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Distributed Data Analytics Platform for Wide-Area Synchrophasor Measurement Systems

delete2016-09-01
delete41
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OA
AI
D
Dao Zhou *
J
Jiahui Guo
Y
Ye Zhang
Y
Yong Liu
C
Can Huang
X
Xun Gui
Y
Yilu Liu
DOI:10.1109/TSG.2016.2528895delete
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摘要

摘要

En 中文
As synchrophasor data start to play a significant role in power system operation and dynamic study, data processing and data analysis capability are critical to wide-area measurement systems (WAMSs). The frequency monitoring network (FNET/GridEye) is a WAMS network that collects data from hundreds of frequency disturbance recorders at the distribution level. The previous FNET/GridEye data center is limited by its data storage capability and computation power. Targeting scalability, extensibility, concurrency, and robustness, a distributed data analytics platform is proposed in this paper to process large volume, high velocity dataset. A variety of real-time and non-realtime synchrophasor data analytics applications are hosted by this platform. The computation load is shared with balance by multiple nodes of the analytics cluster, and big data analytics tools such as Apache Spark are adopted to manage large volume data and to boost the data processing speed. Future data analytics applications can be easily developed and plugged into the system with simple configuration.
Keyword:
Frequency monitoring network (FNET/GridEye)
wide area measurement system (WAMS)
big data analytics
distributed computing
Apache Spark

期刊

IEEE Transactions on Smart Grid 封面图
IEEE Transactions on Smart Grid
IF:
9.8
论文数:
5.7K
被引数:
4.3W

机构

A
alstom
学者数:
185
论文数: 153
被引数: 0
U
University of Tennessee Knoxville
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1.1W
论文数: 9.4K
被引数: 17
University of Tennessee System 封面图
University of Tennessee System
学者数:
2.9W
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被引数: 115
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引用论文

引用论文

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Wide-Area Frequency Monitoring Network (FNET) Architecture and Applications
err2010-09-01
err274
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errZhang, Yingchen; Markham, Penn; Xia, Tao; Chen, Lang; Ye, Yanzhu; Wu, Zhongyu; Yuan, Zhiyong; Wang, Lei; Bank, Jason; Burgett, Jon; Conners, Richard W.; Liu, Yilu
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Utilization of Chip-Scale Atomic Clock for Synchrophasor Measurements
err2016-10-01
err35
errOAAI
errZhan, Lingwei; Liu, Yong; Yao, Wenxuan; Zhao, Jiecheng; Liu, Yilu
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Design and Implementation of a Real-Time Off-Grid Operation Detection Tool from a Wide-Area Measurements Perspective
err2015-07-01
err41
PREAI
errGuo, Jiahui; Zhang, Ye; Young, Marcus A.; Till, Micah J.; Dimitrovski, Aleksandar; Liu, Yong; Williging, Patrick; Liu, Yilu
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Wide-Area-Measurement System Development at the Distribution Level: An FNET/GridEye Example
err2016-04-01
err93
PREAI
errLiu, Yong; Zhan, Lingwei; Zhang, Ye; Markham, Penn N.; Zhou, Dao; Guo, Jiahui; Lei, Yin; Kou, Gefei; Yao, Wenxuan; Chai, Jidong; Liu, Yilu
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