Yixuan Liu, Ph.D.
Ph.D., Industrial and System Engineering, University of Michigan-Dearborn
M.S., Mechanical Engineering, University of Michigan-Dearborn
B.S., Energy and Power System Engineering, Xi’an Jiaotong University
Email: yixuanli@umich.edu
Publications
- Liu, Y., Barthlow, D., Mourelatos, Z., Zeng, J., Gorsich, D., Singh, A., and Hu, Z.*, Mobility Prediction of Off-Road Ground Vehicles Using a Dynamic Ensemble of NARX Models, ASME-Journal of Mechanical Design, 2022, DOI: 10.1115/1.4054908.
- Liu, Y., Jiang, C., Zhang, X., Mourelatos, Z., Barthlow, D., Gorsich, D., Singh, A., and Hu, Z.*, Reliability-Based Multi-Vehicle Path Planning Under Uncertainty Using a Bio-Inspired Approach, ASME-Journal of Mechanical Design, 2022, DOI: 10.1115/1.4053217.
- Jiang, C., Liu, Y., Mourelatos, Z., Gorsich, D., Fu, Y., and Hu, Z.*, Efficient Reliability-Based Mission Planning of Off-Road Autonomous Ground Vehicles Using an Outcrossing Approach, ASME-Journal of Mechanical Design, 2021, DOI: 10.1115/1.4052511.
- Liu, Y., Jiang, C., Mourelatos, Z. P., Gorsich, D., Jayakumar, P., Fu, Y., Majcher, M. and Hu, Z.*, (2021). Simulation-Based Mission Mobility Reliability Analysis of Off-Road Ground Vehicles. ASME-Journal of Mechanical Design, 143(3).
- Jiang, C., Hu, Z.*, Liu, Y., Mourelatos, Z. P., Gorsich, D., & Jayakumar, P. (2020). A sequential calibration and validation framework for model uncertainty quantification and reduction. Computer Methods in Applied Mechanics and Engineering, 368, 113172.
- Liu, Y., Zhao, Y., Hu, Z.*, Mourelatos, Z. P., & Papadimitriou, D. (2019). Collision-Avoidance Reliability Analysis of Automated Vehicle Based on Adaptive Surrogate Modeling. ASCE-ASME J Risk and Uncert in Engrg Sys Part B Mech Engrg, 5(2).
- Liu, Y., Jiang, C., Zhang, X., Mourelatos, Z., Hu, Z.*, & Gorsich, D. (2022). Simulation-Based Multi-Vehicle Path Planning Under Uncertainty Using Physarum-Based Approach. In AIAA Scitech 2022 Forum (p. 1869).
- Liu, Y., Hu, Z.*, Todd, M., & Hu, C. (2021). Data-Driven Remaining Useful Life Estimation Using Gaussian Mixture Models. In AIAA Scitech 2021 Forum (p. 1487).
- Jiang, C., Liu, Y., Hu, Z., Mourelatos, Z. P., Gorsich, D., & Jayakumar, P. (2020, August). A Sequential Calibration and Validation Framework for Model Parameter Updating and Bias Correction. In International Design Engineering Technical Conferences and Computers and Information in Engineering Conference (Vol. 84010, p. V11BT11A038). American Society of Mechanical Engineers.
- Liu, Y., Jiang, C., Hu, Z., Mourelatos, Z. P., Fu, Y., Gorsich, D., … & Majcher, M. (2020, August). Mission Mobility Reliability Analysis of Off-Road Ground Vehicles. In International Design Engineering Technical Conferences and Computers and Information in Engineering Conference (Vol. 84010, p. V11BT11A044). American Society of Mechanical Engineers.
- Liu, Y., Zhao, Y., Hu, Z., Mourelatos, Z. P., & Papadimitriou, D. (2019). Collision-Avoidance Reliability Analysis of Autonomous Vehicle Based on Adaptive Kriging Surrogate Modeling. In ASME 2019 International Design Engineering Technical Conferences and Computers and Information in Engineering Conference. American Society of Mechanical Engineers Digital Collection.
Awards
- Editors’ Choice Best Paper Award, ASME Journal of Risk and Uncertainty in Engineering Systems, Part B: Mechanical Engineering , 2020