Physics-informed machine learning for intelligent structural engineering
Data-driven and physics-informed operator learning for solving partial differential equations
Structural health monitoring and structural control with smart material and deep learning
Computational mechanics infusing finite element method and deep learning
Steel and concrete composite structures
Representative Research / Consultancy Projects
Physics-informed machine learning for bridge health monitoring, Principal investigator, sponsor: Japan Society for the Promotion of Science.
Application of machine learning algorithms for turbulence modeling, associate project representative, sponsor: RIKEN R-CCS.
Seismic Isolation of Embedded Foundations Using Periodic Meta-material Barriers to Create Resilient Structures, major project member, sponsor: US National Science Foundation.
Consultancy project: Construction simulation and construction stage design for New Shougang Bridge (world first double-tower cable-stayed steel composite bridge with significant skew angle), major project member.
Consultancy project: Experimental study for design of Yinchuan Greenland Center Complex, major project member.
Wang, J., Wang, C., Fan, J., & Y. L. Mo. (2022) A deep learning framework for constitutive modeling based on Temporal Convolutional Network. Journal of Computational Physics, 449, 110784.
Wang, J., Huang, H., Zhang, B., Menq, F., Nakshatrala, K., Mo, Y., & K.H. Stokoe. (2022) Active isolation tests of metamaterial-based barriers and foundation. Engineering Structures, 260: 114253.
Wang, J., Liu, C., Nie, X., Ding, R., & Zhu, Y. (2022) Biaxial constitutive models for simulation of low aspect ratio reinforced concrete shear walls. ASCE Journal of Engineering Mechanics, 148(2): 04021157.
Wang, J., Liu, Y., Nie, X., & Y. L. Mo. (2021) Deep convolutional neural networks for semantic segmentation of cracks. Structural Control and Health Monitoring, e2850.
Wang, J., Liu, C., Nie, X., Fan, J., & Zhu, Y. (2021) Nonlinear model updating algorithm for biaxial reinforced concrete constitutive models of shear walls, Journal of Building Engineering, 44, 103215.
Wang, J., Nie, X., Bu, F., & Tao, M. (2020) Experimental study and design method of in-plane shear behavior of composite plate shear walls-concrete filled. Engineering Structures, 2020, 215, 110656.
Wang, J., Liu, C., Fan, J., & J.F. Hajjar. (2019): Triaxial concrete constitutive model for simulation of composite plate shear wall-Concrete encased: THUC3. Journal of Structural Engineering. 145(9), 04019088.
Wang, J., Tao, M., Fan, J., & Nie, X. (2018) Seismic behavior of steel plate reinforced concrete composite shear walls under tension-bending-shear combined cyclic load. Journal of Structural Engineering, 144(7), 04018075.
Wang, J., Zhou, M., Fan, J., & Tao, M. (2018) Simplified design method for the shear capacity of steel plate shear-strengthened reinforced-concrete beams. ASCE Journal of Bridge Engineering, 23(11). (Editor's choice paper)
Wang, J., Tao, M., Zhou, M., & Nie, X. (2018) Force transfer mechanism in RC beam strengthened in shear by means of steel plated concrete. Engineering Structures, 171: 56-71.