Representative Work:
Liu XC., Wang YF., Liu ZN., Lu YW., Liu X., & Zhang C. Physics-Aware Statistical Machine Learning for Ultrasonic Weak-Bond Detection, submitted to Technometrics, 2025.
Liu, XC., Phan, D., Hwang, Y., Klein, L., Liu, X*, Yeo, K. Optimal Sensor Allocation for Multiple Linear Dispersion Processes, accepted, IISE Transactions, 2025.
Lu, YW., Wang YF., Liu XC., Zhang, C., Hsu CY. (2025) Physics-Informed Machine Learning for Failure Mode Proportion Prediction (PIFMP) in Composite Adhesive Joints, ASME Journal of Manufacturing Science and Technology, 147(8), 081007.
Zhang, X, Liu XC, Wang YF, Zhang C. A Study of Effects of Geometric Form Errors to Diametric Differential of Threads, ASME Manufacturing Science and Engineering Conference, 2025.
Liu X, Liu XC. Towards Robust Reduced-Order Models of Dynamical Systems for Scientific Machine Learning, accepted, SIAM Journal on Scientific Computing, 2024.
Liu, XC., Wang, Y., Liu, Z., Liu, X., Zhang, C. Numerical Simulation of Ultrasonic Nondestructive Testing for Adhesively Bonded Lap Joints, COMSOL Conference 2024.
Liu, XC., Liu, X., Kaman, T., Lu, X., & Lin, G. (2023). Statistical Learning for Nonlinear Dynamical Systems with Applications to Aircraft-UAV Collisions. Technometrics, 1-15.
Liu, X., & Liu, XC. (2023). Regression Trees on Grassmann Manifold for Adapting Reduced-Order Models. AIAA Journal, 61(3), 1318-1333.
Liu, XC., Yeo, K., Klein, L., Hwang, Y., Phan, D., & Liu, X. (2022, December). Optimal Sensor Placement for Atmospheric Inverse Modelling. In 2022 IEEE International Conference on Big Data (Big Data) (pp. 4848-4853). IEEE.
