湖南电力 ›› 2026, Vol. 46 ›› Issue (5): 103-113.doi: 10.3969/j.issn.1008-0198.2026.05.013

• 电力人工智能与数字化 • 上一篇    下一篇

面向电网数据中台数据泄露溯源的改进LSB水印方法

赵文潇1, 张士庚1, 罗豪凯2,3, 余琦2,3, 孙毅臻2,3   

  1. 1.中南大学计算机学院,湖南 长沙 410083;
    2.国网湖南省电力有限公司信息通信分公司,湖南 长沙 410118;
    3.泛在电力物联网湖南省重点实验室,湖南 长沙 410118
  • 收稿日期:2026-06-19 修回日期:2026-07-19 发布日期:2026-11-06
  • 通信作者: 孙毅臻(1990),硕士,高级工程师,从事数据安全研究工作。
  • 作者简介:赵文潇(2003),硕士研究生,研究方向为数据库安全。
  • 基金资助:
    湖南省自然科学基金项目(2024JJ5055)

An Improved LSB Watermarking Method for Data Leakage Traceability in Power Grid Data Middle Platforms

ZHAO Wenxiao1, ZHANG Shigeng1, LUO Haokai2,3, YU Qi2,3, SUN Yizhen2,3   

  1. 1. School of Computer Science and Engineering, Central South University, Changsha 410083, China;
    2. Information and Communication Branch of State Grid Hunan Electric Power Company Limited, Changsha 410118, China;
    3. Pervasive Power Internet of Things Key Laboratory of Hunan, Changsha 410118, China
  • Received:2026-06-19 Revised:2026-07-19 Published:2026-11-06

摘要: 电网数据中台高精度量测数据共享过程中存在数据泄露溯源需求,传统最低有效位(least significant bit,LSB)数据库水印方法难以同时兼顾数据精度保持与水印鲁棒性。针对该问题,提出一种面向电网数据泄露溯源的精度约束协同优化LSB水印方法。首先,根据业务允许误差动态确定可嵌入位层,在满足业务精度约束的前提下控制水印嵌入失真;其次,针对精度约束导致嵌入容量下降的问题,结合伪随机分散嵌入与BCH(Bose-Chaudhuri-Hocquenghem)纠错编码机制提升水印抗删除、抗重排和抗格式转换能力;最后,引入基于虚拟主键的辅助溯源机制,提高复杂数据流转环境下的定位稳定性。在数据中台真实环境中的实验表明,与传统LSB水印相比,本文方法的均方根误差变化率降低至0.15%;多种攻击场景下均保持较好的鲁棒性,水印误码率最低为5.9%,溯源准确率达100%,具有良好的工程实用价值。

关键词: 电网数据中台, 数据库水印, LSB优化, 泄露溯源, 精度约束, 鲁棒性

Abstract: Aiming at the demand of data leakage traceability in the process of high-precision measurement data sharing in the power grid data middle platform, the traditional LSB database watermarking method is difficult to maintain data accuracy and watermark robustness at the same time. To solve this problem, this paper proposes a collaborative optimization LSB watermarking method with precision constraints for power grid data leakage traceability. Firstly, the embeddable bit layer is dynamically determined according to the allowable error of the service, and the watermark embedding distortion is controlled under the premise of meeting the service accuracy constraint. Secondly, in order to solve the problem of reduction of embedding capacity caused by accuracy constraints, the pseudo-random decentralized embedding and BCH error correction coding mechanism are combined to improve the watermark anti-deletion, anti-rearrangement and anti-format conversion capabilities. Finally, an auxiliary traceability mechanism based on virtual primary key is introduced to improve the positioning stability in complex data flow environment. Experiments conducted in the real environment of the power grid data middle platform show that, compared with the conventional LSB watermarking method, the proposed approach reduces the root mean square error change rate to 0.15%, maintains strong robustness across various attack scenarios, and achieves a minimum watermark bit error rate of 5.9%. The traceability accuracy reaches 100%, demonstrating good engineering applicability for power grid data sharing scenarios.

Key words: power grid data middle platform, database watermarking, LSB optimization, leakage traceability, precision constraint, robustness

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