Intelligent Classification Method for Grid-Monitoring Alarm Messages Based on Information Theory

被引:4
|
作者
Sun, Guoqiang [1 ]
Ding, Xiaoliu [1 ]
Wei, Zhinong [1 ]
Shen, Peifeng [2 ]
Zhao, Yang [2 ]
Huang, Qiugen [2 ]
Zhang, Liang [2 ]
Zang, Haixiang [1 ]
机构
[1] Hohai Univ, Coll Energy & Elect Engn, Nanjing 210098, Jiangsu, Peoples R China
[2] Nanjing Power Supply Co, State Grid Jiangsu Elect Power Co Ltd, Nanjing 210019, Jiangsu, Peoples R China
关键词
information theory; entropy; alarm message; grid monitoring; analytic hierarchy process; ENTROPY;
D O I
10.3390/en12142814
中图分类号
TE [石油、天然气工业]; TK [能源与动力工程];
学科分类号
0807 ; 0820 ;
摘要
Alarm messages for grid monitoring are an important way to supervise the operation of power grids. Since the use of alarm messages is increasing exponentially due to the continuous expansion of the scale of power grids, a processing method for alarm messages based on statistics is proposed in this study. Entropy theory in information theory is introduced into the calculation of information value in power-grid alarming. By means of multiple entropy definitions, an evaluation index system for information value is constructed. Based on the analytic hierarchy process (AHP), various alarm-message entropies are used as indices to comprehensively assess the information value and level of each alarm message. Finally, an example is given to illustrate the effectiveness and practicality of the proposed method. This study provides a new idea for the intelligent classification of alarm messages.
引用
收藏
页数:18
相关论文
共 50 条
  • [1] Study on classification of information to realize grid intelligent
    Li, Weiliang
    Liu, Ji
    Tian, Wei
    [J]. ADVANCES IN POWER AND ELECTRICAL ENGINEERING, PTS 1 AND 2, 2013, 614-615 : 1706 - +
  • [2] A Maximum Contribution Method for Classification Based on Information Theory
    Lin Keming
    Xue Yongsheng
    Wen Juan
    [J]. 2008 3RD INTERNATIONAL CONFERENCE ON INTELLIGENT SYSTEM AND KNOWLEDGE ENGINEERING, VOLS 1 AND 2, 2008, : 345 - +
  • [3] Intelligent Classification Method of Low Occupancy Big Data Based on Grid Index
    Zhao, Haiyan
    Li, Shuangxi
    [J]. SCIENTIFIC PROGRAMMING, 2021, 2021
  • [4] Intelligent Alarm System of Remote Monitoring Based on Image Processing
    Zhang, Xiaoyu
    [J]. PROCEEDINGS OF THE 2ND INTERNATIONAL CONFERENCE ON ELECTRONICS, NETWORK AND COMPUTER ENGINEERING (ICENCE 2016), 2016, 67 : 66 - 69
  • [5] Intelligent Monitoring Alarm Technology Based on Moving Object Detecting
    Chen, Xiao
    [J]. 2008 INTERNATIONAL CONFERENCE ON MULTIMEDIA AND INFORMATION TECHNOLOGY, PROCEEDINGS, 2008, : 398 - 400
  • [6] Research and Design A Intelligent Monitoring Alarm System Based on DSP
    Sun, Laijun
    Liu, Jianhai
    Yan, Tingchun
    [J]. PROCEEDINGS OF 2013 2ND INTERNATIONAL CONFERENCE ON MEASUREMENT, INFORMATION AND CONTROL (ICMIC 2013), VOLS 1 & 2, 2013, : 1371 - 1374
  • [7] Towards Grid based intelligent information systems
    Tjoa, AM
    Brezany, P
    Janciak, I
    [J]. 2003 INTERNATIONAL CONFERENCE ON PARALLEL PROCESSING, PROCEEDINGS, 2003, : 503 - 505
  • [8] Intelligent recognition of power grid monitoring alarm event combining knowledge base and deep learning
    Sun, Guoqiang
    Shen, Peifeng
    Zhao, Yang
    Zhu, Hongqin
    Ding, Xiaoliu
    Wei, Zhinong
    Zang, Haixiang
    [J]. Dianli Zidonghua Shebei/Electric Power Automation Equipment, 2020, 40 (04): : 40 - 47
  • [9] Substation Alarm Information Processing Based on Ontology Theory
    Liao, Zhiwei
    Liu, Sheng
    [J]. 2015 5TH INTERNATIONAL CONFERENCE ON ELECTRIC UTILITY DEREGULATION AND RESTRUCTURING AND POWER TECHNOLOGIES (DRPT 2015), 2015, : 2377 - 2382
  • [10] Information Theory Based Intelligent Agents
    Lawrence, Elaine
    Debenham, John
    [J]. TRENDS IN APPLIED INTELLIGENT SYSTEMS, PT II, PROCEEDINGS, 2010, 6097 : 387 - 396