基于知识图谱技术的电力设备缺陷记录错误识别方法

王慧芳; 刘梓权

doi:10.1631/FITEE.1800260

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基于知识图谱技术的电力设备缺陷记录错误识别方法

常规文章 | Updated：2022-05-19

- 基于知识图谱技术的电力设备缺陷记录错误识别方法
- An error recognition method for power equipment defect records based on knowledge graph technology
- 信息与电子工程前沿（英文） 2019年20卷第11期页码：1564-1577
- Affiliations：
  
  College of Electrical Engineering, Zhejiang University, Hangzhou 310027, China
- Author bio：
  
  Hui-fang WANG, E-mail: huifangwang@zju.edu.cn
- Funds：
- DOI：10.1631/FITEE.1800260
  中图分类号： TM76;TP181
- 收稿：2018-04-24，
  
  修回：2019-11-12，
  
  纸质出版：2019-11
- Accepted：
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王慧芳, 刘梓权. 基于知识图谱技术的电力设备缺陷记录错误识别方法[J]. 信息与电子工程前沿（英文）, 2019,20(11):1564-1577.

Hui-fang WANG, Zi-quan LIU. An error recognition method for power equipment defect records based on knowledge graph technology[J]. Frontiers of Information Technology & Electronic Engineering, 2019, 20(11): 1564-1577.
王慧芳, 刘梓权. 基于知识图谱技术的电力设备缺陷记录错误识别方法[J]. 信息与电子工程前沿（英文）, 2019,20(11):1564-1577. DOI： 10.1631/FITEE.1800260.

Hui-fang WANG, Zi-quan LIU. An error recognition method for power equipment defect records based on knowledge graph technology[J]. Frontiers of Information Technology & Electronic Engineering, 2019, 20(11): 1564-1577. DOI： 10.1631/FITEE.1800260.

摘要

为实时检测缺陷记录的录入错误，提出一种基于知识图谱技术的电力设备缺陷记录错误识别方法。针对电力缺陷文本特点，通过优化构建知识图谱的一般流程，提出利用现有电力设备缺陷记录语料构建电力设备缺陷知识图谱的方法。然后，基于所构建的知识图谱，针对电力设备缺陷记录的各种错误类型，提出利用图搜索识别缺陷记录错误。最后，对比所提方法和机器学习方法在缺陷记录错误识别上的查准率、查全率、

分数、准确率和效率，并分析影响各种方法错误识别效果的因素。比较结果表明，所提方法在缺陷记录错误识别效果上有明显优势，识别效率满足实时性要求。

Abstract

To recognize errors in the power equipment defect records in real time

we propose an error recognition method based on knowledge graph technology. According to the characteristics of power equipment defect records

a method for constructing a knowledge graph of power equipment defects is presented. Then

a graph search algorithm is employed to recognize different kinds of errors in defect records

based on the knowledge graph of power equipment defects. Finally

an error recognition example in terms of transformer defect records is given

by comparing the precision

recall

-score

accuracy

and efficiency of the proposed method with those of machine learning methods

and the factors influencing the error recognition effects of various methods are analyzed. Results show that the proposed method performs better in error recognition of defect records than machine learning methods

and can satisfy real-time requirements.

关键词

Keywords

references

S Amit . . Introducing the Knowledge Graph: Things, not Strings , , 2012 . . https://googleblog.blogspot.com/2012/05/introducing-knowledge-graph-things-not.html https://googleblog.blogspot.com/2012/05/introducing-knowledge-graph-things-not.html , , . .

LE Baum , , , T Petrie . . Statistical inference for probabilistic functions of finite state Markov chains . . Ann Math Stat , , 1966 . . 37 ( ( 6 ): ): 1554 - - 1563 . . DOI: 10.1214/aoms/1177699147 http://doi.org/10.1214/aoms/1177699147 . .

C Bizer , , , J Lehmann , , , G Kobilarov , , , 等 . . DBpedia—a crystallization point for the Web of data . . J Web Semant , , 2009 . . 7 ( ( 3 ): ): 154 - - 165 . . DOI: 10.1016/j.websem.2009.07.002 http://doi.org/10.1016/j.websem.2009.07.002 . .

K Bollacker , , , R Cook , , , P Tufts . . Freebase: a shared database of structured general human knowledge . . Proc 22 nd National Conf on Artificial Intelligence , , 2007 . . p.1962 - - 1963 . . . .

J Cao , , , LS Chen , , , J Qiu , , , 等 . . Semantic frame work- based defect text mining technique and application in power grid . . Power Grid Tech , , 2017 . . 41 ( ( 2 ): ): 637 - - 643 . . DOI: 10.13335/j.1000-3673.pst.2016.1044 http://doi.org/10.13335/j.1000-3673.pst.2016.1044 . .

LW Chen , , , YS Feng , , , DY Zhao . . Extracting relations from the Web via weakly supervised learning . . J Comput Res Dev , , 2013 . . 50 ( ( 9 ): ): 1825 - - 1835 . . DOI: 10.7544/issn1000-1239.2013.20130491 http://doi.org/10.7544/issn1000-1239.2013.20130491 . .

M Devaney , , , A Ram , , , H Qiu , , , 等 . . Preventing failures by mining maintenance logs with case-based reasoning . . Proc 59 th Meeting of the Society for Machinery Failure Prevention Technology , , 2005 . . p.1 - - 10 . . . .

BS Dhillon , , , Y Liu . . Human error in maintenance: a review . . J Qual Mainten Eng , , 2006 . . 12 ( ( 1 ): ): 21 - - 36 . . DOI: 10.1108/13552510610654510 http://doi.org/10.1108/13552510610654510 . .

T Goodwin , , , SM Harabagiu . . Automatic generation of a qualified medical knowledge graph and its usage for retrieving patient cohorts from electronic medical records . . Proc IEEE 7 th Int Conf on Semantic Computing , , 2013 . . p.363 - - 370 . . DOI: 10.1109/icsc.2013.68 http://doi.org/10.1109/icsc.2013.68 . .

A Grover , , , J Leskovec . . node2vec: scalable feature learning for networks . . Proc 22 nd ACM SIGKDD Int Conf on Knowledge Discovery and Data Mining , , 2016 . . p.855 - - 864 . . DOI: 10.1145/2939672.2939754 http://doi.org/10.1145/2939672.2939754 . .

XB Hu , , , XH Tang , , , FL Tang . . Analysis of investment relationships between companies and organizations based on knowledge graph . . Proc 11 th Int Conf on Innovative Mobile and Internet Services in Ubiquitous Computing , , 2017 . . p.208 - - 218 . . DOI: 10.1007/978-3-319-61542-4_20 http://doi.org/10.1007/978-3-319-61542-4_20 . .

YH Huang , , , XX Zhou . . Knowledge model for electric power big data based on ontology and semantic web . . CSEE J Power Energy Syst , , 2015 . . 1 ( ( 1 ): ): 19 - - 27 . . DOI: 10.17775/cseejpes.2015.00003 http://doi.org/10.17775/cseejpes.2015.00003 . .

IEC . . International Electrotechnical Vocabulary (IEV): Generation, Transmission and Distribution of Electricity—Substations , , : : Geneva International Electrotechnical Commission , , 2014 . . .

TA Lampert , , , P Gan arski . . The bane of skew . . Mach Learn , , 2014 . . 97 ( ( 1-2 ): ): 5 - - 32 . . DOI: 10.1007/s10994-013-5432-x http://doi.org/10.1007/s10994-013-5432-x . .

WJ Li , , , P Zhang , , , FR Wei , , , 等 . . A novel feature-based approach to Chinese entity relation extraction . . Proc 46 th Annual Meeting of the Association for Computational Linguistics on Human Language Technologies , , 2008 . . p.89 - - 92 . . . .

DE Liddy , , , S Symonenko , , , S Rowe . . Sublanguage analysis applied to trouble tickets . . Proc 19 th Int Florida Artificial Intelligence Research Society Conf , , 2013 . . p.752 - - 757 . . . .

Q Liu , , , Y Li , , , H Duan , , , 等 . . Knowledge graph construction techniques . . J Comput Res Dev , , 2016 . . 53 ( ( 3 ): ): 582 - - 600 . . DOI: 10.7544/issn1000-1239.2016.20148228 http://doi.org/10.7544/issn1000-1239.2016.20148228 . .

ZQ Liu , , , HF Wang , , , J Cao , , , 等 . . A classification model of power equipment defect texts based on convolutional neural network . . Power Syst Technol , , 2018 . . 42 ( ( 2 ): ): 644 - - 650 . . DOI: 10.13335/j.1000-3673.pst.2017.1377 http://doi.org/10.13335/j.1000-3673.pst.2017.1377 . .

SH Lv . . The Key Technology Research and Implementation of the Pinyin-to-Character Conversion System . . MS Thesis, University of Electronic Science and Technology of China, Chengdu, China (in Chinese) , , 2015 . . .

T Mikolov , , , K Chen , , , G Corrado , , , 等 . . Efficient estimation of word representations in vector space , , 2013 . . https://arxiv.org/abs/1301.3781 https://arxiv.org/abs/1301.3781 , , . .

J Pujara . . Extracting knowledge graphs from financial filings: extended abstract . . Proc 3 rd Int Workshop on Data Science for Macro—Modeling with Financial and Economic Datasets , , 2017 . . p.1 - - 2 . . DOI: 10.1145/3077240.3077246 http://doi.org/10.1145/3077240.3077246 . .

Q/GDW . . Defects Description Specification of Power Transmission and Substation Equipment, Part 1: Power Substation Equipments, Q/GDW 1904.1-2013 . . State Grid Corporation of China (in Chinese) , , 2013 . . .

J Qiu , , , HF Wang , , , DY Lin , , , 等 . . Nonparametric regression-based failure rate model for electric power equipment using lifecycle data . . IEEE Trans Smart Grid , , 2015 . . 6 ( ( 2 ): ): 955 - - 964 . . DOI: 10.1109/TSG.2015.2388784 http://doi.org/10.1109/TSG.2015.2388784 . .

J Qiu , , , HF Wang , , , GL Ying , , , 等 . . Text mining technique and application of lifecycle condition assessment for circuit breaker . . Autom Electron Power Syst , , 2016 . . 40 ( ( 6 ): ): 107 - - 112 . . DOI: 10.7500/AEPS20150812003 http://doi.org/10.7500/AEPS20150812003 . .

A Radeva , , , C Rudin , , , R Passonneau , , , 等 . . Report cards for manholes: eliciting expert feedback for a learning task . . Proc Int Conf on Machine Learning and Applications , , 2009 . . p.719 - - 724 . . DOI: 10.1109/icmla.2009.72 http://doi.org/10.1109/icmla.2009.72 . .

M Rotmensch , , , Y Halpern , , , A Tlimat , , , 等 . . Learning a health knowledge graph from electronic medical records . . Sci Rep , , 2017 . . 7 ( ( 1 ): ): 1 - - 11 . . DOI: 10.1038/s41598-017-05778-z http://doi.org/10.1038/s41598-017-05778-z . .

C Rudin , , , D Waltz , , , RN Anderson , , , 等 . . Machine learning for the New York City power grid . . IEEE Trans Patt Anal Mach Intell , , 2012 . . 34 ( ( 2 ): ): 328 - - 345 . . DOI: 10.1109/tpami.2011.108 http://doi.org/10.1109/tpami.2011.108 . .

C Rudin , , , Ş Ertekin , , , R Passonneau , , , 等 . . Analytics for power grid distribution reliability in New York City . . Interfaces , , 2014 . . 44 ( ( 4 ): ): 351 - - 439 . . DOI: 10.1287/inte.2014.0748 http://doi.org/10.1287/inte.2014.0748 . .

LX Shi , , , SJ Li , , , XR Yang , , , 等 . . Semantic health knowledge graph: semantic integration of heterogeneous medical knowledge and services . . Biomed Res Int , , 2017 . . 2017 1 - - 12 . . DOI: 10.1155/2017/2858423 http://doi.org/10.1155/2017/2858423 . .

FM Suchanek , , , G Kasneci , , , G Weikum . . YAGO: a large ontology from Wikipedia and WordNet . . J Web Semant , , 2008 . . 6 ( ( 3 ): ): 203 - - 217 . . DOI: 10.1016/j.websem.2008.06.001 http://doi.org/10.1016/j.websem.2008.06.001 . .

DQ Wei , , , B Wang , , , G Lin , , , 等 . . Research on unstructured text data mining and fault classification based on RNN-LSTM with malfunction inspection report . . Energies , , 2017 . . 10 ( ( 3 ): ): 1 - - 22 . . DOI: 10.3390/en10030406 http://doi.org/10.3390/en10030406 . .

C Xie , , , GP Zou , , , HF Wang , , , 等 . . A new condition assessment method for distribution transformers based on operation data and record text mining technique . . Proc China Int Conf on Electricity Distribution , , 2016 . . p.1 - - 7 . . DOI: 10.1109/ciced.2016.7576179 http://doi.org/10.1109/ciced.2016.7576179 . .

J Zheng , , , A Dagnino . . An initial study of predictive machine learning analytics on large volumes of historical data for power system applications . . Proc IEEE Int Conf on Big Data , , 2014 . . p.952 - - 959 . . DOI: 10.1109/bigdata.2014.7004327 http://doi.org/10.1109/bigdata.2014.7004327 . .

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