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Reduced-Order Modeling (ROM) for Simulation and Optimization: Powerful Algorithms As Key Enablers for Scientific Computing

1st ed. 2018., 2018

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A Trust Region Reduced Basis Pascoletti-Serafini Algorithm for Multi-Objective PDE-Constrained Parameter Optimization

Mathematical and computational applications, 2022-06, Vol.27 (3), p.39

2022

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Model order reduction for optimality systems through empirical gramians

Frontiers in applied mathematics and statistics, 2023-12, Vol.9

2023

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ROM-Based Inexact Subdivision Methods for PDE-Constrained Multiobjective Optimization

Mathematical and computational applications, 2021-06, Vol.26 (2), p.32

2021

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Multiobjective Model Predictive Control of a Parabolic Advection-Diffusion-Reaction Equation

Mathematics (Basel), 2020-05, Vol.8 (5), p.777

2020

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Adaptive piecewise linear relaxations for enclosure computations for nonconvex multiobjective mixed-integer quadratically constrained programs

Journal of global optimization, 2023-09, Vol.87 (1), p.97-132

2023

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An adaptive certified space-time reduced basis method for nonsmooth parabolic partial differential equations

Advances in computational mathematics, 2024-06, Vol.50 (3), Article 48

2024

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Asymptotic stability of POD based model predictive control for a semilinear parabolic PDE

Advances in computational mathematics, 2015-10, Vol.41 (5), p.1073-1102

2015

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Adjoint-Based Calibration of Nonlinear Stochastic Differential Equations

Applied mathematics & optimization, 2024-12, Vol.90 (3), p.50, Article 50

2024

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Optimal control of a model for dynamic district heating networks

Optimization, 2024-11, p.1-33

2024

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Model Order Reduction: Snapshot-Based Methods and Algorithms

2020

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Parameter optimization for elliptic-parabolic systems by an adaptive trust-region reduced basis method

Advances in applied mechanics, 2024, Vol.59, p.109-145

2024

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Optimal Design of Experiments for a Lithium-Ion Cell: Parameters Identification of an Isothermal Single Particle Model with Electrolyte Dynamics

Industrial & engineering chemistry research, 2019-01, Vol.58 (3), p.1286-1299

2019

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Parameter identification for nonlinear elliptic-parabolic systems with application in lithium-ion battery modeling

Computational optimization and applications, 2015-09, Vol.62 (1), p.217-239

2015

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Optimal snapshot location for computing POD basis functions

ESAIM: Mathematical Modelling and Numerical Analysis, 2010-05, Vol.44 (3), p.509-529

2010

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A non-conforming dual approach for adaptive Trust-Region reduced basis approximation of PDE-constrained parameter optimization

ESAIM: Mathematical Modelling and Numerical Analysis, 2021-05, Vol.55 (3), p.1239-1269

2021

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Adaptive POD basis computation for parametrized nonlinear systems using optimal snapshot location

Computational optimization and applications, 2014-07, Vol.58 (3), p.645-677

2014

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Efficient scalarization in multiobjective optimal control of a nonsmooth PDE

Computational optimization and applications, 2022-11, Vol.83 (2), p.435-464

2022

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A Descent Method for Nonsmooth Multiobjective Optimization in Hilbert Spaces

Journal of optimization theory and applications, 2024-10, Vol.203 (1), p.455-487

2024

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POD a-posteriori error analysis for optimal control problems with mixed control-state constraints

Computational optimization and applications, 2014-07, Vol.58 (3), p.619-644

2014

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POD-based error control for reduced-order bicriterial PDE-constrained optimization

Annual reviews in control, 2017, Vol.44, p.226-237

2017

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Numerical Analysis of POD A-posteriori Error Estimation for Optimal Control

Control and Optimization with PDE Constraints, 2013, Vol.164, p.137-158

2013

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Parallelized POD-based suboptimal economic model predictive control of a state-constrained Boussinesq approximation

Computers & mathematics with applications (1987), 2022-06, Vol.116 (C), p.71-81

2022

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Adaptive reduced basis trust region methods for parameter identification problems

Computational Science and Engineering, 2024-09, Vol.1 (1), Article 3

2024

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Parallelized POD-based suboptimal economic model predictive control of a state-constrained Boussinesq approximation

Computers & mathematics with applications (1987), 2021-09, Vol.116

2021

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Reduced-Order Modeling (ROM) for Simulation and Optimization: Powerful Algorithms As Key Enablers for Scientific Computing

A Trust Region Reduced Basis Pascoletti-Serafini Algorithm for Multi-Objective PDE-Constrained Parameter Optimization

Model order reduction for optimality systems through empirical gramians

ROM-Based Inexact Subdivision Methods for PDE-Constrained Multiobjective Optimization

Multiobjective Model Predictive Control of a Parabolic Advection-Diffusion-Reaction Equation

Adaptive piecewise linear relaxations for enclosure computations for nonconvex multiobjective mixed-integer quadratically constrained programs

An adaptive certified space-time reduced basis method for nonsmooth parabolic partial differential equations

Asymptotic stability of POD based model predictive control for a semilinear parabolic PDE

Adjoint-Based Calibration of Nonlinear Stochastic Differential Equations

Optimal control of a model for dynamic district heating networks

Model Order Reduction: Snapshot-Based Methods and Algorithms

Parameter optimization for elliptic-parabolic systems by an adaptive trust-region reduced basis method

Optimal Design of Experiments for a Lithium-Ion Cell: Parameters Identification of an Isothermal Single Particle Model with Electrolyte Dynamics

Parameter identification for nonlinear elliptic-parabolic systems with application in lithium-ion battery modeling

Optimal snapshot location for computing POD basis functions

A non-conforming dual approach for adaptive Trust-Region reduced basis approximation of PDE-constrained parameter optimization

Adaptive POD basis computation for parametrized nonlinear systems using optimal snapshot location

Efficient scalarization in multiobjective optimal control of a nonsmooth PDE

A Descent Method for Nonsmooth Multiobjective Optimization in Hilbert Spaces

POD a-posteriori error analysis for optimal control problems with mixed control-state constraints

POD-based error control for reduced-order bicriterial PDE-constrained optimization

Numerical Analysis of POD A-posteriori Error Estimation for Optimal Control

Parallelized POD-based suboptimal economic model predictive control of a state-constrained Boussinesq approximation

Adaptive reduced basis trust region methods for parameter identification problems

Parallelized POD-based suboptimal economic model predictive control of a state-constrained Boussinesq approximation

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