Publications
Saadi D., Kim S., Stafford R., Ma J., Liu XC*. Physics-Aware Learning: Koopman-Enhanced Grassmannian Regression Trees for Adaptive Reduced-Order Modeling, ASME IDETC-CIE 2026.
Liu XC., Wang YF., Liu ZN., Lu YW., Liu X., & Zhang C. Physics-Aware Statistical Machine Learning for Ultrasonic Weak-Bond Detection, in preparation, 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.
Lu, X., Liu, XC*., Zhang, Y., Li, Y., & Zuo, H. (2021). Simulation of airborne collision between a drone and an aircraft nose. Aerospace Science and Technology, 118, 107078.
Wang, F., Sun, J., Liu, XC., & Liu, C. (2020). Aircraft auxiliary power unit performance assessment and remaining useful life evaluation for predictive maintenance. Proceedings of the Institution of Mechanical Engineers, Part A: Journal of Power and Energy, 234(6), 804-816.
Lu, X., Liu, XC., Li, Y., Zhang, Y., & Zuo, H. (2020). Simulations of airborne collisions between drones and an aircraft windshield. Aerospace Science and Technology, 98, 105713.
王露晨, 刘信超, 陆晓华, & 左洪福. (2020). 飞机平尾蜂窝夹芯结构抗鸟撞性能数值仿真. 航空计算技术, 50(2), 37-40.
Bao, JP, Sun, YC, & Liu, XC. (2019, April). Research on Pilot Situation Awareness in Noise Environment. In 2019 4th International Conference on Electromechanical Control Technology and Transportation (ICECTT) (pp. 129-133). IEEE.
刘信超, 徐亚芳, 王露晨, 陆晓华, & 左洪福. (2019). 运输类飞机风挡鸟撞位置影响分析研究. 振动与冲击, 17.
孙见忠, 刘信超, 刘若晨, 康远荣, 殷逸冰, & 左洪福. (2017). 基于 IDMS 的航空发动机砂尘吸入物定量监测. 航空学报, 38(8), 177-187.
刘信超, 刘昕, 关天阳, 左洪福, & 鲍俊平. (2017). 民用飞机环境与偶然损伤评定及间隔期确定方法. 兵器装备工程学报, 8.
Dissertation
Liu, Xinchao. Physics-Aware Statistical Learning for Scientific Computing and Decision Making in Engineering Applications. Diss. Georgia Institute of Technology, 2025.