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DOI:
电力大数据:2023,26(3):-
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基于集成学习的电力设备运行全流程数据共享方法
刘维嘉
(贵州电网有限责任公司信息中心)
Integrated learning based data sharing method for the whole process of power equipment operation
Liuweijia
(Information center of Guizhou Power Grid Co.,Ltd.,Guiyang)
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投稿时间:2022-06-08    修订日期:2022-06-08
中文摘要: 电力设备运行数据共享过程中存在数据安全系数过低问题,为此,本文引入集成学习技术,开展对电力设备运行全流程数据共享方法设计研究。通过构建电力设备运行全流程数据共享框架,根据集成学习提取电力设备运行全流程特征,通过半诚实模型和恶意模型实现电力设备运行全流程数据共享。通过实验证明,新的共享方法与区块链共享方法相比,能够有效扩大共享数据在电力设备运行全流程中的覆盖范围,并提高数据在共享时的安全性。
Abstract:There is a problem that the data security coefficient is too low in the process of power equipment operation data sharing. Therefore, this paper introduces the integrated learning technology to carry out the design and research of the whole process data sharing method of power equipment operation. By constructing a data sharing framework for the whole process of power equipment operation, the characteristics of the whole process of power equipment operation are extracted according to integrated learning, and the whole process data sharing of power equipment operation is realized through semi honest model and malicious model. Experiments show that the new sharing method can effectively expand the coverage of shared data in the whole process of power equipment operation and improve the security of data sharing compared with the blockchain sharing method.
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