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Artificial Intelligence in Power Systems
Abstract
A continuous and reliable supply of electricity is necessary for the functioning
of today’s modern and advanced society. Since the early to mid-1980s, most of the effort
in power systems analysis has turned away from the methodology of formal mathematical
modelling which came from the areas of operations research, control theory and
numerical analysis to the less rigorous and less tedious techniques of artificial intelligence
(AI). Power systems keep on increasing on the basis of geographical regions, assets
additions, and introduction of new technologies in generation, transmission and
distribution of electricity. AI techniques have become popular for solving different
problems in power systems like control, planning, scheduling, forecast, etc. These
techniques can deal with difficult tasks faced by applications in modern large power
systems with even more interconnections installed to meet increasing load demand. The
application of these techniques has been successful in many areas of power system
engineering. The application of Artificial Intelligence (AI) methods in power system
protection has been addressed in this paper. Particular emphasis has been put on Artificial
Neural Networks (ANN)and Fuzzy Logic(FL). Several novel concepts have been introduced
including ANN application to CT and CVT transients’ correction, fuzzy criteria signals,
fuzzy settings and multi-criteria decision making for digital relays. Attached examples
illustrate application of ANN and FL techniques to resolve the selected relaying
problems such as the fault classification or CT and CVT dynamic error correction.
Differential protection for power transformers is selected as an important example to
show efficiency of the proposed concepts of FL and ANN application.
Submitted by,
MATHEWJOSEPH
ROLLNO:21

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AI in Power Systems: An Overview

  • 1. Artificial Intelligence in Power Systems Abstract A continuous and reliable supply of electricity is necessary for the functioning of today’s modern and advanced society. Since the early to mid-1980s, most of the effort in power systems analysis has turned away from the methodology of formal mathematical modelling which came from the areas of operations research, control theory and numerical analysis to the less rigorous and less tedious techniques of artificial intelligence (AI). Power systems keep on increasing on the basis of geographical regions, assets additions, and introduction of new technologies in generation, transmission and distribution of electricity. AI techniques have become popular for solving different problems in power systems like control, planning, scheduling, forecast, etc. These techniques can deal with difficult tasks faced by applications in modern large power systems with even more interconnections installed to meet increasing load demand. The application of these techniques has been successful in many areas of power system engineering. The application of Artificial Intelligence (AI) methods in power system protection has been addressed in this paper. Particular emphasis has been put on Artificial Neural Networks (ANN)and Fuzzy Logic(FL). Several novel concepts have been introduced including ANN application to CT and CVT transients’ correction, fuzzy criteria signals, fuzzy settings and multi-criteria decision making for digital relays. Attached examples illustrate application of ANN and FL techniques to resolve the selected relaying problems such as the fault classification or CT and CVT dynamic error correction. Differential protection for power transformers is selected as an important example to show efficiency of the proposed concepts of FL and ANN application. Submitted by, MATHEWJOSEPH ROLLNO:21