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Artificial Neural Network (ANN) in Network Reconfiguration for Improvement of Voltage Stability

Artificial Neural Network (ANN) in Network Reconfiguration for Improvement of Voltage Stability

Dipu Sarkar, Joyanta Kumar Roy
Copyright: © 2020 |Pages: 25
ISBN13: 9781799804147|ISBN10: 1799804143|EISBN13: 9781799804154
DOI: 10.4018/978-1-7998-0414-7.ch012
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MLA

Sarkar, Dipu, and Joyanta Kumar Roy. "Artificial Neural Network (ANN) in Network Reconfiguration for Improvement of Voltage Stability." Deep Learning and Neural Networks: Concepts, Methodologies, Tools, and Applications, edited by Information Resources Management Association, IGI Global, 2020, pp. 174-198. https://doi.org/10.4018/978-1-7998-0414-7.ch012

APA

Sarkar, D. & Roy, J. K. (2020). Artificial Neural Network (ANN) in Network Reconfiguration for Improvement of Voltage Stability. In I. Management Association (Ed.), Deep Learning and Neural Networks: Concepts, Methodologies, Tools, and Applications (pp. 174-198). IGI Global. https://doi.org/10.4018/978-1-7998-0414-7.ch012

Chicago

Sarkar, Dipu, and Joyanta Kumar Roy. "Artificial Neural Network (ANN) in Network Reconfiguration for Improvement of Voltage Stability." In Deep Learning and Neural Networks: Concepts, Methodologies, Tools, and Applications, edited by Information Resources Management Association, 174-198. Hershey, PA: IGI Global, 2020. https://doi.org/10.4018/978-1-7998-0414-7.ch012

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Abstract

Issues related to power system voltage levels have become increasingly important issue during last two and half decades. In power networks, low voltage situations may result in the loss of stability, voltage collapse and eventually to cascading power outages. Large number of incidents of voltage collapse has been reported in different countries across the globe. A simple indicator that has the potential in real time, i.e. L indicator has been used to find voltage profile at different switching condition and simulated using ANN in network reconfiguration for the improvement of voltage stability. A method for improving voltage stability in a power network comprising of multiple lines and switches has been suggested in this chapter based on system reconfiguration approach. ANN based fast and efficient methodology has been developed to obtain the optimum switching combination to achieve best voltage stability. The proposed scheme has been tested on an IEEE 14-bus system.

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