3 papers
cs.LG2025
Learning and Simulating Building Evacuation Patterns for Enhanced Safety Design Using Generative Models
Jin Han, Zhe Zheng, Yi Gu +2
Evacuation simulation is essential for building safety design, ensuring properly planned evacuation routes. However, traditional evacuation simulation relies heavily on refined mod…
cs.LG2025
BIGNet: Pretrained Graph Neural Network for Embedding Semantic, Spatial, and Topological Data in BIM Models
Jin Han, Xin-Zheng Lu, Jia-Rui Lin
Large Foundation Models (LFMs) have demonstrated significant advantages in civil engineering, but they primarily focus on textual and visual data, overlooking the rich semantic, sp…
cs.CE2025
Unified Network-Based Representation of BIM Models for Embedding Semantic, Spatial, and Topological Data
Jin Han, Xin-Zheng Lu, Jia-Rui Lin
Building Information Modeling (BIM) has revolutionized the construction industry by providing a comprehensive digital representation of building structures throughout their lifecyc…