Communication Efficient Ciphertext-Field Aggregation in Wireless Networks via Over-the-Air Computation

IF 8 1区 计算机科学 Q1 COMPUTER SCIENCE, THEORY & METHODS IEEE Transactions on Information Forensics and Security Pub Date : 2024-11-05 DOI:10.1109/TIFS.2024.3490400
Xin Xie;Jianan Hong;Cunqing Hua;Yanhong Xu
{"title":"Communication Efficient Ciphertext-Field Aggregation in Wireless Networks via Over-the-Air Computation","authors":"Xin Xie;Jianan Hong;Cunqing Hua;Yanhong Xu","doi":"10.1109/TIFS.2024.3490400","DOIUrl":null,"url":null,"abstract":"Aggregating metadata in the ciphertext field is an attractive property brought by homomorphic encryption (HE) for privacy-sensitive computing tasks, therefore, research on the next-generation wireless networks has treated it as one of the promising cryptographic techniques for various scenarios. However, existing schemes are far from being deployed in various computing scenarios due to their high computational complexity and ciphertext expansion, especially for bandwidth-limited and latency-sensitive wireless scenarios. In this paper, we propose the AirHE scheme to achieve homomorphic evaluation via the over-the-air computation in the physical layer. Moreover, we propose a new encryption scheme that can be integrated with the physical layer procedure. A new error control mechanism for ciphertext is further proposed to solve the error accumulation problem. The novelty of the AirHE scheme is to take advantage of the intrinsic superposition characteristic of the wireless channel, such that the communication and computation cost is greatly reduced by achieving homomorphic evaluation and error control of ciphertext in the physical layer. We implement the AirHE scheme based on the LTE system and validate its feasibility. Simulation results are also presented to show the performance of the AirHE scheme under different channel conditions.","PeriodicalId":13492,"journal":{"name":"IEEE Transactions on Information Forensics and Security","volume":"20 ","pages":"31-45"},"PeriodicalIF":8.0000,"publicationDate":"2024-11-05","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"IEEE Transactions on Information Forensics and Security","FirstCategoryId":"94","ListUrlMain":"https://ieeexplore.ieee.org/document/10742891/","RegionNum":1,"RegionCategory":"计算机科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q1","JCRName":"COMPUTER SCIENCE, THEORY & METHODS","Score":null,"Total":0}
引用次数: 0

Abstract

Aggregating metadata in the ciphertext field is an attractive property brought by homomorphic encryption (HE) for privacy-sensitive computing tasks, therefore, research on the next-generation wireless networks has treated it as one of the promising cryptographic techniques for various scenarios. However, existing schemes are far from being deployed in various computing scenarios due to their high computational complexity and ciphertext expansion, especially for bandwidth-limited and latency-sensitive wireless scenarios. In this paper, we propose the AirHE scheme to achieve homomorphic evaluation via the over-the-air computation in the physical layer. Moreover, we propose a new encryption scheme that can be integrated with the physical layer procedure. A new error control mechanism for ciphertext is further proposed to solve the error accumulation problem. The novelty of the AirHE scheme is to take advantage of the intrinsic superposition characteristic of the wireless channel, such that the communication and computation cost is greatly reduced by achieving homomorphic evaluation and error control of ciphertext in the physical layer. We implement the AirHE scheme based on the LTE system and validate its feasibility. Simulation results are also presented to show the performance of the AirHE scheme under different channel conditions.
查看原文
分享 分享
微信好友 朋友圈 QQ好友 复制链接
本刊更多论文
通过空中计算实现无线网络中的通信高效密文-字段聚合
密文域元数据聚合是同态加密(HE)为隐私敏感型计算任务带来的一种极具吸引力的特性,因此,下一代无线网络的研究已将其作为各种场景下有前途的加密技术之一。但是,现有的方案由于计算复杂度高、密文扩展性大,特别是在带宽有限、时延敏感的无线场景中,远远不能部署在各种计算场景中。在本文中,我们提出了AirHE方案,通过物理层的空中计算来实现同态评估。此外,我们还提出了一种可以与物理层程序集成的新加密方案。为了解决密文的错误积累问题,提出了一种新的密文错误控制机制。AirHE方案的新颖之处在于利用无线信道固有的叠加特性,通过在物理层实现密文的同态评估和错误控制,大大降低了通信和计算成本。我们在LTE系统上实现了AirHE方案,并验证了其可行性。仿真结果显示了AirHE方案在不同信道条件下的性能。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
求助全文
约1分钟内获得全文 去求助
来源期刊
IEEE Transactions on Information Forensics and Security
IEEE Transactions on Information Forensics and Security 工程技术-工程:电子与电气
CiteScore
14.40
自引率
7.40%
发文量
234
审稿时长
6.5 months
期刊介绍: The IEEE Transactions on Information Forensics and Security covers the sciences, technologies, and applications relating to information forensics, information security, biometrics, surveillance and systems applications that incorporate these features
期刊最新文献
HINHJ: Hierarchical Attention-Based Heterogeneous Graph Neural Network for DNS Hijacking Detection A Distributed Multi-Agent Deep Reinforcement Learning-Based Anti-Jamming Approach for Mega LEO Constellations Leveraging Angle of Arrival Estimation against Impersonation Attacks in Physical Layer Authentication ModFuzz: Adaptive Module-level Fuzzing of Processors FORCE: Byzantine-Resilient Decentralized Federated Learning via Game-Theoretic Contribution Aggregation
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
现在去查看 取消
×
提示
确定
0
微信
客服QQ
Book学术公众号 扫码关注我们
反馈
×
意见反馈
请填写您的意见或建议
请填写您的手机或邮箱
已复制链接
已复制链接
快去分享给好友吧!
我知道了
×
扫码分享
扫码分享
Book学术官方微信
Book学术文献互助
Book学术文献互助群
群 号:604180095
Book学术
文献互助 智能选刊 最新文献 互助须知 联系我们:info@booksci.cn
Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。
Copyright © 2023 Book学术 All rights reserved.
ghs 京公网安备 11010802042870号 京ICP备2023020795号-1