Neural networks for fault-prediction in a telecommunications network

Mohammad Jaudet; Nacem Iqbal; Amir Hussain

doi:10.1109/INMIC.2004.1492896

Neural networks for fault-prediction in a telecommunications network

Mohammad Jaudet
, Nacem Iqbal
, Amir Hussain

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

13 Scopus citations

Abstract

The main topic of this paper is fault prediction from large alarm records stored in different databases of non-cooperating network management systems. We have chosen the countrywide data network of Pakistan Telecom (PTCL) as a basis for the investigation of neural network based algorithms to predict faults before they stop a large number of users' circuits from normal operation. The main problems addressed are the evaluation of alarms, virtual reconstruction of the network and development of tools to overcome the interoperability issues. The motivation behind this work is to assist human operators and minimize the cost of the alarm evaluation process.

Original language	English
Title of host publication	Proceedings of INMIC 2004 - 8th International Multitopic Conference
Publisher	Institute of Electrical and Electronics Engineers Inc.
Pages	315-320
Number of pages	6
ISBN (Electronic)	0780386809, 9780780386808
DOIs	https://doi.org/10.1109/INMIC.2004.1492896
State	Published - 2004
Externally published	Yes
Event	8th International Multitopic Conference, INMIC 2004 - Lahore, Pakistan Duration: 24 Dec 2004 → 26 Dec 2004

Publication series

Name	Proceedings of INMIC 2004 - 8th International Multitopic Conference

Conference

Conference	8th International Multitopic Conference, INMIC 2004
Country/Territory	Pakistan
City	Lahore
Period	24/12/04 → 26/12/04

Bibliographical note

Publisher Copyright:
© 2004 IEEE.

ASJC Scopus subject areas

General Engineering
General Computer Science

Access to Document

10.1109/INMIC.2004.1492896

Cite this

Jaudet, M., Iqbal, N., & Hussain, A. (2004). Neural networks for fault-prediction in a telecommunications network. In Proceedings of INMIC 2004 - 8th International Multitopic Conference (pp. 315-320). Article 1492896 (Proceedings of INMIC 2004 - 8th International Multitopic Conference). Institute of Electrical and Electronics Engineers Inc.. https://doi.org/10.1109/INMIC.2004.1492896

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title = "Neural networks for fault-prediction in a telecommunications network",

abstract = "The main topic of this paper is fault prediction from large alarm records stored in different databases of non-cooperating network management systems. We have chosen the countrywide data network of Pakistan Telecom (PTCL) as a basis for the investigation of neural network based algorithms to predict faults before they stop a large number of users' circuits from normal operation. The main problems addressed are the evaluation of alarms, virtual reconstruction of the network and development of tools to overcome the interoperability issues. The motivation behind this work is to assist human operators and minimize the cost of the alarm evaluation process.",

author = "Mohammad Jaudet and Nacem Iqbal and Amir Hussain",

note = "Publisher Copyright: {\textcopyright} 2004 IEEE.; 8th International Multitopic Conference, INMIC 2004 ; Conference date: 24-12-2004 Through 26-12-2004",

year = "2004",

doi = "10.1109/INMIC.2004.1492896",

language = "English",

series = "Proceedings of INMIC 2004 - 8th International Multitopic Conference",

publisher = "Institute of Electrical and Electronics Engineers Inc.",

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Jaudet, M, Iqbal, N & Hussain, A 2004, Neural networks for fault-prediction in a telecommunications network. in Proceedings of INMIC 2004 - 8th International Multitopic Conference., 1492896, Proceedings of INMIC 2004 - 8th International Multitopic Conference, Institute of Electrical and Electronics Engineers Inc., pp. 315-320, 8th International Multitopic Conference, INMIC 2004, Lahore, Pakistan, 24/12/04. https://doi.org/10.1109/INMIC.2004.1492896

Neural networks for fault-prediction in a telecommunications network. / Jaudet, Mohammad; Iqbal, Nacem; Hussain, Amir.
Proceedings of INMIC 2004 - 8th International Multitopic Conference. Institute of Electrical and Electronics Engineers Inc., 2004. p. 315-320 1492896 (Proceedings of INMIC 2004 - 8th International Multitopic Conference).

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

TY - GEN

T1 - Neural networks for fault-prediction in a telecommunications network

AU - Jaudet, Mohammad

AU - Iqbal, Nacem

AU - Hussain, Amir

PY - 2004

Y1 - 2004

N2 - The main topic of this paper is fault prediction from large alarm records stored in different databases of non-cooperating network management systems. We have chosen the countrywide data network of Pakistan Telecom (PTCL) as a basis for the investigation of neural network based algorithms to predict faults before they stop a large number of users' circuits from normal operation. The main problems addressed are the evaluation of alarms, virtual reconstruction of the network and development of tools to overcome the interoperability issues. The motivation behind this work is to assist human operators and minimize the cost of the alarm evaluation process.

AB - The main topic of this paper is fault prediction from large alarm records stored in different databases of non-cooperating network management systems. We have chosen the countrywide data network of Pakistan Telecom (PTCL) as a basis for the investigation of neural network based algorithms to predict faults before they stop a large number of users' circuits from normal operation. The main problems addressed are the evaluation of alarms, virtual reconstruction of the network and development of tools to overcome the interoperability issues. The motivation behind this work is to assist human operators and minimize the cost of the alarm evaluation process.

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DO - 10.1109/INMIC.2004.1492896

M3 - Conference contribution

AN - SCOPUS:84935044360

T3 - Proceedings of INMIC 2004 - 8th International Multitopic Conference

SP - 315

EP - 320

BT - Proceedings of INMIC 2004 - 8th International Multitopic Conference

PB - Institute of Electrical and Electronics Engineers Inc.

T2 - 8th International Multitopic Conference, INMIC 2004

Y2 - 24 December 2004 through 26 December 2004

ER -

Neural networks for fault-prediction in a telecommunications network

Abstract

Publication series

Conference

Bibliographical note

ASJC Scopus subject areas

Access to Document

Fingerprint

Cite this