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Cause grabbing of electric power production safety accidents based on association rules mining |
Li Xun, Zhou Wei |
State Grid Zhejiang Electric Power Co., Ltd, Zhoushan Power Supply Company, Zhoushan, Zhejiang 316000 |
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Abstract The vigorous development of large power data provides new opportunities and platforms for the reliable perception of power production security situation. Firstly, a multi-level and all-round power production safety accident causation system is established. Secondly, relying on the mining of association rules, the calculation model of accident-induced degree is established, including the definition of association rules, Boolean discretization of different types of accidents, the calculation of confidence, support and correlation of association rules. Again, Apriori algorithm is used to capture the critical causes of accidents. Finally, an example is given to prove it. Empirical results show that the panoramic information of historical fault reports can be extracted scientifically by using the model in this paper, and can be abstracted to show the key causes of various accident events, so as to form a very targeted safety control measures and strategies.
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Received: 06 September 2019
Published: 27 February 2020
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Cite this article: |
Li Xun,Zhou Wei. Cause grabbing of electric power production safety accidents based on association rules mining[J]. Electrical Engineering, 2020, 21(2): 86-90.
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URL: |
http://dqjs.cesmedia.cn/EN/Y2020/V21/I2/86
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[1] 刘蓉. 电力安全生产管理中存在的问题及解决办法[J]. 煤炭技术, 2013, 41(11): 88-89. [2] 邓建玲. 能源互联网的概念及发展模式[J]. 电力自动化设备, 2016, 36(3): 1-5. [3] 谢龙君, 李黎, 程勇, 等. 融合集对分析和关联规则的变压器故障诊断方法[J]. 中国电机工程学报, 2015, 35(2): 277-286. [4] 万祥, 胡念苏, 韩鹏飞, 等. 大数据挖掘技术应用于汽轮机组运行性能优化的研究[J]. 中国电机工程学报, 2016, 36(2): 459-467. [5] 朱利鹏, 陆超, 孙元章, 等. 基于数据挖掘的区域暂态电压稳定评估[J]. 电网技术, 2015, 39(4): 1026-1032. [6] 张素香, 刘建明, 赵丙镇, 等. 基于云计算的居民用电行为分析模型研究[J]. 电网技术, 2013, 37(6): 1542-1546. [7] 徐庆, 李彤, 宋宇辉, 等. 基于三维风险函数的电力生产事故隐患分级方法研究[J]. 工业安全与环保, 2017, 32(4): 36-39, 47. [8] 衣梦涵, 王慧颖. 基于蚁群算法的关联规则挖掘[J]. 统计与决策, 2019, 45(3): 118-124. [9] 江山, 宋柯, 谢维成, 等. 基于灰色关联与Apriori算法的道路交通事故数据分析[J]. 公路工程, 2019, 40(11): 24-29. [10] 吴瞻宇, 董明, 王健一, 等. 基于模糊关联规则挖掘的电力变压器故障诊断方法[J]. 高压电器, 2019, 32(23): 21-26. |
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