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基于聚类分析的离群检测方法在电网数据质量管理中的应用研究

严宇平 萧展辉

现代电子技术2016,Vol.39Issue(15):137-139,144,4.
现代电子技术2016,Vol.39Issue(15):137-139,144,4.DOI:10.16652/j.issn.1004-373x.2016.15.035

基于聚类分析的离群检测方法在电网数据质量管理中的应用研究

Application of outlier detection method based on cluster analysis in power grid data quality management

严宇平 1萧展辉1

作者信息

  • 1. 广东电网有限责任公司,广东 广州 510620
  • 折叠

摘要

Abstract

With the application of various techniques in information system data quality detection of power enterprise,the enterprise data quality is improved shapely. The current data quality detection methods only can provide the solutions for the ob⁃vious data quality problems,such as data missing,messy code,special character,and lack the effective technical detection means for the unobvious business rules and recessive data quality problems. In this paper,the production equipment account da⁃ta quality detection of Guangdong Power Grid Corporation is taken as an example,and the sample outlier detection technology of data abnormal value based on cluster analysis is proposed. The typical application method of this technology in data quality pro⁃motion is explored to provide the technical support for the constant improvement of data quality detection rules.

关键词

数据质量/聚类分析/离群检测/设备台帐/异常值

Key words

data quality/cluster analysis/outlier detection/equipment account/abnormal value

分类

信息技术与安全科学

引用本文复制引用

严宇平,萧展辉..基于聚类分析的离群检测方法在电网数据质量管理中的应用研究[J].现代电子技术,2016,39(15):137-139,144,4.

现代电子技术

OA北大核心CSTPCD

1004-373X

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