Publications

Selected Articles in Journals

Xu, Y., Wu, H., Liu, Z., Wang, P. and Li, Y., 2024. Multi-Task Learning for Design under Uncertainty with Multi-Fidelity Partially Observed Information. Journal of Mechanical Design, pp.1-17.

Zhao, Z., Lv, G., Xu, Y., Lin, Y.F., Wang, P. and Wang, X., 2024. Enhancing ground source heat pump system design optimization: A stochastic model incorporating transient geological factors and decision variables. Renewable Energy, p.120279.

Kohtz, S., Zhao, J., Renteria, A., Lalwani, A., Xu, Y., Zhang, X., Haran, K.S., Senesky, D. and Wang, P., 2023. Optimal sensor placement for permanent magnet synchronous motor condition monitoring using a digital twin-assisted fault diagnosis approach. Reliability Engineering & System Safety, p.109714.

Xu, Y., and Wang, P., 2023. “Sequential Sampling-Based Asymptotic Probability Estimation of High-Dimensional Rare Events.” ASME. J. Mech. Des. October 2023; 145(10): 101701. https://doi.org/10.1115/1.4062790

Wu, H., Xu, Y., Liu, Z., Li, Y., and Wang, P., Adaptive Machine Learning with Physics-based Simulations for Mean Time to Failure Prediction of Engineering Systems, Reliability Engineering & Systems Safety, 2023. https://doi.org/10.1016/j.ress.2023.109553.

Xu, Y., Lalwani, A.V., Arora, K., Zheng, Z., Renteria, A., Senesky, D. G., and Wang, P., “Hall-Effect Sensor Design with Physics-informed Gaussian Process Modeling,” in IEEE Sensors Journal, 2022, doi: 10.1109/JSEN.2022.3216499.

Xu, Y., Kohtz, S., Boakye, J., Gardoni, P., and Wang, P., “Physics-informed machine learning for reliability and systems safety applications: State of the art and challenges,” Reliability Engineering & System Safety, 2022

Xu, Y., Renteria, A., and Wang, P., “Adaptive Surrogate Models with Partially Observed Information,” Reliability Engineering & Systems Safety, 2022.

Kohtz, S., Xu, Y., Zheng, Z., and Wang, P., “Physics-informed machine learning model for battery state of health prognostics using partial charging segments,” Mechanical Systems and Signal Processing, 172, 109002, 2022.

Zhao, Z., Xu, Y., Lin, Y-F, Wang, X., and Wang, P., “Probabilistic Modeling and Reliability-Based Design Optimization of a Ground Source Heat Pump System,” Applied Thermal Engineering, 2021, 117341

Zheng, Z., Xu, Y., and Wang, P., “Uncertainty Quantification Analysis on Mechanical Properties of the Structured Silicon Anode via Surrogate Models,” Journal of The Electrochemical Society, 2021. https://doi.org/10.1149/1945-7111/abf182

Zheng, Z., Chen, B., Xu, Y., Fritz, N., Gurumukhi, Y., Cook, J., Ates, M., Miljkovic, N., Braun, P.V., and Wang, P., “A Gaussian Process-Based Crack Pattern Modeling Approach for Battery Anode Materials Design,” J. Electrochem. En. Conv. Stor., 18(1): 011011, 2020.