The shape data of prefabricated building components are closely related to their safety and reliability. To solve the problem of shape energy-saving optimisation, a radial basis function neural network model based on particle swarm optimisation (PSO) considering temperature compensation is studied and designed, and building information modelling technology is introduced as an auxiliary technology for effective management of visual information, which finally realises the energy-saving calculation of building shape dimensions. The results show that the maximum expansion deformation measured by the proposed model appears at the 28th minute, the maximum expansion deformation is 0.11 mm, the error between the model and the actual value is only 0.02 mm and the difference between the monitoring time points is only 3 min. The total energy consumption values of this model are 36.92, 42.15 and 33.58 kWh/m2 less than those of the PSO model for three types of buildings. In terms of the total contribution rate of energy conservation, the former are 0.76, 0.88 and 2.94% higher than the latter, respectively. Therefore, this research has effectively improved monocular machine vision technology. At the same time, the energy-saving model of shape with temperature compensation for innovative design has also been effectively verified.
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September 2024
Research Article|
September 16 2024
Application of computer vision in optimal design of assembled buildings
Ying Ding;
Ying Ding
Associate Professor, School of Civil Engineering, Ludong University, Yantai, China (corresponding author: 3613@ldu.edu.cn)
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Kezhi Song;
Kezhi Song
Dean, School of Civil Engineering, Ludong University, Yantai, China
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Xingzong Liu;
Xingzong Liu
Lecturer, School of Civil Engineering, Ludong University, Yantai, China
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Rui Jiang;
Rui Jiang
Associate Professor, School of Civil Engineering, Ludong University, Yantai, China
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Hongxia Zhao;
Hongxia Zhao
Associate Professor, School of Civil Engineering, Ludong University, Yantai, China
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Hongxian Yuan;
Hongxian Yuan
Associate Professor, School of Civil Engineering, Ludong University, Yantai, China
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Xiubin Gong;
Xiubin Gong
Associate Professor, School of Civil Engineering, Ludong University, Yantai, China
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Keyu Zhang
Keyu Zhang
Associate Professor, School of Civil Engineering, Ludong University, Yantai, China
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Publisher: Emerald Publishing
Received:
December 19 2022
Accepted:
March 16 2023
Online ISSN: 2397-8759
Emerald Publishing Limited: All rights reserved
2024
Proceedings of the Institution of Civil Engineers - Smart Infrastructure and Construction (2024) 177 (3): 137–147.
Article history
Received:
December 19 2022
Accepted:
March 16 2023
Citation
Ding Y, Song K, Liu X, Jiang R, Zhao H, Yuan H, Gong X, Zhang K (2024), "Application of computer vision in optimal design of assembled buildings". Proceedings of the Institution of Civil Engineers - Smart Infrastructure and Construction, Vol. 177 No. 3 pp. 137–147, doi: https://doi.org/10.1680/jsmic.22.00032
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