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Computer vision-based process time data acquisition for offsite construction
被引:12
|作者:
Alsakka, Fatima
[1
]
El-Chami, Ibrahim
[2
]
Yu, Haitao
[3
]
Al -Hussein, Mohamed
[1
]
机构:
[1] Univ Alberta, 9211 116 St NW, Edmonton, AB, Canada
[2] Univ British Columbia, Vancouver, BC V6T 1Z4, Canada
[3] ACQBUILT, Res & Dev, 4303 55 Ave NW, Edmonton, AB, Canada
关键词:
Computer vision;
Object detection;
Offsite construction;
Artificial intelligence;
Automated measurement;
Process time;
Productivity;
D O I:
10.1016/j.autcon.2023.104803
中图分类号:
TU [建筑科学];
学科分类号:
0813 ;
摘要:
The application of computer vision in offsite construction for time data acquisition has proven valuable, but current methods pose a significant set-up burden. In the research presented in this paper, a computer vision -based process time data acquisition system (TiDA) for acquiring productivity-related data (productive time, cycle time, and process start-time) at the workstation level in panelized construction without the need for sig-nificant set-up efforts is proposed. The logic of the proposed system is demonstrated in reference to workstations on a wall production line in a lightweight wood panelized construction factory. Moreover, its promising per-formance is described in detail in a case application to framing operations in the factory. The mean absolute errors corresponding to the process start-time, productive time, and cycle time needed to frame 121 panels are found to be 0.72 min, 0.96 min, and 0.77 min per panel, respectively.
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页数:26
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