23.2 1区 计算机科学 Q1 ENGINEERING, ELECTRICAL & ELECTRONIC Proceedings of the IEEE Pub Date : 2023-11-21 DOI:10.1109/JPROC.2023.3330729
Mirjana Stojilović;Kasper Rasmussen;Francesco Regazzoni;Mehdi B. Tahoori;Russell Tessier
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Abstract

Field-programmable gate arrays (FPGAs) have become critical components in many cloud computing platforms. These devices possess the fine-grained parallelism and specialization needed to accelerate applications ranging from machine learning to networking and signal processing, among many others. Unfortunately, fine-grained programmability also makes FPGAs a security risk. Here, we review the current scope of attacks on cloud FPGAs and their remediation. Many of the FPGA security limitations are enabled by the shared power distribution network in FPGA devices. The simultaneous sharing of FPGAs is a particular concern. Other attacks on the memory, host microprocessor, and input/output channels are also possible. After examining current attacks, we describe trends in cloud architecture and how they are likely to impact possible future attacks. FPGA integration into cloud hypervisors and system software will provide extensive computing opportunities but invite new avenues of attack. We identify a series of system, software, and FPGA architectural changes that will facilitate improved security for cloud FPGAs and the overall systems in which they are located.
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对可重构云计算安全性的远见卓识
现场可编程门阵列(FPGA)已成为许多云计算平台的关键组件。这些设备具有细粒度并行性和专用性,可加速从机器学习到网络和信号处理等各种应用。遗憾的是,细粒度可编程性也使 FPGA 存在安全风险。在此,我们回顾了当前对云 FPGA 的攻击范围及其补救措施。FPGA 设备中的共享配电网络导致了许多 FPGA 安全限制。同时共享FPGA是一个特别值得关注的问题。对内存、主机微处理器和输入/输出通道的其他攻击也是可能的。在研究了当前的攻击行为后,我们将介绍云架构的发展趋势,以及这些趋势可能对未来攻击行为产生的影响。将 FPGA 集成到云管理程序和系统软件中将提供广泛的计算机会,但也会带来新的攻击途径。我们确定了一系列系统、软件和 FPGA 架构变化,这些变化将有助于提高云 FPGA 及其所在整体系统的安全性。
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来源期刊
Proceedings of the IEEE
Proceedings of the IEEE 工程技术-工程:电子与电气
CiteScore
46.40
自引率
1.00%
发文量
160
审稿时长
3-8 weeks
期刊介绍: Proceedings of the IEEE is the leading journal to provide in-depth review, survey, and tutorial coverage of the technical developments in electronics, electrical and computer engineering, and computer science. Consistently ranked as one of the top journals by Impact Factor, Article Influence Score and more, the journal serves as a trusted resource for engineers around the world.
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