GRIDD in figures
Beyond the numbers, a team dedicated to exploring technological advances in the architecture, engineering and construction industries.
36
Research projects
38
Students involved
32
Published articles
8
Published reports
GRIDD news at a glance
GRIDD’s most recent activities are presented below:
Content overview :
While the adoption of open Building Information Modeling (open BIM) standards continues to grow, the inherent complexity and multifaceted nature of the built asset lifecycle data present a critical bottleneck for effective information retrieval. To address this challenge, the research community has started to investigate advanced natural language-based search for building information models. However, the accelerated pace of advancements in deep learning-based natural language processing research has introduced a complex landscape for domain-specific applications, making it challenging to navigate through various design choices that accommodate an effective balance between prediction accuracy and the accompanying computational costs. This study focuses on the semantic tagging of user queries, which is a cardinal task for the identification and classification of references related to building entities and their specific descriptors. To foster adaptability across various applications and disciplines, a semantic annotation scheme is introduced that is firmly rooted in the Industry Foundation Classes (IFC) schema. By taking a comparative approach, we conducted a series of experiments to identify the strengths and weaknesses of traditional and emergent deep learning architectures for the task at hand. Our findings underscore the critical importance of domain-specific and context-dependent embedding learning for the effective extraction of building entities and their respective descriptions.
Research domains
Six areas of research to contribute to the development of the construction industry.
Research team
The GRIDD research team consists mainly of four professors. Discover their expertise by browsing their respective profiles, and don’t hesitate to contact them!
Our address
The GRIDD laboratory is located in A-1540 at École de technologie supérieure (ÉTS). If you’d like to get in touch with the laboratory, please don’t hesitate to contact us!