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Proceedings ArticleDOI

Electrical Power System Dynamic Stability Evaluation using a Knowledge-Based Approach

C.S. Chang, +1 more
- Vol. 2, pp 1384-1388
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TLDR
In this paper, dynamic stability assessment of electrical power systems is formulated as a pattern recognition problem so that it is fast and accurate enough for on-line applications.
Abstract
In this paper, dynamic stability assessment of electrical power systems is formulated as a pattern recognition problem so that it is fast and accurate enough for on-line applications. The problem concerned is the potentially hazardous dynamic instability of the interconnected power system between Hong Kong and China. New techniques, such as the Branch and Bound Search, are employed to achieve optimality in Feature Selection. In Feature Extraction where further dimensionality reduction is made, matrix augmentation is used to extract information content in class-centralised vectors as well as in class-mean vectors. Finally, for improvement of classification efficiency, an innovative approach making use of partitioning and decision tree search is pursued to tackle the non- linearly separable patterns which exist uniquely in the study of dynamic stability.

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Citations
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Dissertation

Coordinated Voltage Control in Electric Power Systems

Mats Larsson
TL;DR: In this article, a fuzzy-rule based controller has been installed and successfully tested in a distribution feeder in the south of Sweden, and a coordinated system protection scheme against voltage collapse based on model predictive control has been proposed.
Proceedings ArticleDOI

Power system stabilization by synchronous condenser with fast excitation control

TL;DR: In this paper, a synchronous condenser with a devised excitation control has been applied for the stabilization of a generator power swing by installing the condenser at a bus in the transmission line near the generator.
Proceedings ArticleDOI

Power system stability enhancement by designing optimal PSS employing backtracking search algorithm

TL;DR: In this paper, a backtracking search algorithm (BSA) was used to damp out low-frequency oscillations in a single machine infinite bus (SMIB) network.
Journal ArticleDOI

Fast power system voltage prediction using knowledge-based approach and on-line box data creation

C.S. Chang
TL;DR: An algorithm for fast power system contingency analysis using pattern recognition and an innovative wafer data box structure that facilitates subsequent refinement by additions/deletions of patterns acquired from real-time operational experience are presented.
Journal ArticleDOI

Application of pattern recognition technique to power system security analysis and optimization

TL;DR: In this article, a pattern recognition method is applied to the related power system problems of security analysis and security constrained optimum power dispatch, where various techniques, such as box data creation and wafer structure, the method of search, short-term load trend prediction, feature reduction, and on-line training set creation, have been developed to achieve high evaluation accuracies and computational savings.
References
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Journal ArticleDOI

Nearest neighbor pattern classification

TL;DR: The nearest neighbor decision rule assigns to an unclassified sample point the classification of the nearest of a set of previously classified points, so it may be said that half the classification information in an infinite sample set is contained in the nearest neighbor.
Book

Introduction to Statistical Pattern Recognition

TL;DR: This completely revised second edition presents an introduction to statistical pattern recognition, which is appropriate as a text for introductory courses in pattern recognition and as a reference book for workers in the field.
Journal ArticleDOI

Concepts of Synchronous Machine Stability as Affected by Excitation Control

TL;DR: In this article, the stability of synchronous machines under small perturbations is explored by examining the case of a single machine connected to an infinite bus through external reactance, and the results are shown to be similar to ours.
Journal ArticleDOI

A Branch and Bound Algorithm for Feature Subset Selection

TL;DR: In this paper, a branch and bound-based feature subset selection algorithm is proposed to select the best subset of m features from an n-feature set without exhaustive search, which is computationally computationally unfeasible.
Journal ArticleDOI

Applying Power System Stabilizers Part I: General Concepts

TL;DR: In this paper, the general concepts associated with applying power system stabilizers utilizing shaft speed, ac bus frequency, and electrical power inputs are developed in the first part of a three-part paper.
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