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可配置的加密和解密架构用于基于CKKS的同型加密.
Jaehyeok Lee1, Phap Ngoc Duong1,2, Hanho Lee1
1Department of Electrical and Computer Engineering, Inha University, Incheon 22212, Republic of Korea.
Sensors (Basel, Switzerland)
|September 9, 2023
概括
本研究介绍了边缘设备上的同态加密 (HE) 加密/解密 (ENC-DEC) 的高效硬件设计. 这些加速器显著加快客户端加密操作,增强连接系统的数据隐私.
科学领域:
- 密码学 密码学 密码学 密码学
- 硬件架构 硬件架构
- 边缘计算 边缘计算
背景情况:
- 对数据隐私和安全的担忧越来越大,边缘设备与云的连接性增加.
- 同型加密 (HE) 为加密数据上的隐私保护计算提供了一个解决方案.
- 边缘设备上的HE加密/解密 (ENC-DEC) 操作的优化工作有限.
研究的目的:
- 为基于CKKS的ENC-DEC加速器提出高效的硬件架构.
- 使用同态加密方便和优化客户端计算.
- 为了解决ENC-DEC运行在边缘的性能瓶.
主要方法:
- 为基于CKKS的ENC-DEC设计可配置的硬件架构.
- 支持广泛的多项式大小和乘法深度 (最多30个级别).
- 在Xilinx XCU250 FPGA平台上实现和评估,并提供128位安全保证.
主要成果:
- 与SEAL HE库相比,实现了平均加密时间快23.7倍.
- 证明了对加密算法的高效硬件利用.
- 可配置架构支持CKKS HE的各种参数.
结论:
- 拟议的硬件架构显著加快了客户端ENC-DEC操作.
- 这些设计增强了边缘设备的数据隐私和计算能力.
- 在后量子时代加速加密过程的潜力,改善边缘安全.
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