Publications

My publications are listed here and on my Google Scholar profile.

Preprints

  1. E. Qian, I.-G. Farcas, and K. Willcox, "Reduced operator inference for nonlinear partial differential equations." arXiv:2102.00083

Journal Papers

  1. E. Qian, B. Kramer, B. Peherstorfer, and K. Willcox, "Lift & Learn: Physics-informed machine learning for large-scale nonlinear dynamical systems." Physica D: Nonlinear Phenomena, 2020 (Special Issue on Machine Learning and Dynamical Systems). [Download]

  2. E. Qian, B. Peherstorfer, D. O’Malley, V. Vesselinov, K. Willcox, “Multifidelity Monte Carlo Estimation of Variance and Sensitivity Indices.” SIAM Journal on Uncertainty Quantification 2018 6:2, 683-706. [Download] [GitHub]

  3. E. Qian, M. Grepl, K. Veroy, K. Willcox, “A Certified Trust Region Reduced Basis Approach to PDE-Constrained Optimization.” SIAM Journal on Scientific Computing 2017 39:5 S434-S460. [Download]

  4. Q. Wang, S. Gomez, P. J. Blonigan, A. L. Gregory, E. Qian, “Towards Scalable Parallel-in-time Turbulent Flow Simulations.” Physics of Fluids 2013 25:11. [Download]

Conference Papers

  1. E. Qian, B. Kramer, A. Marques, K. Willcox, “Transform & Learn: A data-driven approach to nonlinear model reduction.” In AIAA Aviation 2019 Forum, June 17-21, Dallas, TX. [Download] [GitHub]

Theses

  1. E. Qian, "A Scientific Machine Learning Approach to Learning Reduced Models for Nonlinear Partial Differential Equations." PhD Thesis, Massachusetts Institute of Technology, 2020.

  2. E. Qian, “A Certified Reduced Basis Approach to PDE-Constrained Optimization.” SM Thesis, Massachusetts Institute of Technology, 2017.

Miscellaneous

  1. E. Clements [et al., including E. Qian], “TERSat: Trapped Energetic Radiation Satellite.” Proceedings of the 2012 AIAA/USU Conference on Small Satellites, Growing the Community, SSC12-VII-3. [Download]

  2. K. Swieringa, C. Hanson, J. Richardson, J. White, Z. Hasan, E. Qian, A. Girard, “Autonomous Battery Swapping System for Small-scale Helicopters.” In Robotics and Automation (ICRA), 2010 IEEE International Conference, pp. 3335-3340, 3-7 May 2010. [Download from IEEE Xplore]