[1]     Xie, Jiawei; Chen, Baolin; Huang, Jinsong; Zhang, Yuting; Zeng, Cheng. (2025). Advancing spatial-temporal rock fracture prediction with virtual camera-based data augmentation[J]. Tunnelling and Underground Space Technology, 158: 106400. (SCI中科院1区top)

[2]     Xie, Jiawei; Chen, Baolin; Giacomini, Anna; Guo, Hongyu; Iqbal, Umair; Huang, Jinsong. (2025). A versatile synthetic data generation framework for crack detection[J]. Engineering Structures, 344: 121428. (SCI中科院1区top)

[3]     Xie, Jiawei; Giacomini, Anna; Jiang, Shui-Hua; Zhang, Yuting; Huang, Jinsong. (2026). Fast trace mapping on 3D rock point clouds using anomaly detection without normal estimation[J]. Engineering Geology, 361: 108492. (SCI中科院1区top)

[4]     Xie, Jiawei; Chen, Baolin; Jiang, Shui-Hua; Guo, Hongyu; Xie, Si; Huang, Jinsong. (2025). Enhancing data reuse in tunnelling site investigation through transfer learning-based historical data mining[J]. Underground Space, 23: 161-174. (SCI中科院1区top)

[5]     Xie, Jiawei; Huang, Jinsong; Jiang, Shui-Hua; Zhang, Yuting; Meng, Jingjing. (2026). Soil stratification from sparse boreholes based on transition probability-informed machine learning[J]. Journal of Geotechnical and Geoenvironmental Engineering, 152(3): 04025204. (SCI中科院2区)

[6]     Xie, Jiawei; Zeng, Cheng; Huang, Jinsong; Zhang, Yuting; Lu, Jianlin. (2024). A back analysis scheme for refined soil stratification based on integrating borehole and CPT data[J]. Geoscience Frontiers, 15(1): 101688. (SCI中科院1区top)

[7]     Xie, Jiawei; Huang, Jinsong; Zhang, Fuxiang; He, Jixiang; Kang, Kaifeng; Sun, Yunqiang. (2024). Enhancing the resolution of sparse rock property measurements using machine learning and random field theory[J]. Journal of Rock Mechanics and Geotechnical Engineering, 16(10): 3924-3936. (SCI中科院1区top)

[8]     Xie, Jiawei; Huang, Jinsong; Griffiths, Denwood Vaughan. (2023). Learning from prior geological information for geotechnical soil stratification with tree-based methods[J]. Engineering Geology, 327: 107366. (SCI中科院1区top)

[9]     Xie, Jiawei; Huang, Jinsong; Lu, Jianlin; Burton, Glen; Zeng, Cheng; Wang, Yankun. (2022). Development of two-dimensional ground models by combining geotechnical and geophysical data[J]. Engineering Geology, 300: 106579. (SCI中科院1区top)

[10]  Xie, Jiawei; Huang, Jinsong; Zeng, Cheng; Huang, Shan; Burton, Glen J. (2022). A generic framework for geotechnical subsurface modeling with machine learning[J]. Journal of Rock Mechanics and Geotechnical Engineering, 14(5): 1366-1379. (SCI中科院1区top)

[11]  Xie, Jiawei; Huang, Jinsong; Jiang, Shui-Hua; Zhang, Yuting; Meng, Jingjing. (2026). Probabilistic Soil Property Prediction Using Multi-fidelity Gaussian Process Regression and Multiple Imputation by Chained Equations[J]. Geodata and AI, 100062.

[12]  Xie, Jiawei; Huang, Jinsong; Zeng, Cheng; et al. (2020). Systematic literature review on data-driven models for predictive maintenance of railway track: Implications in geotechnical engineering[J]. Geosciences, 10(11): 425. 

[13]  Xie, Jiawei; Huang, Jinsong. (2026). Data-driven approaches for site characterization. In: Mohamed Shahin, Rodaina Aboul Hosn (Eds.), Advances in Computational Geomechanics: Advanced Computational Techniques and Methodologies in Geotechnical Engineering[M]. Elsevier, Chapter 9: 425-475.

[14]  Zeng, Cheng; Zhao, Guohan; Xie, Jiawei*; Huang, Jinsong; Wang, Yankun. (2023). An explainable artificial intelligence approach for mud pumping prediction in railway track based on GIS information and in-service train monitoring data[J]. Construction and Building Materials, 401: 132716. (SCI中科院1区top)

[15]  Fu, Jinyang; Xie, Jiawei; Wang, Shuying; Yang, Junsheng; Yang, Feng; Pu, Hao. (2019). Cracking performance of an operational tunnel lining due to local construction defects[J]. International Journal of Geomechanics, 19(4): 04019019. 

[16] Xie, Jiawei; Huang, Jinsong; et al. (2024). Bayesian neural networks for spatial interpolation and uncertainty quantification of sparse geotechnical data[C]. International Symposium on Reliability Engineering and Risk Management (ISRERM 2024), Hefei, China. (Invited Talk)

[17] Xie, Jiawei; Huang, Jinsong; et al. (2022). Ground models by combining geotechnical and geophysical data[C]. International Conference on Soil Mechanics and Geotechnical Engineering (ICSMGE 2022), Sydney, Australia. (Invited Talk)

[18] Xie, Jiawei; Huang, Jinsong; et al. (2024). A deep learning and reverse image search framework for efficient utilization of archived tunneling site investigation data[C]. 2nd Workshop on Future of Machine Learning in Geotechnics & 5th Machine Learning in Geotechnics Dialogue (2FOMLIG & MLIGD), Chengdu, China.

[19] Xie, Jiawei; Huang, Jinsong; et al. (2023). Inferring Gaussian process kernel parameters for missing geotechnical data prediction[C]. Geo-Risk 2023: Advances in Theory and Innovation in Practice, Arlington, Virginia.

[20] Xie, Jiawei; Huang, Jinsong; et al. (2022). Gaussian process regression and kernel selection for missing geotechnical data prediction[C]. 8th International Symposium for Geotechnical Safety & Risk (ISGSR 2022), Newcastle, Australia.