同态加密的混合数论变换体系

IF 3.1 2区 工程技术 Q2 COMPUTER SCIENCE, HARDWARE & ARCHITECTURE
Quang Dang Truong;Phap Duong-Ngoc;Hanho Lee
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引用次数: 0

摘要

完全同态加密(FHE)是一种创新的加密技术,有可能保护不可信环境(如公共云或外部方)中数据的隐私和机密性。然而,由于包含耗时的多项式算法,FHE对于计算量大的应用仍然是一个挑战。数论变换(NTT)被广泛应用于高等数学中,以降低多项式乘法的复杂度。因此,在以前的研究中已经探索了在FHE硬件中实现NTT。然而,由于对硬件资源的要求很高,特别是模量大,目前还缺乏同时支持NTT及其逆变换(INTT)的硬件架构。本文简要介绍了一种适用于高电路深度基于ckks的HE方案的2^{17}$ NTT和INTT硬件架构,满足各种FPGA平台的高速和可负担性标准。实现结果表明,与大多数相关工作相比,该设计具有面积效率和硬件友好性,适合FPGA器件上基于he的实际应用。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Hybrid Number Theoretic Transform Architecture for Homomorphic Encryption
Fully homomorphic encryption (FHE) is an innovative cryptographic technology that has the potential to protect the privacy and confidentiality of data in the untrusted environments, such as public clouds or external parties. However, due to the inclusion of time-consuming polynomial arithmetic, FHE remains a challenge for computationally heavy applications. The number theoretic transform (NTT) is widely used in HE to reduce the complexity of polynomial multiplication. Therefore, implementing NTT in hardware for FHE has been explored in prior studies. However, due to the high hardware resource requirements, especially with a large number of moduli, hardware architecture supporting both NTT and its inverse transform (INTT) is still missing. This brief presents a hardware architecture for $2^{17}$ NTT and INTT suitable for high-circuit depth CKKS-based HE schemes, satisfying both criteria of high speed and affordability for various FPGA platforms. The implementation results highlight that this design is area-efficient compared to the most related work and hardware-friendly for practical HE-based applications on FPGA devices.
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来源期刊
CiteScore
6.40
自引率
7.10%
发文量
187
审稿时长
3.6 months
期刊介绍: The IEEE Transactions on VLSI Systems is published as a monthly journal under the co-sponsorship of the IEEE Circuits and Systems Society, the IEEE Computer Society, and the IEEE Solid-State Circuits Society. Design and realization of microelectronic systems using VLSI/ULSI technologies require close collaboration among scientists and engineers in the fields of systems architecture, logic and circuit design, chips and wafer fabrication, packaging, testing and systems applications. Generation of specifications, design and verification must be performed at all abstraction levels, including the system, register-transfer, logic, circuit, transistor and process levels. To address this critical area through a common forum, the IEEE Transactions on VLSI Systems have been founded. The editorial board, consisting of international experts, invites original papers which emphasize and merit the novel systems integration aspects of microelectronic systems including interactions among systems design and partitioning, logic and memory design, digital and analog circuit design, layout synthesis, CAD tools, chips and wafer fabrication, testing and packaging, and systems level qualification. Thus, the coverage of these Transactions will focus on VLSI/ULSI microelectronic systems integration.
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