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A formwork method selection model based on boosted decision trees in tall building construction

Authors
Shin, YoonseokKim, TaehoonCho, HunheeKang, Kyung-In
Issue Date
5월-2012
Publisher
ELSEVIER SCIENCE BV
Keywords
Formwork method; Boosted decision tree; Tall building construction
Citation
AUTOMATION IN CONSTRUCTION, v.23, pp.47 - 54
Indexed
SCIE
SCOPUS
Journal Title
AUTOMATION IN CONSTRUCTION
Volume
23
Start Page
47
End Page
54
URI
https://scholar.korea.ac.kr/handle/2021.sw.korea/108568
DOI
10.1016/j.autcon.2011.12.007
ISSN
0926-5805
Abstract
In tall building construction with reinforced concrete structures, the appropriate selection of the formwork method is a crucial factor in successful project completion. The selected formwork method significantly influences the project duration and cost as well as subsequent activities. However, in practice, this selection has depended mainly on the subjective and intuitive opinions of practitioners with restricted experience. Therefore, we propose a formwork method selection model based on boosted decision trees to assist the practitioner's decision making. To evaluate its performance, the proposed model was compared with an artificial neural network model and a decision tree model. The results showed that the proposed model was slightly more accurate than the others in the selection of the formwork method. Moreover, the result also demonstrated the advantages of the new method, i.e., single parameter setting, accuracy and stability improvement, and a comprehensible process in decision making. (C) 2011 Elsevier B.V. All rights reserved.
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공과대학 (건축사회환경공학부)
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