解决数据挖掘风险:一个融合区块链和IPFS的三方隐蔽通道

IF 6.7 2区 计算机科学 Q1 ENGINEERING, MULTIDISCIPLINARY
Zhuo Chen;Liehuang Zhu;Peng Jiang;Jialing He;Zijian Zhang
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引用次数: 0

摘要

基于区块链的隐蔽通信通过在区块链网络中构建隐蔽通道来实现不可检测的数据传输。然而,现有的方法要求携带秘密数据的交易永久保存在公共分类账中,这无法抵抗数据挖掘。此外,这些解决方案传输1兆字节(MB)数据的成本高达48,169美元。在本文中,我们引入了一个三方隐蔽通信模型(TCCM),它将区块链和星际文件系统(IPFS)合并在一起,以促进mb级文件的传输,同时规避数据挖掘。TCCM包括一个IPFS隐蔽通道、一个账本层隐蔽通道和一个网络层隐蔽通道。IPFS隐蔽通道传输初始保密数据。账本层隐蔽通道在区块链事务中嵌入时间戳,该时间戳控制网络层隐蔽通道的构建时间。网络层隐蔽通道利用比特币的库存消息传递秘密数据的内容标识符。我们进一步给出了一个TCCM实例,并正式证明了其不可观察性。我们即时使用TCCM来评估其在比特币主网上的性能。我们还讨论了它的可伸缩性、实际用例和道德考虑。实验结果表明,所提出的实例化是不可观察的,并且能够以1.47美元的成本传输100 mb的文件。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Tackling Data Mining Risks: A Tripartite Covert Channel Merging Blockchain and IPFS
Blockchain-based covert communication enables undetectable data transmission by constructing covert channels in blockchain networks. However, extant approaches require transactions carrying secret data to be permanently preserved in the public ledger, which cannot resist data mining. Besides, these solutions cost up to $48,169 to transmit 1-MegaByte (MB) data. In this paper, we introduce a Tripartite Covert Communication Model (TCCM), which amalgamates blockchain and the Inter Planetary File System (IPFS) to facilitate the transfer of MB-level files while simultaneously circumventing data mining. TCCM comprises an IPFS covert channel, a ledger-layer covert channel, and a network-layer covert channel. The IPFS covert channel transmits the initial secret data. The ledger-layer covert channel embeds a timestamp into the blockchain transaction, which governs the construction time of the network-layer covert channel. The network-layer covert channel conveys the content identifier of the secret data utilizing Bitcoin's inventory message. We further present a TCCM instantiation and formally prove its unobservability. We instant TCCM to evaluate its performance on the Bitcoin mainnet. We also discuss its scalability, real-world use cases, and ethical considerations. Experimental outcomes demonstrate that the proposed instantiation is unobservable and able to transmit 100-MB files at a cost of $1.47.
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来源期刊
IEEE Transactions on Network Science and Engineering
IEEE Transactions on Network Science and Engineering Engineering-Control and Systems Engineering
CiteScore
12.60
自引率
9.10%
发文量
393
期刊介绍: The proposed journal, called the IEEE Transactions on Network Science and Engineering (TNSE), is committed to timely publishing of peer-reviewed technical articles that deal with the theory and applications of network science and the interconnections among the elements in a system that form a network. In particular, the IEEE Transactions on Network Science and Engineering publishes articles on understanding, prediction, and control of structures and behaviors of networks at the fundamental level. The types of networks covered include physical or engineered networks, information networks, biological networks, semantic networks, economic networks, social networks, and ecological networks. Aimed at discovering common principles that govern network structures, network functionalities and behaviors of networks, the journal seeks articles on understanding, prediction, and control of structures and behaviors of networks. Another trans-disciplinary focus of the IEEE Transactions on Network Science and Engineering is the interactions between and co-evolution of different genres of networks.
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