ANFIS approach for locating precise fault points in distribution system

Rasli Abd Ghani, Azah Mohamed, Hussain Shareef, Hadi Zayandehroodi

Research output: Contribution to journalArticle

2 Citations (Scopus)

Abstract

Technology development in supplying electrical power should be in parallel with advancement of computer technologies. With these advancements in technologies, reliable and quality of energy to customers can be enhanced by classifying the fault types and determining the fault location precisely within few seconds. Without precise and fast fault location, power restoration plan will take longer time and surely loose customers profit and confidence towards the utilities. This paper presents an intelligent technique for locating fault points in term of their geometrical coordinates in a practical power distribution system. The proposed technique implements an ANFIS approach by using parallel ANFIS blocks for each selected fault types and fault points. Then, the designed ANFIS is presented as a GUI tool to display fault points in X-Y coordinates whenever the post-fault three-phase root-mean-square RMS currents is given as the input. The technique produces satisfactory results with an average percentage error of 1.193E-5% and 0.0214% for X and Y coordinates prediction, respectively. The proposed technique is validated through simulations using the commercial software package PSS-ADEPT. The results show that designed parallel ANFIS approach is fast and effective in determining precise fault location in a practical distribution system.

Original languageEnglish
Pages (from-to)227-237
Number of pages11
JournalEngineering Intelligent Systems
Volume21
Issue number4
Publication statusPublished - Dec 2013

Fingerprint

Electric fault location
Graphical user interfaces
Software packages
Restoration
Profitability

Keywords

  • ANFIS
  • Coordinate geometry
  • Fault points
  • Gui tool
  • Practical distribution system

ASJC Scopus subject areas

  • Electrical and Electronic Engineering
  • Control and Systems Engineering
  • Computer Science Applications

Cite this

ANFIS approach for locating precise fault points in distribution system. / Ghani, Rasli Abd; Mohamed, Azah; Shareef, Hussain; Zayandehroodi, Hadi.

In: Engineering Intelligent Systems, Vol. 21, No. 4, 12.2013, p. 227-237.

Research output: Contribution to journalArticle

Ghani, RA, Mohamed, A, Shareef, H & Zayandehroodi, H 2013, 'ANFIS approach for locating precise fault points in distribution system', Engineering Intelligent Systems, vol. 21, no. 4, pp. 227-237.
Ghani, Rasli Abd ; Mohamed, Azah ; Shareef, Hussain ; Zayandehroodi, Hadi. / ANFIS approach for locating precise fault points in distribution system. In: Engineering Intelligent Systems. 2013 ; Vol. 21, No. 4. pp. 227-237.
@article{51184db392c64effb036f55af960e3c9,
title = "ANFIS approach for locating precise fault points in distribution system",
abstract = "Technology development in supplying electrical power should be in parallel with advancement of computer technologies. With these advancements in technologies, reliable and quality of energy to customers can be enhanced by classifying the fault types and determining the fault location precisely within few seconds. Without precise and fast fault location, power restoration plan will take longer time and surely loose customers profit and confidence towards the utilities. This paper presents an intelligent technique for locating fault points in term of their geometrical coordinates in a practical power distribution system. The proposed technique implements an ANFIS approach by using parallel ANFIS blocks for each selected fault types and fault points. Then, the designed ANFIS is presented as a GUI tool to display fault points in X-Y coordinates whenever the post-fault three-phase root-mean-square RMS currents is given as the input. The technique produces satisfactory results with an average percentage error of 1.193E-5{\%} and 0.0214{\%} for X and Y coordinates prediction, respectively. The proposed technique is validated through simulations using the commercial software package PSS-ADEPT. The results show that designed parallel ANFIS approach is fast and effective in determining precise fault location in a practical distribution system.",
keywords = "ANFIS, Coordinate geometry, Fault points, Gui tool, Practical distribution system",
author = "Ghani, {Rasli Abd} and Azah Mohamed and Hussain Shareef and Hadi Zayandehroodi",
year = "2013",
month = "12",
language = "English",
volume = "21",
pages = "227--237",
journal = "Engineering Intelligent Systems",
issn = "1472-8915",
publisher = "CRL Publishing",
number = "4",

}

TY - JOUR

T1 - ANFIS approach for locating precise fault points in distribution system

AU - Ghani, Rasli Abd

AU - Mohamed, Azah

AU - Shareef, Hussain

AU - Zayandehroodi, Hadi

PY - 2013/12

Y1 - 2013/12

N2 - Technology development in supplying electrical power should be in parallel with advancement of computer technologies. With these advancements in technologies, reliable and quality of energy to customers can be enhanced by classifying the fault types and determining the fault location precisely within few seconds. Without precise and fast fault location, power restoration plan will take longer time and surely loose customers profit and confidence towards the utilities. This paper presents an intelligent technique for locating fault points in term of their geometrical coordinates in a practical power distribution system. The proposed technique implements an ANFIS approach by using parallel ANFIS blocks for each selected fault types and fault points. Then, the designed ANFIS is presented as a GUI tool to display fault points in X-Y coordinates whenever the post-fault three-phase root-mean-square RMS currents is given as the input. The technique produces satisfactory results with an average percentage error of 1.193E-5% and 0.0214% for X and Y coordinates prediction, respectively. The proposed technique is validated through simulations using the commercial software package PSS-ADEPT. The results show that designed parallel ANFIS approach is fast and effective in determining precise fault location in a practical distribution system.

AB - Technology development in supplying electrical power should be in parallel with advancement of computer technologies. With these advancements in technologies, reliable and quality of energy to customers can be enhanced by classifying the fault types and determining the fault location precisely within few seconds. Without precise and fast fault location, power restoration plan will take longer time and surely loose customers profit and confidence towards the utilities. This paper presents an intelligent technique for locating fault points in term of their geometrical coordinates in a practical power distribution system. The proposed technique implements an ANFIS approach by using parallel ANFIS blocks for each selected fault types and fault points. Then, the designed ANFIS is presented as a GUI tool to display fault points in X-Y coordinates whenever the post-fault three-phase root-mean-square RMS currents is given as the input. The technique produces satisfactory results with an average percentage error of 1.193E-5% and 0.0214% for X and Y coordinates prediction, respectively. The proposed technique is validated through simulations using the commercial software package PSS-ADEPT. The results show that designed parallel ANFIS approach is fast and effective in determining precise fault location in a practical distribution system.

KW - ANFIS

KW - Coordinate geometry

KW - Fault points

KW - Gui tool

KW - Practical distribution system

UR - http://www.scopus.com/inward/record.url?scp=84893284689&partnerID=8YFLogxK

UR - http://www.scopus.com/inward/citedby.url?scp=84893284689&partnerID=8YFLogxK

M3 - Article

VL - 21

SP - 227

EP - 237

JO - Engineering Intelligent Systems

JF - Engineering Intelligent Systems

SN - 1472-8915

IS - 4

ER -