A MapReduce Based High Performance Neural Network in Enabling Fast Stability Assessment of Power Systems

المؤلفون المشاركون

Liu, Yang
Li, Maozhen
Taylor, Gareth A.
Liu, Youbo
Liu, Junyong
Liu, Tingjian
Zuo, Kunyu

المصدر

Mathematical Problems in Engineering

العدد

المجلد 2017، العدد 2017 (31 ديسمبر/كانون الأول 2017)، ص ص. 1-12، 12ص.

الناشر

Hindawi Publishing Corporation

تاريخ النشر

2017-02-08

دولة النشر

مصر

عدد الصفحات

12

التخصصات الرئيسية

هندسة مدنية

الملخص 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.

نمط استشهاد جمعية علماء النفس الأمريكية (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

نمط استشهاد الجمعية الأمريكية للغات الحديثة (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

نمط استشهاد الجمعية الطبية الأمريكية (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

نوع البيانات

مقالات

لغة النص

الإنجليزية

الملاحظات

Includes bibliographical references

رقم السجل

BIM-1190319