DocumentCode :
3564873
Title :
Managing PMU data sets with bitmap indexes
Author :
McCamish, Ben ; Histand, Miles ; Landford, Jordan ; Bass, Robert B. ; Chiu, David ; Meier, Rich ; Cotilla-Sanchez, Eduardo
Author_Institution :
Sch. of Eng. & Comput. Sci., Washington State Univ., Vancouver, WA, USA
fYear :
2014
Firstpage :
219
Lastpage :
224
Abstract :
Large databases and data warehouses are becoming prevalent for the storage and management of energy data. Accelerating the rates at which data can be retrieved is beneficial not only to allow for more efficient search of the data, but also to be integrated with other energy system tools. In this paper, a fast indexing and data retrieval method, known commonly as a bitmap index, is created to facilitate intelligent querying and indexing of data generated by phasor measurement units (PMU) at a rate of 60 Hz. We find that bitmaps are amenable to managing efficient access to large amounts of PMU data. Furthermore, the bitmap-management process will provide decreased access time for data retrieval as well as decreased memory usage. From our experiments, our system is able to achieve approximately 30 times speedup on queries resulting in tuples that are in the database. Conversely, reducing the time taken to answer queries that result in tuples not contained in the database to nearly instantaneous.
Keywords :
database indexing; energy management systems; phasor measurement; query processing; PMU; bitmap index; bitmap-management process; data retrieval method; data warehouses; energy data management; energy data storage; energy system tools; frequency 60 Hz; intelligent querying; large databases; memory usage; phasor measurement units; Conferences; Educational institutions; Indexing; Phasor measurement units; Vectors; PMU; bitmap indexing; data management; data warehousing; synchrophasor;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Technologies for Sustainability (SusTech), 2014 IEEE Conference on
Type :
conf
DOI :
10.1109/SusTech.2014.7046247
Filename :
7046247
Link To Document :
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