DISTIL: Design and Implementation of a Scalable Synchrophasor Data Processing System

被引:0
|
作者
Andersen, Michael P. [1 ]
Kumar, Sam [1 ]
Brooks, Connor [1 ]
von Meier, Alexandra [1 ]
Culler, David L. [1 ]
机构
[1] Univ Calif Berkeley, Dept Elect Engn & Comp Sci, Berkeley, CA 94720 USA
关键词
D O I
暂无
中图分类号
TE [石油、天然气工业]; TK [能源与动力工程];
学科分类号
0807 ; 0820 ;
摘要
The introduction and deployment of cheap, high precision, high-sample-rate next-generation synchrophasors en masse in both the transmission and distribution tier - while invaluable for event diagnosis, situational awareness and capacity planning - poses a problem for existing methods of phasor data analysis and storage. Addressing this, we present the design and implementation of a novel architecture for synchrophasor data analysis on distributed commodity hardware. At the core is a new feature-rich timeseries store, BTrDB. Capable of sustained writes and reads in excess of 16 million points per second per cluster node, advanced query functionality and highly efficient storage, this database enables novel analysis and visualization techniques. Leveraging this, a distillate framework has been developed that enables agile development of scalable analysis pipelines with strict guarantees on result integrity despite asynchronous changes in data or out of order arrival. Finally, the system is evaluated in a pilot deployment, archiving more than 216 billion raw datapoints and 515 billion derived datapoints from 13 devices in just 3.9TB. We show that the system is capable of scaling to handle complex analytics and storage for tens of thousands of next-generation synchrophasors on off-the-shelf servers.
引用
收藏
页码:271 / 277
页数:7
相关论文
共 50 条
  • [21] Processing Synchrophasor Data Using a Feature Selection Procedure
    Liang, Xiaodong
    Wallace, Scott A.
    [J]. 2016 IEEE PES ASIA-PACIFIC POWER AND ENERGY ENGINEERING CONFERENCE (APPEEC), 2016, : 273 - 277
  • [22] A Spark™ Based Client for Synchrophasor Data Stream Processing
    Menon, Vijay Krishna
    Variyar, Sajith V.
    Soman, K. P.
    Gopalakrishnan, E. A.
    Kottayil, Sasi K.
    Almas, Muhammad Shoaib
    Nordstrom, Lars
    [J]. PROCEEDINGS OF THE 2018 INTERNATIONAL CONFERENCE AND UTILITY EXHIBITION ON GREEN ENERGY FOR SUSTAINABLE DEVELOPMENT (ICUE 2018), 2018,
  • [23] Design and Implementation of a Scalable General High Performance Remote Sensing Satellite Ground Processing System on Performance and Function
    Li, Jingshan
    Liu, Dingsheng
    [J]. COMPUTATIONAL SCIENCE - ICCS 2009, 2009, 5545 : 367 - 374
  • [24] Design and implementation of a scalable parallel system for multidimensional analysis and OLAP
    Northwestern Univ, Evanston, United States
    [J]. Proc Int Parall Process Symp IPPS, (576-581):
  • [25] A scalable and flexible hybrid energy storage system design and implementation
    Kim, Younghyun
    Koh, Jason
    Xie, Qing
    Wang, Yanzhi
    Chang, Naehyuck
    Pedram, Massoud
    [J]. JOURNAL OF POWER SOURCES, 2014, 255 : 410 - 422
  • [26] Design and implementation of a mass storage system with scalable bandwidth and capacity
    Zhang, JL
    Deng, YH
    Dan, F
    Fang, W
    [J]. 7TH WORLD MULTICONFERENCE ON SYSTEMICS, CYBERNETICS AND INFORMATICS, VOL XIII, PROCEEDINGS: SYSTEMICS, CYBERNETICS AND INFORMATICS: TECHNOLOGIES AND APPLICATIONS, 2003, : 139 - 142
  • [27] Design and implementation of a scalable parallel system for multidimensional analysis and OLAP
    Goil, S
    Choudhary, A
    [J]. IPPS/SPDP 1999: 13TH INTERNATIONAL PARALLEL PROCESSING SYMPOSIUM & 10TH SYMPOSIUM ON PARALLEL AND DISTRIBUTED PROCESSING, PROCEEDINGS, 1999, : 576 - 581
  • [28] Design and implementation of the Jungganbo processing system for the Danso
    Kim, KN
    Seo, YJ
    Kang, MS
    [J]. KORUS-2002: 6TH RUSSIAN-KOREAN INTERNATIONAL SYMPOSIUM ON SCIENCE AND TECHNOLOGY, PROCEEDINGS, 2002, : 126 - 129
  • [29] Implementation of a data gathering system with scalable intelligent control architecture
    Takata, M
    Arai, E
    [J]. KNOWLEDGE AND SKILL CHAINS IN ENGINEERING AND MANUFACTURING: INFORMATION INFRASTRUCTURE IN THE ERA OF GLOBAL COMMUNICATIONS, 2005, 168 : 261 - 268
  • [30] Design and Implementation of a Blockchain-Enabled Secure Sensing Data Processing and Logging System
    Zhao, Wenbing
    Upadhyay, Himanshu
    Lagos, Leonel
    [J]. 2021 IEEE INTERNATIONAL CONFERENCE ON SYSTEMS, MAN, AND CYBERNETICS (SMC), 2021, : 386 - 391