An Adaptive POD Approximation Method for the Control of Advection-Diffusion Equations. - Alessandro Alla; Maurizio Falcone (Control and Optimization with PDE Constraints, 2013)

An Accelerated Value/Policy Iteration Scheme for Optimal Control Problems and Games. - Alessandro Alla; Maurizio Falcone; Dante Kalise (ENUMATH, 2013)

Coupling MPC and DP Methods for an Efficient Solution of Optimal Control Problems. - Alessandro Alla; Giulia Fabrini; Maurizio Falcone (System Modelling and Optimization, 2015)

Asymptotic stability of POD based model predictive control for a semilinear parabolic PDE. - Alessandro Alla; Stefan Volkwein (Adv. Comput. Math., 2015)

An Efficient Policy Iteration Algorithm for Dynamic Programming Equations. - Alessandro Alla; Maurizio Falcone; Dante Kalise (SIAM J. Sci. Comput., 2015)

Data-Driven discovery of governing physical laws and their parametric dependencies in engineering, physics and biology. - J. Nathan Kutz; Samuel H. Rudy; Alessandro Alla; Steven L. Brunton (CAMSAP, 2017)

Error Analysis for POD Approximations of Infinite Horizon Problems via the Dynamic Programming Approach. - Alessandro Alla; Maurizio Falcone; Stefan Volkwein (SIAM J. Control. Optim., 2017)

Nonlinear Model Order Reduction via Dynamic Mode Decomposition. - Alessandro Alla; J. Nathan Kutz (SIAM J. Sci. Comput., 2017)

A certified model reduction approach for robust parameter optimization with PDE constraints. - Alessandro Alla; Michael Hinze; Philip Kolvenbach; Oliver Lass; Stefan Ulbrich (Adv. Comput. Math., 2019)

Randomized model order reduction. - Alessandro Alla; J. Nathan Kutz (Adv. Comput. Math., 2019)

Data-Driven Identification of Parametric Partial Differential Equations. - Samuel H. Rudy; Alessandro Alla; Steven L. Brunton; J. Nathan Kutz (SIAM J. Appl. Dyn. Syst., 2019)

An Efficient DP Algorithm on a Tree-Structure for Finite Horizon Optimal Control Problems. - Alessandro Alla; Maurizio Falcone; Luca Saluzzi (SIAM J. Sci. Comput., 2019)

Feedback control of parametrized PDEs via model order reduction and dynamic programming principle. - Alessandro Alla; Bernard Haasdonk; Andreas Schmidt 005 (Adv. Comput. Math., 2020)

A tree structure algorithm for optimal control problems with state constraints. - Alessandro Alla; Maurizio Falcone; Luca Saluzzi (CoRR, 2020)

Understanding Mass Transfer Directions via Data-Driven Models with Application to Mobile Phone Data. - Alessandro Alla; Caterina Balzotti; Maya Briani; Emiliano Cristiani (SIAM J. Appl. Dyn. Syst., 2020)

Feedback reconstruction techniques for optimal control problems on a tree structure. - Alessandro Alla; Luca Saluzzi (CoRR, 2022)

Time Adaptivity in Model Predictive Control. - Alessandro Alla; Carmen Gräßle; Michael Hinze (J. Sci. Comput., 2022)

State-dependent Riccati equation feedback stabilization for nonlinear PDEs. - Alessandro Alla; Dante Kalise; Valeria Simoncini (Adv. Comput. Math., 2023)

HJB-RBF Based Approach for the Control of PDEs. - Alessandro Alla; Hugo Oliveira; Gabriele Santin (J. Sci. Comput., 2023)

Adaptive POD-DEIM correction for Turing pattern approximation in reaction-diffusion PDE systems. - Alessandro Alla; Angela Monti; Ivonne Sgura (J. Num. Math., 2023)

Piecewise DMD for oscillatory and Turing spatio-temporal dynamics. - Alessandro Alla; Angela Monti; Ivonne Sgura (Comput. Math. Appl., 2024)

Online identification and control of PDEs via reinforcement learning methods. - Alessandro Alla; Agnese Pacifico; Michele Palladino; Andrea Pesare (Adv. Comput. Math., 2024)

State Dependent Riccati for dynamic boundary control to optimize irrigation in Richards' equation framework. - Alessandro Alla; Marco Berardi; Luca Saluzzi (Math. Comput. Simul., 2025)

A POD Approach to Identify and Control PDEs Online Through State Dependent Riccati Equations. - Alessandro Alla; Agnese Pacifico (Dyn. Games Appl., 2025)

A PINN Approach for the Online Identification and Control of Unknown PDEs. - Alessandro Alla; Giulia Bertaglia; Elisa Calzola (J. Optim. Theory Appl., 2025)