Assessing the Effectiveness of Building Information Modeling in Developing Green Buildings from a Lifecycle Perspective
Quan Wen,
Zhongfu Li,
Yifeng Peng and
Baorong Guo
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Quan Wen: Department of Construction Management, Dalian University of Technology, Dalian 116000, China
Zhongfu Li: Department of Construction Management, Dalian University of Technology, Dalian 116000, China
Yifeng Peng: School of Construction Management and Real Estate, Chongqing University, Chongqing 400045, China
Baorong Guo: School of Business Administration, Northeastern University, Shenyang 110000, China
Sustainability, 2020, vol. 12, issue 23, 1-20
Abstract:
Building information modeling (BIM) is an emerging technique in the construction industry. It is regarded as an effective approach for green building development; however, its effectiveness has not been sufficiently investigated from a lifecycle perspective. To bridge this research gap, this study investigates BIM application value in different phases of a green building through a convolutional neural network (CNN) method. To begin with, an assessment framework was developed with the consideration of balancing the estimation accuracy and the data size. Then, the validity of the developed model was verified from both theoretical and practical perspectives. Finally, the effectiveness of BIM was tested using the proposed framework. Results showed that the overall score of the tested project was four in the five-point Likert scale, with an average relative error less than 1%. From a value-based perspective, it is revealed that the application value of BIM represented a descending order throughout the lifecycle of the tested project. In addition, it is found that the functional value obtained the highest score, whereas social value was at the bottom. The findings of this study can help decision makers to detect the weaknesses of BIM implementation during green building development.
Keywords: green buildings; building information modeling; application value; CNN model (search for similar items in EconPapers)
JEL-codes: O13 Q Q0 Q2 Q3 Q5 Q56 (search for similar items in EconPapers)
Date: 2020
References: View references in EconPapers View complete reference list from CitEc
Citations: View citations in EconPapers (3)
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Persistent link: https://EconPapers.repec.org/RePEc:gam:jsusta:v:12:y:2020:i:23:p:9988-:d:453444
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