全同态加密:无线移动通信中的精度损失

S. P. Sanon, C. Lipps, H. Schotten
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引用次数: 1

摘要

完全同态加密(FHE)是一种加密技术,可以对加密后的数据进行安全计算。它被认为是提供安全和隐私保护的第五代(5G)无线网络流量预测的有前途的解决方案。然而,使用FHE的主要挑战之一是同态计算过程中出现的精度损失,这可能对网络规划和优化、服务质量(QoS)管理和安全监控产生影响。因此,本文讨论了精度损失在5G无线网络流量预测中的影响。基础研究的结果提供了精度损失的实验上限和下限,以及选择合适的精度参数来平衡性能和计算成本之间的权衡。所有实际的FHE方案都是基于一个似乎对量子计算机有抵抗力的数学问题,这意味着本文的工作即使在量子时代也将适用于未来的无线一代。
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Fully Homomorphic Encryption: Precision Loss in Wireless Mobile Communication
Fully Homomorphic Encryption (FHE) is a cryp-tographic technique that enables secure computation over en-crypted data. It has been considered as a promising solution to provide secure and privacy-preserving Fifth Generation (5G) wireless network traffic prediction. However, one of the main challenges of using FHE is the precision loss occurring during the homomorphic computations which can have an impact on network planning and optimization, Quality of Service (QoS) management, and security monitoring. Therefore, this paper discusses the effect of precision loss in 5G wireless network traffic prediction. The result of the underlying study provides experimental upper and lower bounds of the precision loss as well as the selection of an appropriate precision parameter to balance the trade-off between performance and computational cost. All practical FHE schemes are based on a mathematical problem that appears to be resistant to quantum computers meaning that the work in this paper will be valid for future wireless generations even in the quantum era.
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