CBIM: A Graph-based Approach to Enhance Interoperability Using Semantic Enrichment

04/23/2023
by   Zijian Wang, et al.
0

Interoperability remains a challenge in the construction industry. In this study, we propose a semantic enrichment approach to construct BIM knowledge graphs from pure building object geometries and demonstrate its potential to support BIM interoperability. Our approach involves machine learning and rule-based methods for object classification, relationship determination (e.g., hosting and adjacent) and attribute computation. The enriched results are compiled into a BIM graph. A case study was conducted to illustrate the approach for facilitating interoperability between different versions of the BIM authoring software Autodesk Revit. First, pure object geometries of an architectural apartment model were exported from Revit 2023 and fed into the developed tools in sequence to generate a BIM graph. Then, essential information was extracted from the graph and used to reconstruct an architectural model in the version 2022 of Revit. Upon examination, the reconstructed model was consistent with the original one. The success of this experiment demonstrates the feasibility of generating a BIM graph from object geometries and utilizing it to support interoperability.

READ FULL TEXT

page 3

page 6

page 8

research
11/09/2022

Deep Explainable Learning with Graph Based Data Assessing and Rule Reasoning

Learning an explainable classifier often results in low accuracy model o...
research
03/03/2023

Graph-based Global Robot Localization Informing Situational Graphs with Architectural Graphs

In this paper, we propose a solution for legged robot localization using...
research
10/26/2022

ProVe: A Pipeline for Automated Provenance Verification of Knowledge Graphs against Textual Sources

Knowledge Graphs are repositories of information that gather data from a...
research
02/10/2020

RDFFrames: Knowledge Graph Access for Machine Learning Tools

Knowledge graphs represented as RDF datasets are becoming increasingly p...
research
05/16/2023

Graph-based Global Robot Simultaneous Localization and Mapping using Architectural Plans

In this paper, we propose a solution for graph-based global robot simult...
research
06/29/2023

Multi-source Semantic Graph-based Multimodal Sarcasm Explanation Generation

Multimodal Sarcasm Explanation (MuSE) is a new yet challenging task, whi...

Please sign up or login with your details

Forgot password? Click here to reset