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
  • [41] On the Design of Fast and Scalable Network Applications Through Data Stream Processing
    Fais, Alessandra
    Giordano, Stefano
    Procissi, Gregorio
    [J]. 2020 IEEE CONFERENCE ON NETWORK FUNCTION VIRTUALIZATION AND SOFTWARE DEFINED NETWORKS (NFV-SDN), 2020, : 150 - 154
  • [42] Design and Implementation of an Efficient Electronic Bank Management Information System Based Data Warehouse and Data Mining Processing
    Luo, Jia
    Xu, Junping
    Aldosari, Obaid
    Althubiti, Sara A.
    Deebani, Wejdan
    [J]. INFORMATION PROCESSING & MANAGEMENT, 2022, 59 (06)
  • [43] Design and implementation of acceptance monitor for building scalable intrusion tolerant system
    Wang, R
    Wang, FY
    Byrd, GT
    [J]. TENTH INTERNATIONAL CONFERENCE ON COMPUTER COMMUNICATIONS AND NETWORKS, PROCEEDINGS, 2001, : 200 - 205
  • [44] STEWARDS WATERSHED DATA SYSTEM: SYSTEM DESIGN AND IMPLEMENTATION
    Steiner, J. L.
    Sadler, E. J.
    Wilson, G.
    Hatfield, J. L.
    James, D.
    Vandenberg, B.
    Chen, J. -S.
    Oster, T.
    Ross, J. D.
    Cole, K.
    [J]. TRANSACTIONS OF THE ASABE, 2009, 52 (05): : 1523 - 1533
  • [45] The Design and Implementation of Hyperspectral Remote Sensing Data-Processing System Facing Mineral Identification
    JianJunLiu
    ZeBinWu
    SunLe
    TingTingHuang
    ZhiHuiWei
    [J]. EPLWW3S 2011: 2011 INTERNATIONAL CONFERENCE ON ECOLOGICAL PROTECTION OF LAKES-WETLANDS-WATERSHED AND APPLICATION OF 3S TECHNOLOGY, VOL 3, 2011, : 156 - 159
  • [46] Design and implementation of C#-based processing system for the wind data observed in mountainous bridges
    Tang, Chunping
    Zhang, Liangliang
    Saeed, Ayad Thabit
    [J]. Information Technology Journal, 2013, 12 (23) : 7884 - 7888
  • [47] Design of high-spatial resolution remote sensing data processing system and its implementation
    Zhao, SH
    Wang, ZY
    Song, CY
    Wu, ZZ
    Chen, XW
    [J]. IGARSS 2005: IEEE International Geoscience and Remote Sensing Symposium, Vols 1-8, Proceedings, 2005, : 623 - 626
  • [48] DESIGN, DEVELOPMENT, AND IMPLEMENTATION OF A DATA-PROCESSING SYSTEM FOR MULTIPLE CONTROLLED TRIALS AND EPIDEMIOLOGIC STUDIES
    HAWKINS, BS
    SINGER, SW
    [J]. CONTROLLED CLINICAL TRIALS, 1986, 7 (02): : 89 - 117
  • [49] Design and Implementation of a High-performance Stream-oriented Big Data Processing System
    Wang, Meng
    Liu, Jun
    Zhou, Wenli
    [J]. 2016 8TH INTERNATIONAL CONFERENCE ON INTELLIGENT HUMAN-MACHINE SYSTEMS AND CYBERNETICS (IHMSC), VOL. 1, 2016, : 363 - 368
  • [50] Design and Implementation of Image Processing System Based on MATLAB
    Zhang, Hongmei
    Pei, Zhili
    Zhang, Zhigao
    [J]. PROCEEDINGS OF THE INTERNATIONAL CONFERENCE ON LOGISTICS, ENGINEERING, MANAGEMENT AND COMPUTER SCIENCE (LEMCS 2015), 2015, 117 : 1356 - 1359