New algorithm for differential protection of synchronous generators based on artificial neural networks
DOI:
https://doi.org/10.17533/udea.redin.344370Keywords:
neural networks, internal fault simulation, differential protection, synchronous generatorsAbstract
A new algorithm for the differential protection of synchronous generators based on finite impulse response artificial neural networks (FIRANN) is proposed. As a result, response times are lower than those of the existing algorithms.
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Pérez, L. G. et al. “Training an artificial neural network to discriminate between magnetizing inrush and internal faults”. En: Power Delivery. Vol. 9. N.° 1. 1994. pp. 434-441. DOI: https://doi.org/10.1109/61.277715
Bastard, P. et al. “Neural Network-based algorithm for power transformer differential relays”, IEE Proc. En: Gener. Transm. Distrib. Vol. 142. N.° 4. 1995. pp. 386-392. DOI: https://doi.org/10.1049/ip-gtd:19951817
Filippetti, F. et al. “Neural networks aided on-line diagnostics of induction motor rotor faults”, IEEE Trans. En: Industry Applications. Vol. 31. N.° 4. Julio-agosto, 1995. pp. 892-899. DOI: https://doi.org/10.1109/28.395301
Orille, A. L. et al. “Electromagnetic torque signal estimation in a direct torque control for electrical machines”. The International Conference on Electrical Machines, ICEM2000. Helsinki. August 2000.
Taalab, A. I. et al. “ANN-based novel fault detector for generator windings protection”, IEEE Trans. En: Power Delivery. Vol. 14. N.° 3. Julio, 1999. pp. 824-830. DOI: https://doi.org/10.1109/61.772321
Alternative Transient Program-Rule Book. Canadian/ American EMTP User Group, 1992.
Haykin, S. “Neural networks: a comprehensive foundation”. Macmillan College Publishing Company. 1994.
Kinitsky, V. A. “Inductances of a portion of the armature winding of synchronous machines”, IEEE Trans. En: PAS. Vol. 84. N.° 5. Mayo, 1965. pp. 389-396. DOI: https://doi.org/10.1109/TPAS.1965.4766210
Villada, F. “Aplicación de las redes neuronales en la protección diferencial de generadores síncronos”. Tesis Doctoral. Departamento de Ingeniería Eléctrica, Universidad Politécnica de Cataluña, Terrassa, Barcelona, España, 2001.
Orille, A. L. et al. “A FIRANN as a differential relay for three phase power transformer protection”, IEEE Trans. En: Power Delivery. Vol. 16. N.° 2. Abril, 2001. pp. 215-218. DOI: https://doi.org/10.1109/61.915485
Khalil, N. “Programa de entrenamiento para redes neuronales tipo FIR”. Informe interno del departamento de Ingeniería Eléctrica de la Universidad Politécnica de Cataluña. España, 1997.
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