Concept for ai-supported information allocation based on IFC data

被引:0
|
作者
Faltin, Fabian [1 ]
Gille, Jonathan [1 ]
Jakel, Jan-Iwo [2 ]
机构
[1] Inst Construct Management & Digital Engn, Hannover, Germany
[2] Inst Construct Management Digital Engn & Robot Co, Aachen, Germany
来源
EUROPEAN ASSOCIATION ON QUALITY CONTROL OF BRIDGES AND STRUCTURES, EUROSTRUCT 2023, VOL 6, ISS 5 | 2023年
关键词
BIM; IFC; LSTM; NN; Property Transition; Information Allocation;
D O I
10.1002/cepa.2004
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
Across the different phases of a construction project, many actors are involved in the design, the construction, and the operation of the structure. Each actor and all stakeholders in the project require different information structures. Unifying these information structures has great benefits for the recipients of the information. This way, inspection routines, certifications or approvals could be automated. Within the framework of the BIM methodology, there are already solutions like the Level of Information Need (LOIN) or attribute mapping via translation tables. But the required effort to tailor the information for all stakeholders is considerable. Therefore actors or stakeholders who often receive IFC data from different sources with different structures face difficulties to automate their processes. In this paper, a concept is presented that uses deep learning techniques to translate between specific information structures of different stakeholders. In this way, the effort of providing information can be reduced. The proof of concept shows that a LSTM model can extract the desired information from an IFC file. It is also weighed up how the concept is to be evaluated, what opportunities and challenges the application may face.
引用
收藏
页码:675 / 680
页数:6
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