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A MapReduce Based High Performance Neural Network in Enabling Fast Stability Assessment of Power Systems
Joint Authors
Liu, Yang
Li, Maozhen
Taylor, Gareth A.
Liu, Youbo
Liu, Junyong
Liu, Tingjian
Zuo, Kunyu
Source
Mathematical Problems in Engineering
Issue
Vol. 2017, Issue 2017 (31 Dec. 2017), pp.1-12, 12 p.
Publisher
Hindawi Publishing Corporation
Publication Date
2017-02-08
Country of Publication
Egypt
No. of Pages
12
Main Subjects
Abstract EN
Transient stability assessment is playing a vital role in modern power systems.
For this purpose, machine learning techniques have been widely employed to find critical conditions and recognize transient behaviors based on massive data analysis.
However, an ever increasing volume of data generated from power systems poses a number of challenges to traditional machine learning techniques, which are computationally intensive running on standalone computers.
This paper presents a MapReduce based high performance neural network to enable fast stability assessment of power systems.
Hadoop, which is an open-source implementation of the MapReduce model, is first employed to parallelize the neural network.
The parallel neural network is further enhanced with HaLoop to reduce the computation overhead incurred in the iteration process of the neural network.
In addition, ensemble techniques are employed to accommodate the accuracy loss of the parallelized neural network in classification.
The parallelized neural network is evaluated with both the IEEE 68-node system and a real power system from the aspects of computation speedup and stability assessment.
American Psychological Association (APA)
Liu, Yang& Liu, Youbo& Liu, Junyong& Li, Maozhen& Liu, Tingjian& Taylor, Gareth A.…[et al.]. 2017. A MapReduce Based High Performance Neural Network in Enabling Fast Stability Assessment of Power Systems. Mathematical Problems in Engineering،Vol. 2017, no. 2017, pp.1-12.
https://search.emarefa.net/detail/BIM-1190319
Modern Language Association (MLA)
Liu, Yang…[et al.]. A MapReduce Based High Performance Neural Network in Enabling Fast Stability Assessment of Power Systems. Mathematical Problems in Engineering No. 2017 (2017), pp.1-12.
https://search.emarefa.net/detail/BIM-1190319
American Medical Association (AMA)
Liu, Yang& Liu, Youbo& Liu, Junyong& Li, Maozhen& Liu, Tingjian& Taylor, Gareth A.…[et al.]. A MapReduce Based High Performance Neural Network in Enabling Fast Stability Assessment of Power Systems. Mathematical Problems in Engineering. 2017. Vol. 2017, no. 2017, pp.1-12.
https://search.emarefa.net/detail/BIM-1190319
Data Type
Journal Articles
Language
English
Notes
Includes bibliographical references
Record ID
BIM-1190319