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Assessment of ANN-based auto-reclosing scheme developed on single machine-infinite bus model with IEEE 14-bus system model data

D. Fitiwi, K.S. Rama Rao

IEEE Region 10 Conference - TENCON 2009, Singapur (Singapur). 23-26 noviembre 2009


Resumen:

This paper focuses on methods to discriminate a temporary fault from a permanent one, and accurately determine fault extinction time in an extra high voltage (EHV) transmission line in a bid to develop a self-adaptive automatic reclosing scheme. Consequently, improper reclosing of the line onto a fault is avoided. The fault identification prior to reclosing is based on optimized artificial neural network associated with three different training algorithms. In addition, Taguchi’s methodology is employed in optimizing parameters that significantly influence during and post-training performance of the neural network. A comparison of overall performance of the three algorithms, developed and coded in MATLABTM software environment, is also presented. To validate the work, the developed technique in a single machine infinite bus (SMIB) model has been tested by data obtained from benchmark IEEE 14-bus system model simulations. The results show the efficacy of the developed adaptive automatic reclosing method.


Palabras clave: Taguchi’s method; Levenberg Marquardt; Resilient Back-propagation; Autoreclosure; Neural Network


DOI: DOI icon https://doi.org/10.1109/TENCON.2009.5395874

Fecha de publicación: noviembre 2009.



Cita:
Fitiwi, D., Rama Rao, K.S., Assessment of ANN-based auto-reclosing scheme developed on single machine-infinite bus model with IEEE 14-bus system model data, IEEE Region 10 Conference - TENCON 2009, Singapur (Singapur). 23-26 noviembre 2009.


    Líneas de investigación:
  • *Modelado, Simulación y Optimización
  • *Régimen Permanente: Flujos de cargas, análisis de restricciones de operación, flujos de cargas óptimo, servicio complementario de control de tensiones, cortocircuitos, protecciones en redes de transporte y distribución, modelos térmicos de cables

IIT-09-074A

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