2012
DOI: 10.1260/1369-4332.15.3.509
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Development of the Neural Network Algorithm for the Prediction of Column Shortening in High-Rise Buildings

Abstract: The objective of this study is to propose and evaluate a neural network algorithm to predict column shortening, including drying shrinkage and creep in high-rise RC buildings. A proposed neural network algorithm for the prediction of column shortening focuses on data processing and training methods. The validity of the proposed neural network algorithm is examined through a training and prediction process based on column shortening measuring data of high-rise buildings. In the training data of a proposed neura… Show more

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Cited by 5 publications
(4 citation statements)
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“…The differential axial shortening of vertical members may not affect these elements to any great extent; however, horizontal elements, such as beams and slabs, can be severely affected. [124][125][126] Therefore, the vertical displacement (or settlement) of the foundation and superstructure has been a primary concern of the structural condition throughout the construction stage. 30 Strain monitoring of main structural components is essential for the construction of high-rise structures.…”
Section: Generalmentioning
confidence: 99%
See 1 more Smart Citation
“…The differential axial shortening of vertical members may not affect these elements to any great extent; however, horizontal elements, such as beams and slabs, can be severely affected. [124][125][126] Therefore, the vertical displacement (or settlement) of the foundation and superstructure has been a primary concern of the structural condition throughout the construction stage. 30 Strain monitoring of main structural components is essential for the construction of high-rise structures.…”
Section: Generalmentioning
confidence: 99%
“…Moreover, the constructed structure may deviate from the design because the structural system, material properties, loads and actions in the construction phase are time‐varying and totally different from those in the service phase. The differential axial shortening of vertical members may not affect these elements to any great extent; however, horizontal elements, such as beams and slabs, can be severely affected 124–126 . Therefore, the vertical displacement (or settlement) of the foundation and superstructure has been a primary concern of the structural condition throughout the construction stage 30 .…”
Section: In‐construction Monitoringmentioning
confidence: 99%
“…For supertall structures, the vertical displacement responses (or settlement) of the foundation and superstructure have been a primary concern of structural condition at different construction stages since the structural system, material properties, loads and actions in the construction phase are time varying and totally different from those in the service phase (Yang et al 2012). The changing loadings and environmental factors make the construction positioning very difficult and may make the constructed structure deviate from the design.…”
mentioning
confidence: 99%
“…Kim et al (2010) and Park et al (2013) proposed a simplified analysis method with lumped construction sequences for the column shortening of buildings. Yet the precise construction duration of each floor has not been considered in most research so far (Moragaspitiya et al 2010), and publications regarding building over 400 m high are few (Yang et al 2012).…”
mentioning
confidence: 99%