1. 国家自然科学基金/青年基金项目，51808499，基于多尺度损伤理论的RC板柱节点抗冲切分析方法研究，结题，主持
2. 浙江省自然科学基金/青年基金项目，LQ18E080009，面向裂纹敏感结构的混凝土多尺度损伤本构模型研究，结题，主持
3. 浙江省自然科学基金/面上基金项目，LQ18E080009，，在研，主持
4. 浙江省建设厅科研项目，2017K39，基于混凝土损伤理论的装配式混凝土框架结构节
点分析方法研究，结题，主持
5. 国家自然科学基金/面上基金项目，含孔或裂纹功能梯度压电板的三维解析与多尺度可靠性研究，2019/01-2022/12，在研，参与
6. 国家自然科学基金/青年项目，编织复合材料绝热温升路径与局域剪切破坏的细观结构机制，2018/01-2020/12，结题，参与
7. 浙江省科技厅重点研发项目，装配式工业化建筑安全评价关键技术及应用，2018/01-2020/12，结题，参与
发表论文
1. Lin Xing, Liang Shixue*, Feng Siyi. Deep Learning–Based Surrogates for Efficient Phase-Field Modeling of Stochastic Quasi-Brittle Materials[J]. 2025, ASCE-ASME Journal of Risk and Uncertainty in Engineering Systems, Part A: Civil Engineering, 2025,11(3): 1-27. （JCR期刊分区Q1）
2. Wu Juning, Liu Wenxin, Liang Shixue*. Multiscale random damage analysis through deep learning-driven surrogate models[J]. International Journal for Multiscale Computational Engineering, 2025,23(4):27-48. （JCR期刊分区Q1）
3. Liang Shixue*, Fei Zhengyu, Wu Junning, Lin Xing. Tree-Based Pipeline Optimization-Based Automated-Machine Learning Model for Performance Prediction of Materials and Structures: Case Studies and UI Design[J]. Structural Control and Health Monitoring. 2024, 2024(1): 1485739. （JCR期刊分区Q1）
4. Fei Zhengyu, Liang Shixue*, Cai Yiqing. Experimental studies and symbolic machine learning aided prediction model of the mechanical properties of recycled waste slurry micropowder mortar[J]. Case Studies in Construction Materials. 2024, 20: e3060. （JCR期刊分区Q1）
5. Liang Shixue*, Shen Yuanxie, Gao Xiangling. Symbolic machine learning improved MCFT model for punching shear resistance of FRP-reinforced concrete slabs[J]. Journal of Building Engineering. 2023, 69(6): 1-23. （JCR期刊分区Q1）
6. Liang Shixue, Shen Yuanxie, Ren Xiaodan. Comparative study of influential factors for punching shear resistance/failure of RC slab-column joints using machine-learning models[J]. Structures, 2022, 45: 1333-1349. （（JCR期刊分区Q1）
7. Liang Shixue, Shen Yuanxie, Wu Linfeng. Explainable machine learning-based model for failure mode identification of RC flat slabs without transverse reinforcement[J]. Engineering Failure Analysis, 2022, 141: 106647. （JCR期刊分区Q1）
8. Wu Linfeng, Huang Tiancan, Tong Yili, Liang Shixue*. A Modified Compression Field Theory Based Analytical Model of RC Slab-Column Joint without Punching Shear Reinforcement[J]. Buildings. 2022, 12(2): 226-240. （JCR期刊分区Q2）
9. Shen Yuanxie, Sun Junhao, Liang Shixue*. Interpretable Machine Learning Models for Punching Shear Strength Estimation of FRP Reinforced Concrete Slabs[J]. Crystals. 2022; 12(2):259-271. （JCR期刊分区Q2）
10. Shen Lulu, Shen Yuanxie, Liang Shixue*. Reliability Analysis of RC Slab-Column Joints under Punching Shear Load Using a Machine Learning-Based Surrogate Model[J]. Buildings. 2022, 12(10): 1-17. （JCR期刊分区Q2）
11. Feng Decheng, Liu Zhu, Wang Xiangping, Liang Shixue*. Failure mode classification and bearing capacity prediction for reinforced concrete columns based on ensemble machine learning algorithm[J]. Advanced Engineering Informatics. 2020, 45: 101126. （JCR期刊分区Q1）
12. Liang Shixue, Xie Zhongshu, Huang Tiancan. Comparative Investigation of Two Random Medium Models for Concrete Mesostructure[J]. Computer Modeling in Engineering & Sciences. 2020, 123(3): 1079-1103. （JCR期刊分区Q1）
13. Liang Shixue, Liu Hankun. An Equivalent Strain Based Multi-Scale Damage Model of Concrete[J]. Computer Modeling in Engineering & Sciences. 2020, 122(3): 1015-1038. （JCR期刊分区Q1）
14. Liang Shixue, Chen Jiun-Shyan, Li Jie, et al. Numerical investigation of statistical variation of concrete damage properties between scales, International Journal of Fracture, 2017, 208(12), 97-113. （JCR期刊分区Q1）
15. Liang Shixue, Ren Xiaodan, Li Jie. A mesh-size-objective modeling of quasi-brittle material using micro-cell informed damage law. International Journal of Damage Mechanics, 2018, 27(6), 913–936. （JCR期刊分区Q2）
16. Liang Shixue, Ren XiaoDan, Li Jie, A random medium model for simulation of concrete failure, SCIENCE CHINA Technological Sciences, 2013, 56(5): 1273~1281. （JCR期刊分区Q1）
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