Privacy-Preserving Scheme With Account-Mapping and Noise-Adding for Energy Trading Based on Consortium Blockchain
【Author】 Zhang, Xiaoyan; Jiang, Shunrong; Liu, Yiliang; Jiang, Tao; Zhou, Yong
【Source】IEEE TRANSACTIONS ON NETWORK AND SERVICE MANAGEMENT
【影响因子】4.758
【Abstract】The maturity in information technology and new energy technologies enables participants to generate, buy, and sell energy in energy trading systems. Although applying blockchain technology to energy trading has solved some drawbacks in traditional centralized energy systems, the openness and transparency characteristics make the trading records stored on the blockchain vulnerable to data-mining attacks that may cause indispensable privacy leakage. Due to high efficiency and low overhead, noise-addition is an appropriate solution for privacy preservation. Nonetheless, recent research on noise-addition needs to generate massive accounts, which brings a certain amount of waste and inconvenience for later regulation and management. To avoid the aforementioned issues, this paper proposes a consortium blockchain-enabled scheme to ensure the privacy of data stored on the blockchain and resist linking attacks initiated by data mining algorithms. Our scheme utilizes a dynamic partition algorithm to leverage an account mapping algorithm and a virtual token algorithm. Specifically, the account mapping algorithm utilizes a dynamic account allocation method to hide the trading distribution of active users. Furthermore, the virtual token algorithm applies Laplace noise to hide the actual energy consumption of inactive users and curb excessive accounts generation. Finally, we formally demonstrate the privacy and effectiveness of our proposed scheme in security analysis and experiment evaluations.
【Keywords】Blockchains; Privacy; Heuristic algorithms; Batteries; Partitioning algorithms; Encryption; Differential privacy; Consortium blockchain; neighboring energy trading; privacy-preserving; account mapping; Laplace noise
【发表时间】2022 MAR
【收录时间】2022-03-24
【文献类型】期刊
【主题类别】
区块链应用-能源领域-
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