An ensemble Neural Network for recognizing PD patterns

@article{Masud2010AnEN,
  title={An ensemble Neural Network for recognizing PD patterns},
  author={A. Abubakar Mas'ud and B. G. Stewart and S. G. Mcmeekin and Alan Nesbitt},
  journal={45th International Universities Power Engineering Conference UPEC2010},
  year={2010},
  pages={1-6}
}
This paper introduces a novel insulation diagnosis approach for Partial Discharge (PD) pattern recognition using an ensemble Neural Network (NN) system, comprising of a limited number of NNs trained for the same purpose. The training data for the ensemble NN comprises statistical parameters obtained from different PD measurements of corona from a point-to-plane geometry. The ensemble output gives the weighted average of the output of each NN which is determined by the respective certainties of… CONTINUE READING