Development of a Wavelet-ANFIS based fault location system for underground power cables

Abstract

In the past decade, electricity demand has increased rapidly in metropolitan areas. All over the world, large scale underground power cable installations networks are replacing overhead transmission lines due to environmental concerns in densely populated areas. Underground cable systems are manufactured to have long life with reliability. However, the useful life span of these cables is not infinite. The increase in failure rates and system breakdowns on older underground power cables are now adversely impacting system reliability and many losses involved; therefore it is readily apparent that necessary action has to be taken to manage the consequences of this trend. In this paper, a method that combines wavelets and Neuro-fuzzy technique for fault location and identification is proposed. A 10km, 34.5KV, 50Hz power transmission line model was developed and different faults and locations simulated, and then certain selected features of the wavelet transformed signals were extracted to develop an ANFIS for fault location. Comparison of the ANFIS output values and the actual values show that the percentage error was established to be less than 1%. Thus, it can be concluded that the wavelet-ANFIS technique is accurate enough to be used in identifying and locating underground power line faults.

Authors and Affiliations

H. S. Zawaira, G. N. Nyakoe, C. M. Muriithi

Keywords

Related Articles

Evaluation of Large System Disturbance in the NigeriaElectric Power System

The repeatedcase of power system collapse in the Nigerian National Grid isof a great concern and need to be investigated. This research paper discusses the effect of voltage collapse and the methods of power generation w...

Modeling And Simulation of Loads Into Existing Distribution Network System Using MATLAB/Simulink

This paper presents the detail model of load and other devices in distribution network systems (DNS). Simulation and modeling is done using MATLAB/Simulink software package. The proposed model is user friendly and can be...

Branding Strategy in Fact Segment Global and Indian Perspective

In a global economy subject to changing dynamics and ever increasing competition, the role of brands has never been greater. They serve as a route map for purchasing behaviour and when managed well, are able to accrue si...

Analysis of Random Projection & Live –Wire For Texture Extraction & Segmentation

Automatic image segmentation requires a certain degree of depth of work combining image clustering, feature extraction, statistical analysis and iterative feedback. Researchers have been using algorithms like Principal c...

Optimal Placement of Multiple Distributed Generation to Improve Voltage Stability as well as Minimize Loss in Distribution System

Theaim of paper is to presents a technique based on Particle Swarm Optimization (PSO) to identify the switching operation plan for feeder reconfiguration and optimum size value of DG simultaneously. The key purpose is to...

Download PDF file
  • EP ID EP389023
  • DOI 10.9790/1676-1201024550.
  • Views 118
  • Downloads 0

How To Cite

H. S. Zawaira, G. N. Nyakoe, C. M. Muriithi (2017). Development of a Wavelet-ANFIS based fault location system for underground power cables. IOSR Journals (IOSR Journal of Electrical and Electronics Engineering), 12(1), 45-50. https://europub.co.uk./articles/-A-389023