A Neural Network Approach for Early Cost Estimation of Structural Systems of Buildings

dc.contributor.author Günaydın, Hüsnü Murat
dc.contributor.author Doğan, Sevgi Zeynep
dc.coverage.doi 10.1016/j.ijproman.2004.04.002
dc.date.accessioned 2016-06-07T10:59:26Z
dc.date.available 2016-06-07T10:59:26Z
dc.date.issued 2004
dc.description.abstract The importance of decision making in cost estimation for building design processes points to a need for an estimation tool for both designers and project managers. This paper investigates the utility of neural network methodology to overcome cost estimation problems in early phases of building design processes. Cost and design data from thirty projects were used for training and testing our neural network methodology with eight design parameters utilized in estimating the square meter cost of reinforced concrete structural systems of 4-8 storey residential buildings in Turkey, an average cost estimation accuracy of 93% was achieved. en_US
dc.identifier.citation Günaydın, H. M., and Doğan, S. Z. (2004). A neural network approach for early cost estimation of structural systems of buildings. International Journal of Project Management, 22(7), 595-602. doi:10.1016/j.ijproman.2004.04.002 en_US
dc.identifier.doi 10.1016/j.ijproman.2004.04.002
dc.identifier.doi 10.1016/j.ijproman.2004.04.002 en_US
dc.identifier.issn 0263-7863
dc.identifier.issn 0263-7863
dc.identifier.scopus 2-s2.0-3242891065
dc.identifier.uri http://doi.org/10.1016/j.ijproman.2004.04.002
dc.identifier.uri https://hdl.handle.net/11147/4733
dc.language.iso en en_US
dc.publisher Elsevier Ltd. en_US
dc.relation.ispartof International Journal of Project Management en_US
dc.rights info:eu-repo/semantics/openAccess en_US
dc.subject Neural networks en_US
dc.subject Building design en_US
dc.subject Managing projects en_US
dc.subject Cost estimation en_US
dc.subject Concrete buildings en_US
dc.title A Neural Network Approach for Early Cost Estimation of Structural Systems of Buildings en_US
dc.type Article en_US
dspace.entity.type Publication
gdc.author.institutional Günaydın, Hüsnü Murat
gdc.author.institutional Doğan, Sevgi Zeynep
gdc.author.yokid 114949
gdc.bip.impulseclass C4
gdc.bip.influenceclass C3
gdc.bip.popularityclass C3
gdc.coar.access open access
gdc.coar.type text::journal::journal article
gdc.collaboration.industrial false
gdc.description.department İzmir Institute of Technology. Architecture en_US
gdc.description.endpage 602 en_US
gdc.description.issue 7 en_US
gdc.description.publicationcategory Makale - Uluslararası Hakemli Dergi - Kurum Öğretim Elemanı en_US
gdc.description.scopusquality Q1
gdc.description.startpage 595 en_US
gdc.description.volume 22 en_US
gdc.description.wosquality Q1
gdc.identifier.openalex W2023864852
gdc.index.type Scopus
gdc.oaire.accesstype BRONZE
gdc.oaire.diamondjournal false
gdc.oaire.impulse 9.0
gdc.oaire.influence 2.6907188E-8
gdc.oaire.isgreen true
gdc.oaire.keywords Cost estimation
gdc.oaire.keywords Concrete buildings
gdc.oaire.keywords Building design
gdc.oaire.keywords Managing projects
gdc.oaire.keywords Neural networks
gdc.oaire.popularity 8.76167E-8
gdc.oaire.publicfunded false
gdc.oaire.sciencefields 0211 other engineering and technologies
gdc.oaire.sciencefields 0202 electrical engineering, electronic engineering, information engineering
gdc.oaire.sciencefields 02 engineering and technology
gdc.openalex.collaboration National
gdc.openalex.fwci 18.50800623
gdc.openalex.normalizedpercentile 0.99
gdc.openalex.toppercent TOP 1%
gdc.opencitations.count 190
gdc.plumx.crossrefcites 110
gdc.plumx.facebookshareslikecount 1
gdc.plumx.mendeley 311
gdc.plumx.scopuscites 250
gdc.scopus.citedcount 250
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local.message.claim |submit_approve *
local.message.claim |dc_contributor_author *
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