Maintenance Analysis Method Based on Big Data Processing Technology in Power Telecommunication Network

Zhimin Yang; Bin Wu; Ran Shu

doi:10.11959/j.issn.1000-0801.2015309

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Maintenance Analysis Method Based on Big Data Processing Technology in Power Telecommunication Network

Wide operating technology | 更新时间：2024-06-05

- Maintenance Analysis Method Based on Big Data Processing Technology in Power Telecommunication Network
- Telecommunications Science Vol. 31, Issue 11, Pages: 166-173(2015)
- 作者机构：
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- DOI：10.11959/j.issn.1000-0801.2015309
  CLC：
- Published Online：2015-11，
  
  Published：20 November 2015
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Zhimin Yang, Bin Wu, Ran Shu. Maintenance Analysis Method Based on Big Data Processing Technology in Power Telecommunication Network[J]. Telecommunications science, 2015, 31(11): 166-173.
DOI：

Zhimin Yang, Bin Wu, Ran Shu. Maintenance Analysis Method Based on Big Data Processing Technology in Power Telecommunication Network[J]. Telecommunications science, 2015, 31(11): 166-173. DOI： 10.11959/j.issn.1000-0801.2015309.

摘要

分析了电力通信网设备检修、告警及台账数据的特点，并采用属性规约和聚类完成对数据的预处理工作。提出了设备检修工作分析所需的相关指标及影响因素，并结合MapReduce技术和Apriori算法提出了数据挖掘方法。运用该方法对实际的网络数据进行了挖掘，并根据挖掘结果，从检修工作分布情况、检修对业务的影响、检修耗时等角度分析通信网的检修工作情况。

Abstract

The characteristics of power communication network equipment's maintenance

alarm and asset data were analyzed

and then the data preprocessing work was done by adopting attributes reduction and clustering method.The related index and influencing factors required by the analysis of equipment repair work were proposed.Meanwhile

the data mining method which combines the techniques of MapReduce and Apriori algorithms was presented.Finally

the proposed data mining method was applied to mine the actual network data.According to the mined results

the network maintenance work was analyzed from the perspectives of maintenance distribution

maintenance effectiveness on operated service

maintenance time-cost and so forth.

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references

Fang X , Misra S , Xue G L , et al . Smart grid,the new and improved power grid:a survey . IEEE Communications Surveys and Tutorials（COMST） , 2012 , 14 （ 4 ）: 944 ～ 980

施健，刘益畅，巢玉坚等．电力通信指标体系．电力通信， 2013 , 11 （ 12 ）: 20 ～ 25

Shi J , Liu Y C , Chao Y J , et al . Research on power communication index system . Electric Power Information and Communication Technology , 2013 , 11 （ 12 ）: 20 ～ 25

苑莉娜．电力通信网运行指标分析系统的设计和实现（硕士学位论文）．北京：北京邮电大学， 2013

Yuan L N . Design and implementation of operation indicators analysis system for electric power communication network （master dissertation） . Beijing : Beijing University of Posts and Telecommunications , 2013

高勇．电力通信网可靠性评估指标体系的设计与优化（硕士学位论文）．保定：华北电力大学， 2011

Gao Y . Design and optimization of reliability assessment indicators system for electric power communication network （master dissertation） . Beijing : North China Electric Power University , 2011

贾平，闫生超，吴海洋等．基于性能指标的电力通信传输网运行趋势分析．中国电子商情·通信市场， 2013 （ 4 ）: 60 ～ 64

Jia P , Yan S C , Wu H Y , et al . Electric power communication running trend analysis based on network performance indicators . Telecom Market , 2013 （ 4 ）: 60 ～ 64

周静，熊素琴，苏斌等．一种电力通信网络运行质量量化评估方法及应用．电网技术， 2012 , 36 （ 9 ）: 168 ～ 173

Zhou J , Xiong S Q , Su B , et al . A quantified method to evaluate operational quality of power communication network and its application . Power System Technology , 2012 , 36 （ 9 ）: 168 ～ 173

Aiello M . The smart grid's data generating potentials . Proceedings of Federated Conference on Computer Science and Information Systems , Warsaw,Poland , 2014 : 9 ～ 16

中国电机工程学会电力信息化专业委员会．中国电力大数据发展白皮书， 2013

China Institute of Electrical Engineering Electric Power Informatization Professional Committee . White Paper on the Development of Big Data in China Electric Power , 2013

宋亚奇，周国亮，朱永利．智能电网大数据处理技术现状与挑战．电网技术， 2013 , 37 （ 4 ）: 927 ～ 935

Song Y Q , Zhou G L , Zhu Y L . Present status and challenges of big data processing in smart grid . Power System Technology , 2013 , 37 （ 4 ）: 927 ～ 935

Bitzer B , Gebretsadik E S . Cloud computing framework for smart grid applications . Proceedings of the 48th International Universities' Power Engineering Conference （UPEC） , Dublin,Ireland , 2013 : 1 ～ 5

Simmhan Y , Aman S Kumbhare A , et al . Cloud-based software platform for big data analytics in smart grids . Computing in Science ＆ Engineering , 2013 , 15 （ 4 ）: 38 ～ 47

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