Identification of power system emergency actions using neural networks
- 9 December 2002
- conference paper
- Published by Institute of Electrical and Electronics Engineers (IEEE)
- p. 205-209
- https://doi.org/10.1109/ann.1991.213477
Abstract
The authors discuss the use of supervised learning and associative memories in an application for protecting the power system during an emergency situation. Automatic devices based on artificial neural networks are proposed as an intelligent and fast tool to mitigate the consequences of the major disturbance in the power system, area that involves a lot of unsolved problems. To prove the concept, the artificial neural network was trained to perform generation rescheduling as a way to alleviate the line overloads. The IEEE-30 bus test system was used to demonstrate that a feedforward neural network with back propagation can detect the state of the power system by monitoring line flows from SCADA data and then, make recommended corrective actions.<>Keywords
This publication has 11 references indexed in Scilit:
- Development of a pattern recognition approach to underfrequency relayingPublished by Institute of Electrical and Electronics Engineers (IEEE) ,2002
- Network applications in energy management systemsIEEE Computer Applications in Power, 1991
- A performance comparison of trained multilayer perceptrons and trained classification treesProceedings of the IEEE, 1990
- Artificial neural-net based dynamic security assessment for electric power systemsIEEE Transactions on Power Systems, 1989
- A heuristic approach to load shedding schemeIEEE Transactions on Power Systems, 1989
- Expert systems in electric power systems-a bibliographical surveyIEEE Transactions on Power Systems, 1989
- Computer-based supervisory control and energy management system for the city of Cape TownIEE Proceedings C Generation, Transmission and Distribution, 1988
- Emergency Control Practices A report prepared for the System Control Subcommittee of the Power System Engineering Committee by the Task Force on Emergency ControlIEEE Power Engineering Review, 1985
- A Generation Reallocation and Load Shedding AlgorithmIEEE Transactions on Power Apparatus and Systems, 1979
- Operating under stress and strain [electrical power systems control under emergency conditions]IEEE Spectrum, 1978