├── _config.yml ├── assets └── img │ └── logo.png └── README.md /_config.yml: -------------------------------------------------------------------------------- 1 | theme: jekyll-theme-minimal 2 | logo: /assets/img/logo.png 3 | -------------------------------------------------------------------------------- /assets/img/logo.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/LeeLinJun/KoopmanControl/HEAD/assets/img/logo.png -------------------------------------------------------------------------------- /README.md: -------------------------------------------------------------------------------- 1 | ## Koopman Control 2 | 3 | ### Paper List 4 | 5 | #### Deep Learning 6 | [Learning Compositional Koopman Operators for Model-Based Control](https://arxiv.org/abs/1910.08264) \[[Project](http://koopman.csail.mit.edu/)\] 7 | 8 | [Deep learning for universal linear embeddings of nonlinear dynamics](https://www.nature.com/articles/s41467-018-07210-0)\[[Code](https://github.com/BethanyL/DeepKoopman)\],\[[Code(non-off)](https://github.com/dykuang/Deep----Koopman)\] 9 | 10 | [Deep Variational Koopman Models: Inferring Koopman Observations for Uncertainty-Aware Dynamics Modeling and Control](https://arxiv.org/abs/1902.09742) 11 | 12 | #### Active Learning 13 | [Active Learning of Dynamics for Data-Driven Control Using Koopman Operators](https://arxiv.org/abs/1906.05194) \[[Code](https://github.com/ianabraham21/koopman-ctrl-active-learning)\] 14 | 15 | 16 | #### EDMD 17 | [Model-Based Control Using Koopman Operators](https://arxiv.org/abs/1709.01568) 18 | 19 | [Linear predictors for nonlinear dynamical systems: Koopman operator meets model predictive control](https://arxiv.org/pdf/1611.03537.pdf)\[[Code](https://github.com/MilanKorda/KoopmanMPC)\] 20 | 21 | ##### Physics 22 | [A data-driven Koopman model predictive control framework for nonlinear flows](https://arxiv.org/abs/1804.05291)\[[Code](https://github.com/arbabiha/KoopmanMPC_for_flowcontrol)\] 23 | 24 | [Deep Dynamical Modeling and Control of Unsteady Fluid Flows](https://arxiv.org/abs/1805.07472) 25 | 26 | ##### Soft Robot 27 | [Modeling and Control of Soft Robots Using the Koopman Operator and Model Predictive Control](https://arxiv.org/abs/1902.02827) 28 | 29 | [Koopman-based Control of a Soft Continuum Manipulator Under Variable Loading Conditions](https://arxiv.org/abs/2002.01407) 30 | 31 | ### Other Resource 32 | #### Some Code 33 | [Van der Pol dynamical system](https://github.com/i-abr/mpc-koopman) 34 | #### Steve Brunton 35 | [Koopman Spectral Analysis (Overview)](https://www.youtube.com/watch?v=J7s0XNT96ag) 36 | [Koopman Observable Subspaces & Nonlinearization](https://www.youtube.com/watch?v=pnGsQAt0od4) 37 | [Koopman Observable Subspaces & Finite Linear Representations of Nonlinear Dynamics for Control](https://www.youtube.com/watch?v=K5CRbC4yqnk&list=PLMrJAkhIeNNSVXUvppZTYNHKQUD-oWys9) 38 | --------------------------------------------------------------------------------