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Note: Our most up-to-date list of publications can be found on Google Scholar
2024
Operator Learning Without the Adjoint
Operator Learning Without the Adjoint
Nicolas Boullé, Diana Halikias, Samuel E. Otto, and Alex Townsend
Journal of Machine Learning Research, (2024), link to paper
Machine Learning in Viscoelastic Fluids via Energy-Based Kernel Embedding
Machine Learning in Viscoelastic Fluids via Energy-Based Kernel Embedding
Samuel E. Otto, Cassio M. Oishi, Fabio Amaral, Steven L. Brunton, and J. Nathan Kutz
Journal of Computational Physics, (2024), Vol. 516, No. 113371, pdf
Learning Bilinear Models of Actuated Koopman Generators from Partially Observed Trajectories
Learning Bilinear Models of Actuated Koopman Generators from Partially Observed Trajectories
Samuel E. Otto, Sebastian Peitz, and Clarence W. Rowley
SIAM Journal on Applied Dynamical Systems, (2024), Vol. 23, No. 1, pp.885-923, pdf
A Unified Framework to Enforce, Discover, and Promote Symmetry in Machine Learning
A Unified Framework to Enforce, Discover, and Promote Symmetry in Machine Learning
Samuel E. Otto, Nicholas Zolman, J. Nathan Kutz, and Steven L. Brunton
Journal of Machine Learning Research (accepted, minor revisions), (2024), arXiv
2023
Learning Nonlinear Projections for Reduced-Order Modeling of Dynamical Systems using Constrained Autoencoders
Learning Nonlinear Projections for Reduced-Order Modeling of Dynamical Systems using Constrained Autoencoders
Samuel E. Otto, Gregory R. Macchio, and Clarence W. Rowley
Chaos, (2023), Vol. 33, pdf
Model Reduction for Nonlinear Systems by Balanced Truncation of State and Gradient Covariance
Model Reduction for Nonlinear Systems by Balanced Truncation of State and Gradient Covariance
Samuel E. Otto, Alberto Padovan, and Clarence W. Rowley
SIAM Journal on Scientific Computing, (2023), Vol. 45, No. 5, pdf
2022
Inadequacy of Linear Methods for Minimal Sensor Placement and Feature Selection in Nonlinear Systems: a New Approach using Secants
Inadequacy of Linear Methods for Minimal Sensor Placement and Feature Selection in Nonlinear Systems: a New Approach using Secants
Samuel E. Otto and Clarence W. Rowley
Journal of Nonlinear Science, (2022), Vol. 32, No. 69, pdf
Optimizing Oblique Projections for Nonlinear Systems using Trajectories
Optimizing Oblique Projections for Nonlinear Systems using Trajectories
Samuel E. Otto, Alberto Padovan, and Clarence W. Rowley
SIAM Journal on Scientific Computing, (2022), Vol. 44, No. 3, pdf
2021
Koopman Operators for Estimation and Control of Dynamical Systems
Koopman Operators for Estimation and Control of Dynamical Systems
Samuel E. Otto and Clarence W. Rowley
Annual Review of Control, Robotics, and Autonomous Systems, (2021), Vol. 4, pdf
2020
Analysis of Amplification Mechanisms and Cross-Frequency Interactions in Nonlinear Flows via the Harmonic Resolvent
Analysis of Amplification Mechanisms and Cross-Frequency Interactions in Nonlinear Flows via the Harmonic Resolvent
Alberto Padovan, Samuel E. Otto, and Clarence W. Rowley
Journal of Fluid Mechanics, (2020), Vol. 900, No. A14, pdf
Data-Driven Model Predictive Control using Interpolated Koopman Generators
Data-Driven Model Predictive Control using Interpolated Koopman Generators
Sebastian Peitz, Samuel E. Otto, and Clarence W. Rowley
SIAM Journal on Applied Dynamical Systems, (2020), Vol. 19, No. 3, pdf
2019
A Discrete Empirical Interpolation Method for Interpretable Immersion and Embedding of Nonlinear Manifolds
A Discrete Empirical Interpolation Method for Interpretable Immersion and Embedding of Nonlinear Manifolds
Samuel E. Otto and Clarence W. Rowley
(2019), arXiv
Linearly Recurrent Autoencoder Networks for Learning Dynamics
Linearly Recurrent Autoencoder Networks for Learning Dynamics
Samuel E. Otto and Clarence W. Rowley
SIAM Journal on Applied Dynamical Systems, (2019), Vol. 18, No. 1, pdf
2017
Distortion Correction Protocol for Digital Image Correlation After Scanning Electron Microscopy: Emphasis on Long Duration and Ex-Situ Experiments
Distortion Correction Protocol for Digital Image Correlation After Scanning Electron Microscopy: Emphasis on Long Duration and Ex-Situ Experiments
A. W. Mello, T. A. Book, A. Nicolas, S. E. Otto, C. J. Gilpin, and M. D. Sangid
Experimental Mechanics, (2017), Vol. 57, pdf
2016
Inward-Turning Streamline-Traced Inlet Design Method for Low-Boom, Low-Drag Applications
Inward-Turning Streamline-Traced Inlet Design Method for Low-Boom, Low-Drag Applications
Samuel E. Otto, Charles J. Trefny, and John W. Slater
Journal of Propulsion and Power, (2016), Vol. 32, No. 5, pdf
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