Data-driven identification of parametric partial differential equations S Rudy, A Alla, SL Brunton, JN Kutz SIAM Journal on Applied Dynamical Systems 18 (2), 643-660, 2019 | 70 | 2019 |

An efficient policy iteration algorithm for dynamic programming equations A Alla, M Falcone, D Kalise SIAM Journal on Scientific Computing 37 (1), A181-A200, 2015 | 52 | 2015 |

Nonlinear model order reduction via dynamic mode decomposition A Alla, JN Kutz SIAM Journal on Scientific Computing 39 (5), B778-B796, 2017 | 46 | 2017 |

An adaptive POD approximation method for the control of advection-diffusion equations A Alla, M Falcone Control and Optimization with PDE Constraints, 1-17, 2013 | 34* | 2013 |

Asymptotic stability of POD based model predictive control for a semilinear parabolic PDE A Alla, S Volkwein Advances in Computational Mathematics 41 (5), 1073-1102, 2015 | 23 | 2015 |

Randomized model order reduction A Alla, JN Kutz Advances in Computational Mathematics 45 (3), 1251-1271, 2019 | 19 | 2019 |

An efficient DP algorithm on a tree-structure for finite horizon optimal control problems A Alla, M Falcone, L Saluzzi SIAM Journal on Scientific Computing 41 (4), A2384-A2406, 2019 | 17 | 2019 |

Error analysis for POD approximations of infinite horizon problems via the dynamic programming approach A Alla, M Falcone, S Volkwein SIAM Journal on Control and Optimization 55 (5), 3091-3115, 2017 | 16 | 2017 |

A time-adaptive POD method for optimal control problems A Alla, M Falcone IFAC Proceedings Volumes 46 (26), 245-250, 2013 | 16 | 2013 |

A Localized Reduced-Order Modeling Approach for PDEs with Bifurcating Solutions M Hess, A Alla, A Quaini, G Rozza, M Gunzburger Computer Methods in Applied Mechanics and Engineering 351 (1), 379-403, 2019 | 15 | 2019 |

A residual based snapshot location strategy for POD in distributed optimal control of linear parabolic equations A Alla, C Gräßle, M Hinze IFAC-PapersOnLine 49 (8), 13-18, 2016 | 12 | 2016 |

A posteriori snapshot location for POD in optimal control of linear parabolic equations A Alla, C Grässle, M Hinze ESAIM: Mathematical Modelling and Numerical Analysis 52 (5), 1847-1873, 2018 | 11 | 2018 |

Data-Driven discovery of governing physical laws and their parametric dependencies in engineering, physics and biology JN Kutz, S Rudy, A Alla, S Brunton 2017 IEEE 7th International Workshop on Computational Advances in Multi …, 2018 | 8 | 2018 |

Model order reduction approaches for the optimal design of permanent magnets in electro-magnetic machines A Alla, M Hinze, O Lass, S Ulbrich IFAC-PapersOnLine 48 (1), 242-247, 2015 | 7 | 2015 |

A certified model reduction approach for robust parameter optimization with PDE constraints A Alla, M Hinze, P Kolvenbach, O Lass, S Ulbrich Advances in Computational Mathematics 45 (3), 1221-1250, 2019 | 6 | 2019 |

Model order reduction approaches for infinite horizon optimal control problems via the HJB equation A Alla, A Schmidt, B Haasdonk Model Reduction of Parametrized Systems, 333-347, 2017 | 6 | 2017 |

A HJB-POD approach for the control of nonlinear PDEs on a tree structure A Alla, L Saluzzi Applied Numerical Mathematics 155, 192-207, 2020 | 4 | 2020 |

A certified model reduction approach for robust optimal control with PDE constraints A Alla, M Hinze, O Lass, S Ulbrich arXiv preprint arXiv:1703.01613, 2018 | 4 | 2018 |

HJB-POD feedback control for Navier-Stokes equations A Alla, M Hinze European Consortium for Mathematics in Industry, 861-868, 2014 | 4 | 2014 |

High-order approximation of the finite horizon control problem via a tree structure algorithm A Alla, M Falcone, L Saluzzi IFAC-PapersOnLine 52 (2), 19-24, 2019 | 3 | 2019 |