Transient stability assessment for single-machine power systems using neural networks

K.P. Wong; N.P. Ta; Y. Attikiouzel

doi:10.1109/TENCON.1990.152560

Back

Transient stability assessment for single-machine power systems using neural networks

Conference paper

Open access

Transient stability assessment for single-machine power systems using neural networks

K.P. Wong, N.P. Ta and Y. Attikiouzel

IEEE TENCON'90: 1990 IEEE Region 10 Conference on Computer and Communication Systems. Conference Proceedings, pp.32-36

IEEE

TENCON '90. IEEE Region 10 Conference on Computer and Communication Systems (Hong Kong, 24/09/1990–27/09/1990)

1990

DOI: https://doi.org/10.1109/TENCON.1990.152560

Files and links (2)

pdf

transient_stability_assessment.pdfDownload View

Published (Version of Record) Open Access

url

Link to Published Version *Subscription may be requiredView

Abstract

The use of back-propagation neural networks for fast and efficient determination of the stable and unstable modes of operation of power systems is proposed. The transient response quantities selected as input features for training the neural network and for carrying out the assessment using the neural network are quantities which can either be calculated easily or be measured. The training process for the neural network requires very low computing time. When applied to a single-generator system, the neural network can assess the transient stability of the system accurately for a symmetrical fault on any point along the external circuit and for the range of normal prefault loading conditions. The authors also developed a back-propagation neural network for the estimation of critical fault clearing time. The authors describe the neural network configurations adopted and their use in stability assessment. Results obtained by applying the neural networks to a single-machine system are presented.

Details

Title: Transient stability assessment for single-machine power systems using neural networks
Authors/Creators: K.P. Wong (Author/Creator) - The University of Western Australia
N.P. Ta (Author/Creator) - The University of Western Australia
Y. Attikiouzel (Author/Creator) - The University of Western Australia
Publication Details: IEEE TENCON'90: 1990 IEEE Region 10 Conference on Computer and Communication Systems. Conference Proceedings, pp.32-36
Conference: TENCON '90. IEEE Region 10 Conference on Computer and Communication Systems (Hong Kong, 24/09/1990–27/09/1990)
Publisher: IEEE
Identifiers: 991005541114807891
Murdoch Affiliation: Murdoch University
Language: English
Resource Type: Conference paper

Metrics

152 File views/ downloads

90 Record Views