Key technology of power big data for global real-time analysis

For power big data collected during smart grid construction process,based on the demand of power system global and real-time data analysis,ideas of solving power system security and reliability,real-time status monitoring,energy global dynamic balance scheduling and other key issues were explored. T...

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Main Authors: Guoliang ZHOU, Linjie LV, Guilan WANG
Format: Article
Language:zho
Published: Beijing Xintong Media Co., Ltd 2016-04-01
Series:Dianxin kexue
Subjects:
Online Access:http://www.telecomsci.com/zh/article/doi/10.11959/j.issn.1000-0801.2016103/
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author Guoliang ZHOU
Linjie LV
Guilan WANG
author_facet Guoliang ZHOU
Linjie LV
Guilan WANG
author_sort Guoliang ZHOU
collection DOAJ
description For power big data collected during smart grid construction process,based on the demand of power system global and real-time data analysis,ideas of solving power system security and reliability,real-time status monitoring,energy global dynamic balance scheduling and other key issues were explored. The problems of big data safety and reliability,equipment life-cycle management and energy real-time balance scheduling were analyzed and discussed,system analysis precision and accuracy based on large-scale real-time multi-source detail data and global data of equipment would be improved,then application of in-memory computing,real-time streaming data processing technology,massively parallel computing technology and column stores were explored;a layered architecture of power big data analytics platform which combined with the mainstream open source big data processing technology was proposed to provide guarantees for the efficient operation of the power system.
format Article
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institution Kabale University
issn 1000-0801
language zho
publishDate 2016-04-01
publisher Beijing Xintong Media Co., Ltd
record_format Article
series Dianxin kexue
spelling doaj-art-72df89fa2df44e5487ea46a63f5955af2025-01-15T03:15:11ZzhoBeijing Xintong Media Co., LtdDianxin kexue1000-08012016-04-013215916859609742Key technology of power big data for global real-time analysisGuoliang ZHOULinjie LVGuilan WANGFor power big data collected during smart grid construction process,based on the demand of power system global and real-time data analysis,ideas of solving power system security and reliability,real-time status monitoring,energy global dynamic balance scheduling and other key issues were explored. The problems of big data safety and reliability,equipment life-cycle management and energy real-time balance scheduling were analyzed and discussed,system analysis precision and accuracy based on large-scale real-time multi-source detail data and global data of equipment would be improved,then application of in-memory computing,real-time streaming data processing technology,massively parallel computing technology and column stores were explored;a layered architecture of power big data analytics platform which combined with the mainstream open source big data processing technology was proposed to provide guarantees for the efficient operation of the power system.http://www.telecomsci.com/zh/article/doi/10.11959/j.issn.1000-0801.2016103/power big dataglobal real-time datain-memory computingdata streammassively parallel
spellingShingle Guoliang ZHOU
Linjie LV
Guilan WANG
Key technology of power big data for global real-time analysis
Dianxin kexue
power big data
global real-time data
in-memory computing
data stream
massively parallel
title Key technology of power big data for global real-time analysis
title_full Key technology of power big data for global real-time analysis
title_fullStr Key technology of power big data for global real-time analysis
title_full_unstemmed Key technology of power big data for global real-time analysis
title_short Key technology of power big data for global real-time analysis
title_sort key technology of power big data for global real time analysis
topic power big data
global real-time data
in-memory computing
data stream
massively parallel
url http://www.telecomsci.com/zh/article/doi/10.11959/j.issn.1000-0801.2016103/
work_keys_str_mv AT guoliangzhou keytechnologyofpowerbigdataforglobalrealtimeanalysis
AT linjielv keytechnologyofpowerbigdataforglobalrealtimeanalysis
AT guilanwang keytechnologyofpowerbigdataforglobalrealtimeanalysis