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A new intelligent autoreclosing scheme using artificial neural network and Taguchi’s methodology

D. Fitiwi, K.S. Rama Rao, T.B. Ibrahim

IEEE Industrial and Commercial Power Systems Technical Conference - I&CPS 2010, Tallahassee (Estados Unidos de América). 09-13 mayo 2010


Resumen:

This paper presents a novel intelligent autoreclosure technique to discriminate temporary faults from permanent faults, and accurately determine fault extinction time. A variety of fault simulations are carried out on a specified transmission line on the standard IEEE 9-bus electric power system using MATLAB/SimPowerSytems. FFT and Prony analysis methods are employed to extract data features from each simulated fault. The fault identification prior to reclosing is accomplished by an artificial neural network trained by standard Error Backropagation, Levenberg Marquardt and Resilient Back-Propagation algorithms which are developed using MATLAB. Some important parameters which strongly affect the entire training process are fine-tuned with Taguchi’s method to their corresponding best values. The robustness of the developed ANN identifier is verified by testing it with the data patterns which consists of high impedance faults obtained from IEEE 14-bus benchmark system. Test results show the efficacy of the proposed AR scheme.


Palabras clave: Adaptive autoreclosure, Artificial Neural Networks, Error back-propagation, Levenberg Marquardt, Resilient back-propagation, Taguchi’s method


DOI: DOI icon https://doi.org/10.1109/ICPS.2010.5489881

Fecha de publicación: mayo 2010.



Cita:
Fitiwi, D., Rama Rao, K.S., Ibrahim, T.B., A new intelligent autoreclosing scheme using artificial neural network and Taguchi’s methodology, IEEE Industrial and Commercial Power Systems Technical Conference - I&CPS 2010, Tallahassee (Estados Unidos de América). 09-13 mayo 2010.


    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-10-053A

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