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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Format: | Article |
Language: | zho |
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Beijing Xintong Media Co., Ltd
2016-04-01
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Series: | Dianxin kexue |
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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 |
id | doaj-art-72df89fa2df44e5487ea46a63f5955af |
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 |