13 citations · 17 across the 5 of their papers we have counts for
6 papers
Intelligent Identification and Repair of Design Defects in BIM via Domain-Specific Large Language Models
Jia-Rui Lin, Yun-Hong Cai, Xiang-Rui Ni +1
Existing methods lack a generalized approach to efficiently identify and resolve the diversity of design defects in BIM. Therefore, this study proposes an integrated framework to i…
BEST-KAG: Enhancing Question Answering of Building Engineering Standards with Multimodal Knowledge Graph Modeling and Large Language Model
Jia-Rui Lin, Junxi Guo, Keyin Chen +1
Construction standards are critical for building safety and sustainability. Existing standard application workflows rely on keyword-based document retrieval and manual cross-clause…
Qwen-BIM: developing large language model for BIM-based design with domain-specific benchmark and dataset
Jia-Rui Lin, Yun-Hong Cai, Xiang-Rui Ni +2
As the construction industry advances toward digital transformation, BIM (Building Information Modeling)-based design has become a key driver supporting intelligent construction. D…
SatAOI: Delimitating Area of Interest for Swing-Arm Troweling Robot for Construction
Jia-Rui Lin, Shaojie Zhou, Peng Pan +2
In concrete troweling for building construction, robots can significantly reduce workload and improve automation level. However, as a primary task of coverage path planning (CPP) f…
Impact of color and mixing proportion of synthetic point clouds on semantic segmentation
Shaojie Zhou, Jia-Rui Lin, Peng Pan +2
Deep learning (DL)-based point cloud segmentation is essential for understanding built environment. Despite synthetic point clouds (SPC) having the potential to compensate for data…
What makes a good BIM design: quantitative linking between design behavior and quality
Xiang-Rui Ni, Peng Pan, Jia-Rui Lin
In the Architecture Engineering & Construction (AEC) industry, how design behaviors impact design quality remains unclear. This study proposes a novel approach, which, for the firs…