1. Lin, J.R., Cai, Y., Ni, X.R., Pan, P.* (2026). Intelligent Identification and Correction of Property-related Design Defects in BIM via Large Language Models. Automation in Construction, 192, 107218.
2. Zheng, Z., Han, J., Chen, K.Y., Cao, X.Y., Lu, X.Z., Lin, J.R.* (2026). Translating Regulatory Clauses into Executable Codes for Building Design Checking via Large Language Model Driven Function Matching and Composing. Engineering Applications of Artificial Intelligence, 163, 112823.
3. Han, J., Lu, X.Z., Lin, J.R.* (2025). Pretrained Graph Neural Network for Embedding Semantic, Spatial, and Topological Data in Building Information Models. Computer-Aided Civil and Infrastructure Engineering, 40(26), 4607-4631.
4.Lin, J.R., Chen, K.Y., Song, S.Y., Cai, Y.H., Pan, P.*, Deng, Y.C. (2025). Digital Twin of Buildings and Occupants for Emergency Evacuation: Framework, Technologies, Applications and Trends. Advanced Engineering Informatics, 66, 103419.
5. Ni, X.R., Pan, P., Lin, J.R.* (2025). What Makes a Good BIM Design? Quantifying the Link between Design Behavior and Quality. Automation in Construction, 171, 105992. doi: 10.1016/j.autcon.2025.105992
6. Zhou, S., Lin, J.R.*, Pan, P., Pan, Y., Brilakis, I. (2025). Impact of Color and Mixing Proportion of Synthetic Point Clouds on Semantic Segmentation. Automation in Construction, 171, 105963. doi: 10.1016/j.autcon.2025.105963
7. Han, J., Zheng, Z., Lu, X.Z., Chen, K.Y., Lin, J.R.* (2024). Enhanced Earthquake Impact Analysis based on Social Media Texts via Large Language Model. International Journal of Disaster Risk Reduction, 109, 104574. doi: 10.1016/j.ijdrr.2024.104574
8. Zheng, Z., Zhou, Y.C., Chen, K.Y., Lu, X.Z., She, Z.T., Lin, J.R.* (2024). A Text Classification-based Approach for Evaluating and Enhancing the Machine Interpretability of Building Codes. Engineering Applications of Artificial Intelligence, 127, 107207. doi: 10.1016/j.engappai.2023.107207
9. Jiang, C., Liang, X., Zhou, Y.C., Tian, Y., Xu, S, Lin, J.R.*, Ma, Z., Yang S., Zhou, H. (2023). A Multilayer Perceptron-based Fast Sunlight Assessment for the Conceptual Design of Residential Neighborhoods under Chinese Policy. Building and Environment, 244, 110739. doi: 10.1016/j.buildenv.2023.110739
10. Jiang, C., Li, X., Lin, J.R.*, Liu, M., Ma, Z. (2023). Adaptive Control of Resource Flow to Optimize Construction Work and Cash Flow via Online Deep Reinforcement Learning. Automation in Construction, 150, 104817. doi: 10.1016/j.autcon.2023.104817
11. Deng, H., Xu, Y.W., Deng, Y.C., Lin, J.R. (2022). Transforming Knowledge Management in the Construction Industry through Information and Communications Technology: A 15-year Review. Automation in Construction, 142, 104530. doi: 10.1016/j.autcon.2022.104530
12. Zheng, Z., Zhou, Y.C., Lu, X.Z., Lin, J.R.* (2022). Knowledge-Informed Semantic Alignment and Rule Interpretation for Automated Compliance Checking. Automation in Construction, 142, 104524. doi: 10.1016/j.autcon.2022.104524
13. Duan, R., Deng, H., Tian, M., Deng, Y.C., Lin, J.R. (2022). SODA: A Large-scale Open Site Object Detection Dataset for Deep Learning in Construction. Automation in Construction, 142, 104499. doi: 10.1016/j.autcon.2022.104499
14. Zheng, Z., Zhou, Y.C., Lin, J.R.*, Lu, X.Z. (2022). Integrating NLP and Context-Free Grammar for Complex Rule Interpretation towards Automated Compliance Checking. Computers in Industry, 142, 103746. doi: 10.1016/j.compind.2022.103746
15. Zheng, Z., Lu, X.Z., Chen, K.Y., Zhou, Y.C., Lin, J.R.* (2022). Pretrained Domain-Specific Language Model for Natural Language Processing Tasks in the AEC Domain. Computers in Industry, 142, 103733. doi: 10.1016/j.compind.2022.103733
16. Wu, M.H., Lin, J.R.*, Zhang, X.H. (2022). How Human-robot Collaboration Impacts Construction Productivity: An Agent-based Multi-fidelity Modeling Approach. Advanced Engineering Informatics, 52, 101589. doi: 10.1016/j.aei.2022.101589
17. Wu, L.T, Lin, J.R., Leng, S., Li, J.L., Hu, Z.Z. (2022). Rule-based Information Extraction for Mechanical-Electrical-Plumbing-Specific Semantic Web. Automation in Construction, 135, 104108. doi: 10.1016/j.autcon.2021.104108
18. Hu, Z.Z.*, Leng, S., Lin, J.R., Li, S.W., Xiao, Y.Q. (2022). Knowledge Extraction and Discovery Based on BIM: A Critical Review and Future Directions. Archives of Computational Methods in Engineering, 29(1), 335-356. doi: 10.1007/s11831-021-09576-9
19. Lin, J.R.*, Wu D.P. (2021). An Approach to Twinning and Mining Collaborative Network of Construction Projects. Automation in Construction, 125, 103643. doi: 10.1016/j.autcon.2021.103643
20. Lin, J.R.*, Zhou, Y.C. (2020). Semantic Classification and Hash Code Accelerated Detection of Design Changes in BIM Models. Automation in Construction, 115, 103212. doi: 10.1016/j.autcon.2020.103212