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A fault detection and protection scheme for a 200 mva transformer using fuzzy logic

 

Table Of Contents


Chapter ONE

1.1 Introduction
1.2 Background of Study
1.3 Problem Statement
1.4 Objective of Study
1.5 Limitation of Study
1.6 Scope of Study
1.7 Significance of Study
1.8 Structure of the Research
1.9 Definition of Terms

Chapter TWO

2.1 Overview of Fault Detection
2.2 Transformer Protection Systems
2.3 Fuzzy Logic in Power Systems
2.4 Previous Studies on Fault Detection
2.5 Applications of Fuzzy Logic in Transformers
2.6 Comparative Analysis of Fault Detection Methods
2.7 Challenges in Transformer Fault Detection
2.8 Future Trends in Fault Detection Technologies
2.9 Case Studies in Transformer Protection
2.10 Integration of Fuzzy Logic in Protection Schemes

Chapter THREE

3.1 Research Methodology Overview
3.2 Data Collection Methods
3.3 Selection of Variables
3.4 Experimental Design
3.5 Fuzzy Logic Algorithm Development
3.6 Simulation Tools and Software
3.7 Validation Techniques
3.8 Performance Evaluation Metrics

Chapter FOUR

4.1 Analysis of Experimental Results
4.2 Comparison with Traditional Methods
4.3 Impact of Fuzzy Logic on Detection Accuracy
4.4 Sensitivity Analysis of Parameters
4.5 Robustness Testing of the System
4.6 Real-world Application Scenarios
4.7 Cost-Benefit Analysis
4.8 Recommendations for Implementation

Chapter FIVE

5.1 Conclusion and Summary
5.2 Summary of Findings
5.3 Contributions to the Field
5.4 Implications for Future Research
5.5 Practical Applications and Recommendations
5.6 Reflection on Research Process
5.7 Limitations and Areas for Improvement
5.8 Closing Remarks

Thesis Abstract

Condition monitoring of Electrical power equipment has attracted considerable attention for years. The aim of this work is to use Fuzzy logic (FL) Tool Box in building a simulation system that will diagnose all kinds of incipient faults, phase to phase fault and overloading in a transformer and monitor its conditions. Current and rate of change of current with time have been identified as the input variables, duly represented in the programme as “Error” and “Error-Dot”. These variables have their universe of discourse from -1.5 to 1.5 and from -10 to 10 respectively. Fuzzy logic sensor is designed to monitor the current(i) conditions of the transformer at both ambient and full load. The results from the research show that whenever the output response is zero the current in transformer is normal. This is obtained when input values of [0] and [0] are injected into the system to produce a response of “6e-017” which is approximately zero. Whereas if the output response is greater than zero it implies that the transformer current is rising beyond normal and protection scheme should be alerted. This condition is achieved when input values of [-1.5] and [5] are used on the system to give a response of “+5”. However, if the response is less than zero then the transformer current is below normal, hence the protection scheme should be alerted. To investigate this, input values of [1.5] and [-5] give a response of “-5”. Fuzzy logic is used as an expert system that assesses all information keyed in at the front panel to analyze and predict the condition of the transformer at any time.

Thesis Overview

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