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Demand-based Network Planning for WLANs

Prommak, Chutima (2005) Demand-based Network Planning for WLANs. Doctoral Dissertation, University of Pittsburgh. (Unpublished)

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Abstract

The explosive recent growth in Wireless Local Area Network (WLAN) deployment has generated considerable interest among network designers. Previous design approaches have mostly focused on coverage based optimization or the application of trial and error strategies. These only ensure that adequate signal strength is maintained in the intended service area. WLAN service environments, however, require a network designed to provide not only radio coverage but also adequate capacity (data rate) across the service area so that it can carry traffic load from a large number of users with certain Quality of Service (QoS) requirements. Thus, current design techniques are insufficient to provide data communication services to WLAN users.In this dissertation, a novel approach to the WLAN design problem is proposed that takes into account user population density in the service area, traffic demand characteristics and the structure of the service area. The resulting demand-based WLAN design results in a network that provides adequate radio signal coverage and the required data rate capacity to serve expected user traffic demand in the service region. The demand-based WLAN design model is formulated as a Constraint Satisfaction Problem (CSP). An efficient heuristic solution technique is developed to solve the CSP network design problem in reasonable computational time. The solution provides the number of access points required and the parameters of each access point, including location, frequency channel, and power level. Extensive numerical studies have been reported for various service scenarios ranging from a single floor with small and large service areas to a multiple floor design to a design that includes outside areas. The results of these studies illustrate that the demand-based WLAN design approach is more appropriate for the design of the WLAN systems than are existing coverage based design approaches. Additionally, extensive sensitivity analysis was conducted to study the effects of user activity level (traffic load), shadow fading, and the use of different path loss models in network design.


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Details

Item Type: University of Pittsburgh ETD
Status: Unpublished
Creators/Authors:
CreatorsEmailPitt UsernameORCID
Prommak, Chutimacprommak@mail.sis.pitt.edu
ETD Committee:
TitleMemberEmail AddressPitt UsernameORCID
Committee ChairTipper, Daviddtipper@mail.sis.pitt.eduDTIPPER
Committee CoChairKabara, Josephjkabara@mail.sis.pitt.edu
Committee MemberNorman, Bryanbanorman@engrng.pitt.edu
Committee MemberKrishnamurthy, Prashantprashant@mail.sis.pitt.eduPRASHK
Committee MemberRoy, Sumitroy@ee.washington.edu
Date: 17 June 2005
Date Type: Completion
Defense Date: 9 June 2004
Approval Date: 17 June 2005
Submission Date: 7 June 2004
Access Restriction: No restriction; Release the ETD for access worldwide immediately.
Institution: University of Pittsburgh
Schools and Programs: School of Information Sciences > Information Science
Degree: PhD - Doctor of Philosophy
Thesis Type: Doctoral Dissertation
Refereed: Yes
Uncontrolled Keywords: heuristic techniques; network design; wireless local area network
Other ID: http://etd.library.pitt.edu/ETD/available/etd-06072004-114515/, etd-06072004-114515
Date Deposited: 10 Nov 2011 19:46
Last Modified: 15 Nov 2016 13:44
URI: http://d-scholarship.pitt.edu/id/eprint/8025

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