New neural network based mobile location estimation in urban propagation models

J. Muhammad; A. Hussain; W. M. Ahmed

doi:10.1109/INMIC.2003.1416679

New neural network based mobile location estimation in urban propagation models

J. Muhammad^*
, A. Hussain
, W. M. Ahmed

^*Corresponding author for this work

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

2 Scopus citations

Abstract

Location estimation finds its applications in many important decisions in cellular networks. Hand offs, cellular fraud detection and location sensitive billing are some of the examples. Many different techniques are currently in use. This work first gives an overview of conventional location estimation techniques and applications, and a new signal-strength based neural network technique is then presented. A mobile architecture based on a simulated urban environment is used to assess the generalization performance of the feed forward multi-layered perceptron (MLP) neural network.

Original language	English
Title of host publication	Proceedings - INMIC 2003
Subtitle of host publication	IEEE 7th International Multi Topic Conference
Publisher	Institute of Electrical and Electronics Engineers Inc.
Pages	146-150
Number of pages	5
ISBN (Electronic)	0780381831, 9780780381834
DOIs	https://doi.org/10.1109/INMIC.2003.1416679
State	Published - 2003
Externally published	Yes

Publication series

Name	Proceedings - INMIC 2003: IEEE 7th International Multi Topic Conference

Bibliographical note

Publisher Copyright:
© 2003 IEEE.

Keywords

Cellular networks
Central office
Communication switching
Global Positioning System
Intelligent networks
Land mobile radio cellular systems
Mathematical model
Neural networks
Telephone sets
Telephony

ASJC Scopus subject areas

Computer Networks and Communications
Computer Science Applications
Hardware and Architecture
Signal Processing
Modeling and Simulation

Access to Document

10.1109/INMIC.2003.1416679

Cite this

Muhammad, J., Hussain, A., & Ahmed, W. M. (2003). New neural network based mobile location estimation in urban propagation models. In Proceedings - INMIC 2003: IEEE 7th International Multi Topic Conference (pp. 146-150). Article 1416679 (Proceedings - INMIC 2003: IEEE 7th International Multi Topic Conference). Institute of Electrical and Electronics Engineers Inc.. https://doi.org/10.1109/INMIC.2003.1416679

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title = "New neural network based mobile location estimation in urban propagation models",

abstract = "Location estimation finds its applications in many important decisions in cellular networks. Hand offs, cellular fraud detection and location sensitive billing are some of the examples. Many different techniques are currently in use. This work first gives an overview of conventional location estimation techniques and applications, and a new signal-strength based neural network technique is then presented. A mobile architecture based on a simulated urban environment is used to assess the generalization performance of the feed forward multi-layered perceptron (MLP) neural network.",

keywords = "Cellular networks, Central office, Communication switching, Global Positioning System, Intelligent networks, Land mobile radio cellular systems, Mathematical model, Neural networks, Telephone sets, Telephony",

author = "J. Muhammad and A. Hussain and Ahmed, \{W. M.\}",

note = "Publisher Copyright: {\textcopyright} 2003 IEEE.",

year = "2003",

doi = "10.1109/INMIC.2003.1416679",

language = "English",

series = "Proceedings - INMIC 2003: IEEE 7th International Multi Topic Conference",

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

pages = "146--150",

booktitle = "Proceedings - INMIC 2003",

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}

Muhammad, J, Hussain, A & Ahmed, WM 2003, New neural network based mobile location estimation in urban propagation models. in Proceedings - INMIC 2003: IEEE 7th International Multi Topic Conference., 1416679, Proceedings - INMIC 2003: IEEE 7th International Multi Topic Conference, Institute of Electrical and Electronics Engineers Inc., pp. 146-150. https://doi.org/10.1109/INMIC.2003.1416679

New neural network based mobile location estimation in urban propagation models. / Muhammad, J.; Hussain, A.; Ahmed, W. M.
Proceedings - INMIC 2003: IEEE 7th International Multi Topic Conference. Institute of Electrical and Electronics Engineers Inc., 2003. p. 146-150 1416679 (Proceedings - INMIC 2003: IEEE 7th International Multi Topic Conference).

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

TY - GEN

T1 - New neural network based mobile location estimation in urban propagation models

AU - Muhammad, J.

AU - Hussain, A.

AU - Ahmed, W. M.

PY - 2003

Y1 - 2003

N2 - Location estimation finds its applications in many important decisions in cellular networks. Hand offs, cellular fraud detection and location sensitive billing are some of the examples. Many different techniques are currently in use. This work first gives an overview of conventional location estimation techniques and applications, and a new signal-strength based neural network technique is then presented. A mobile architecture based on a simulated urban environment is used to assess the generalization performance of the feed forward multi-layered perceptron (MLP) neural network.

AB - Location estimation finds its applications in many important decisions in cellular networks. Hand offs, cellular fraud detection and location sensitive billing are some of the examples. Many different techniques are currently in use. This work first gives an overview of conventional location estimation techniques and applications, and a new signal-strength based neural network technique is then presented. A mobile architecture based on a simulated urban environment is used to assess the generalization performance of the feed forward multi-layered perceptron (MLP) neural network.

KW - Cellular networks

KW - Central office

KW - Communication switching

KW - Global Positioning System

KW - Intelligent networks

KW - Land mobile radio cellular systems

KW - Mathematical model

KW - Neural networks

KW - Telephone sets

KW - Telephony

UR - https://www.scopus.com/pages/publications/64049102222

U2 - 10.1109/INMIC.2003.1416679

DO - 10.1109/INMIC.2003.1416679

M3 - Conference contribution

AN - SCOPUS:64049102222

T3 - Proceedings - INMIC 2003: IEEE 7th International Multi Topic Conference

SP - 146

EP - 150

BT - Proceedings - INMIC 2003

PB - Institute of Electrical and Electronics Engineers Inc.

ER -

Muhammad J, Hussain A, Ahmed WM. New neural network based mobile location estimation in urban propagation models. In Proceedings - INMIC 2003: IEEE 7th International Multi Topic Conference. Institute of Electrical and Electronics Engineers Inc. 2003. p. 146-150. 1416679. (Proceedings - INMIC 2003: IEEE 7th International Multi Topic Conference). doi: 10.1109/INMIC.2003.1416679

New neural network based mobile location estimation in urban propagation models

Abstract

Publication series

Bibliographical note

Keywords

ASJC Scopus subject areas

Access to Document

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Cite this