APPLICATION OF FUZZY LOGIC TECHNIQUE FOR POWER LOSS REDUCTION IN THE NIGERIA 330KV SYSTEM


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TABLE OF CONTENTS

Approval Page
Certification Page
Dedication
Acknowledgement
Abstract
Table of Contents
List of Tables
List of Figures
List of Abbreviations

CHAPTER ONE: INTRODUCTION
1.1       Background of Study
1.2       Statement of the Problem
1.3       Objectives of the Study
1.4       Significance of the Study
1.5       Scope of the Study
1.6       Organization of Thesis

CHAPTER TWO: LITERATURE REVIEW
2.1       Electric Power Supply Systems
2.2       Overview of Nigeria’s Electricity Transmission Network
2.3       Electric Power Losses in Transmission Lines
2.3.1    Technical Losses
2.3.2    Non-technical Losses
2.4       Fuzzy Logic Technique
2.4.1    Fuzzy set and Membership Functions
2.5       Power Flow Analysis
2.5.1   Newton-Raphson’s Load Flow Method
2.5.2    Bus Classification

CHAPTER THREE: METHODOLOGY
3.1       Model Network of the 10-Bus Transmission System
3.2       Optimal Capacitor Placement Approach
3.3       Fuzzy Logic Technique and Shunt Capacitor Placement in Power Loss Reduction
3.4       General Algorithm of Fuzzy Logic Implementation Using Capacitor Placement Method
3.5       Newton-Raphson Load Flow Analysis
3.5.1    Load Flow Problem Formulation
3.5.2    Load Flow Solution Using Newton-Raphson Method
3.6       Calculation of Loss Reduction and Power Loss Index
3.7       Use of Fuzzy Expert System to Identify Buses for Capacitor Location
3.8       Procedure to Calculate Capacitor Size Using Index Based Method

CHAPTER FOUR: SIMULATION AND RESULTS
4.1       Simulation Software Used
4.2.      Results and Discussion
4.2.1    Newton-Raphson’s Load Flow Analysis Result
4.2.2    Loss Reduction and Loss Reduction Index
4.2.3    Voltage Stability and Capacitor Suitability Index

CHAPTER FIVE: CONCLUSION AND RECOMMENDATION
5.1       Conclusion
5.2       Recommendation
References




ABSTRACT`

To improve the overall efficiency of the power system, the performance of transmission system must be improved. Some of the vital ways of achieving this objective is by reducing power losses in the system and also improving voltage profile. An important method of controlling bus voltage is by shunt capacitor banks in the transmission substations. The capacitor absorbs reactive power flow in the system, thus improving power factor. When this is done, active power is also improved. In this work, a 10-bus transmission system is taken as model. Newton-Raphson’s power flow program is executed using MATLAB toolbox to obtain p. u nodal voltage ranging from 0.8890 to 1.0564, total real power line losses (0.09438 p.u), and total reactive power line losses (0.36970 p. u). By using power loss reduction, power loss index is evaluated and normalized in the range [0, 1]. These indices, together with the p. u nodal voltage magnitude, is fed as inputs to the Fuzzy Inference System to obtain Capacitor Suitability Index (CSI). The CSIs obtained, ranges from 0.244 to 0.897. The values of the CSIs determine nodes most suitable for capacitor installation. Experimentally, highest values of CSIs are chosen for capacitor installation. As a result, 3 buses (3, 8, and 10) with CSI values of 0.680, 0.750, and 0.897 respectively, are chosen. Capacitor sizes of 50MVar, 85MVar, and 60MVar (obtained from Index Based Method) are installed on the buses. Voltage profile improves by 3.74%, 3.27%, and 3.33% respectively, while total real power loss in the system reduces by 17.55% and total reactive power injection to the network reduces by 8.70% respectively. Overall, system stability and efficiency, hence, reliability, are improved by installation of capacitors at suitable locations in a transmission system.




CHAPTER ONE

INTRODUCTION

1.1 Background of Study

Electrical energy is generated at power stations which are usually located far away from load centres [1]. Thus, a network of conductors between the power stations and the consumers is required in order to harness the power generated. This network of conductors may be divided into two main components, namely, the transmission system and the distribution system [1]. As power flows in the lines, a significant amount is lost. Accurate knowledge of these power losses on transmission lines and their minimization is a critical component for efficient flow of power in an electrical network. Power losses result in lower power availability to final consumers. Hence, adequate measures need to be taken to reduce power losses to the barest minimum.

Power plants' planning in a way to meet the power network load demand is one of the most important and essential issues in power systems. Since transmission lines connect generating plants and substations in power network, the analysis, computation and reduction of transmission losses in these networks are of great concern to scientists and engineers.
Studies have indicated that as much as 9% or more of total power generated is consumed as
 losses at the transmission level [2]. The losses can be separated to active and reactive component of branch current, where the losses produced by reactive current can be reduced by the installation of shunt capacitors. Capacitors (capacitor banks) are widely used in transmission systems to reduce energy and peak demand losses, release the MVA capacities of transmission apparatus and to maintain a voltage profile within permissible limits [3]. The objective of optimal capacitor placement problem is to determine the size, type, and location of capacitors to be installed on the transmission network to achieve positive economic response. The economic......


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