Yumeng Li
For More Information
Education
- Ph.D. Department of Aerospace Engineering Virginia Tech, Blacksburg, VA,2014
- M.S. Naval Architecture and Ocean Engineering, Huazhong University of Sci. & Tech., Wuhan, China,2009
- B.S. Naval Architecture and Ocean Engineering, Huazhong University of Sci. & Tech., Wuhan, China,2007
Academic Positions
- Assistant Professor, Wichita State University, Department of Mechanical Engineering, 8/2016-8/2017
- Postdoctoral Researcher, Vanderbilt University, Department of Civil and Environmental Engineering, 2015
Research Interests
- Uncertainty quantification in multiscale simulation framework
- Physics-based machine learning
- Surrogate modeling
- Multiscale Simulation
- Integrated Computational Material Engineering
- Material Design
Selected Articles in Journals
- Z. Zheng, X. Chen, Y. Li, "Numerical study on mechanisms of soy protein as a functional modifier for polymer materials", Modelling and Simulation in Materials Science and Engineering, Vol. 27, pp. 085010, 2019.
- X. Chen, H. Zhou, Y. Li, "Effective design space exploration of gradient nanostructured materials using active learning based surrogate models", Materials & Design, Vol. 183, pp. 108085, 2019.
- Z. Zheng, Z. Liu, P. Wang and Y. Li, "Numerical Modeling on the Delamination-Induced Capacity Degradation of Silicon Anode", Journal of Energy Storage, Vol. 43, 103190, 2021
- D. Zhou, M. Fuentes-Cabrera, A. Singh, R. R. Unocic, J.M. Carrillo, K. Xiao, Y. Li, and B. Li, “Atomic Edge-Guided Polyethylene Crystallization on Monolayer Two-Dimensional Materials”, Macromolecules, 2022, DOI: 10.1021/acs.macromol.1c01978
- P. Bansal, Z. Zheng, C. Shao, J. Li, M. Banu, B. Carlson, and Y. Li, "Physics-Informed Machine Learning Assisted Uncertainty Quantification for the Corrosion of Dissimilar Material Joints", Reliability Engineering & System Safety, 2022
- Y. Zhang, J. Cui, K. Chen, S.H. Kuo, J. Sharma, R. Bhatta, Z. Liu, A. Ellis-Mohr, F. An, J. Li, Q. Chen, K. D. Foss, H. Wang, Y. Li, A. M. McCoy, G. W. Lau and Q. Cao. “A Smart Coating with Integrated Physical-Antimicrobial and Strain-Mapping Functionalities for Orthopedic Implants”, Science Advances, 9, eadg7397(2023)
- P. Bansal, Z. Zheng, B. Pan, Y. Meng, W. Wen, M. Banu, J. Li, B. E Carlson, C. Shao, P. Wang, Y. Li, Corrosion of Al-Fe self-pierce riveting joints with multiphysics-based modeling and experiments, Journal of Manufacturing Process, Volume 95,2023,Pages 434-445,ISSN 1526-6125,https://doi.org/10.1016/j.jmapro.2023.04.014.
- A. Singh, Y. Li, Reliable Machine Learning Potentials based on Artificial Neural Network for Graphene, Computational Material Science, Volume 227,2023,112272,ISSN 0927-0256,
- Z. Liu, J. Sederholm, K. Lan, E. Cho, M. Dipto, Y. Gurumukhi, K. Rabbi, M. Hatzell, N. Perry, N. Miljkovic, P. Braun, P. Wang, Y. Li. "Life cycle assessment of hydrometallurgical recycling for cathode active materials." Journal of Power Sources 580 (2023): 233345.
- H. Wu, Y. Xu, Z. Liu, Y. Li, and P. Wang. "Adaptive Machine Learning with Physics-based Simulations for Mean Time to Failure Prediction of Engineering Systems." Reliability Engineering & System Safety (2023): 109553.
- Y. Xu, H. Wu, Z. Liu, P. Wang, and Y. Li, "Multi-Task Learning for Design under Uncertainty with Multi-Fidelity Partially Observed Information", Journal of Mechanical Design, J. Mech. Des. Aug 2024, 146(8): 081704
- A. Singh, M. Sun, J. Chen, B. Li, and Y. Li, " Templating effect of MoSe2 on crystallization of polyethylene : A Molecular Dynamics Simulation Study", Journal of Physical Chemistry C, J. Phys. Chem. C 2024, 128, 5, 2147–2162
- Z. Liu, H. Wu, P. Wang, Y. Li, Reliability-Based Design Optimization of Additive Manufacturing for Lithium Battery Silicon Anode, ASCE-ASME Journal of Risk and Uncertainty in Engineering Systems, Part B: Mechanical Engineering, Accepted
- Hao Wu, Parth Bansal, Zheng Liu, Pingfeng Wang and Yumeng Li, "Uncertainty Quantification of Mechanical Behavior of Corroded Al-Fe Self-Pierce Riveting Joints with Statistical Shape Modeling Journal of Manufacturing Processes", Journal of Manufacturing Processes, Accepted
Research Honors
- NCSA Faculty Fellow, UIUC (2019)
Recent Courses Taught
- SE 310 - Dsgn of Structures & Mechanism
- SE 410 - Component Design
- SE 498 YL1 (SE 498 YL2) - Numerical Methods in Engr
- SE 598 - ML in Material Design
- SE 598 - ML in Materials Design
- SE 598 - Multiscale Simulation