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

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Date

2004

Authors

Günaydın, Hüsnü Murat
Doğan, Sevgi Zeynep

Journal Title

Journal ISSN

Volume Title

Publisher

Elsevier Ltd.

Open Access Color

BRONZE

Green Open Access

Yes

OpenAIRE Downloads

OpenAIRE Views

Publicly Funded

No
Impulse
Top 10%
Influence
Top 1%
Popularity
Top 1%

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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.

Description

Keywords

Neural networks, Building design, Managing projects, Cost estimation, Concrete buildings, Cost estimation, Concrete buildings, Building design, Managing projects, Neural networks

Fields of Science

0211 other engineering and technologies, 0202 electrical engineering, electronic engineering, information engineering, 02 engineering and technology

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

WoS Q

Q1

Scopus Q

Q1
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OpenCitations Citation Count
190

Source

International Journal of Project Management

Volume

22

Issue

7

Start Page

595

End Page

602
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Citations

CrossRef : 110

Scopus : 250

Captures

Mendeley Readers : 311

SCOPUS™ Citations

250

checked on Apr 27, 2026

Page Views

931

checked on Apr 27, 2026

Downloads

1789

checked on Apr 27, 2026

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OpenAlex FWCI
18.50800623

Sustainable Development Goals

INDUSTRY, INNOVATION AND INFRASTRUCTURE9
INDUSTRY, INNOVATION AND INFRASTRUCTURE