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Papers in Advanced Control Systems Optimization 139

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Review on model predictive control: an engineering perspective
2021 The International Journal of Advanced Manufacturing Technology article Engineering Advanced Control Systems Optimization Open access

Max Schwenzer, Muzaffer Ay, Thomas Bergs, Dirk Abel

1,142

citations
The integration of scheduling and control: Top-down vs. bottom-up
2020 Journal of Process Control article Engineering Advanced Control Systems Optimization Open access

Adrian Caspari, Calvin Tsay, Adel Mhamdi, Michael Bâldea, Alexander Mitsos

77

citations
Deep learning based model predictive control for compression ignition engines
2022 Control Engineering Practice article Engineering Advanced Control Systems Optimization

Armin Norouzi, Saeid Shahpouri, David C. Gordon, Alexander Winkler, Eugen Nuss, Dirk Abel, +3 more

57

citations
Accelerating nonlinear model predictive control through machine learning
2020 Journal of Process Control article Engineering Advanced Control Systems Optimization Open access

Yannic Vaupel, Nils C. Hamacher, Adrian Caspari, Adel Mhamdi, Ioannis G. Kevrekidis, Alexander Mitsos

50

citations
Robust Parametrization of a Model Predictive Controller for a CNC Machining Center Using Bayesian Optimization
2020 IFAC-PapersOnLine article Engineering Advanced Control Systems Optimization Open access

Muzaffer Ay, Dirk Abel

25

citations
Dynamic optimization with complementarity constraints: Smoothing for direct shooting
2020 Computers & Chemical Engineering article Engineering Advanced Control Systems Optimization Open access

Adrian Caspari, Lukas Lüken, Pascal M. Schäfer, Yannic Vaupel, Adel Mhamdi, Lorenz T. Biegler, +1 more

24

citations
Data-Driven Predictive Control With Online Adaption: Application to a Fuel Cell System
2023 IEEE Transactions on Control Systems Technology article Engineering Advanced Control Systems Optimization

Lukas Schmitt, Julius Beerwerth, Matthias Bähr, Dirk Abel

22

citations
Nonlinear model predictive control of ultra-high-purity air separation units using transient wave propagation model
2020 Computers & Chemical Engineering article Engineering Advanced Control Systems Optimization Open access

Jan C. Schulze, Adrian Caspari, Christoph Offermanns, Adel Mhamdi, Alexander Mitsos

22

citations
Online learning with stability guarantees: A memory-based warm starting for real-time MPC
2020 Automatica article Engineering Advanced Control Systems Optimization Open access

Lukas Schwenkel, Meriem Gharbi, Sebastian Trimpe, Christian Ebenbauer

20

citations
Moment-Driven Predictive Control of Mean-Field Collective Dynamics
2022 SIAM Journal on Control and Optimization article Engineering Advanced Control Systems Optimization Open access

Giacomo Albi, Michaël Herty, Dante Kalise, Chiara Segala

19

citations
End-to-End Deep Neural Network Based Nonlinear Model Predictive Control: Experimental Implementation on Diesel Engine Emission Control
2022 Energies article Engineering Advanced Control Systems Optimization Open access

Armin Norouzi, Alexander Winkler, Jakub McNally, Eugen Nuss, Dirk Abel, Mahdi Shahbakhti, +2 more

18

citations
Global dynamic optimization with Hammerstein–Wiener models embedded
2022 Journal of Global Optimization article Engineering Advanced Control Systems Optimization Open access

Chrysoula Dimitra Kappatou, Dominik Bongartz, Jaromił Najman, Susanne Saß, Alexander Mitsos

18

citations
Deterministic Global Nonlinear Model Predictive Control with Neural Networks Embedded
2020 IFAC-PapersOnLine article Engineering Advanced Control Systems Optimization Open access

Danimir T. Doncevic, Artur M. Schweidtmann, Yannic Vaupel, Pascal M. Schäfer, Adrian Caspari, Alexander Mitsos

16

citations
Machine Learning Integrated with Model Predictive Control for Imitative Optimal Control of Compression Ignition Engines
2022 IFAC-PapersOnLine article Engineering Advanced Control Systems Optimization Open access

Armin Norouzi, Saeid Shahpouri, David C. Gordon, Alexander Winkler, Eugen Nuss, Dirk Abel, +3 more

16

citations
Closed-loop in-silico control of a two-stage emulsion polymerization to obtain desired particle morphologies
2021 Chemical Engineering Journal article Engineering Advanced Control Systems Optimization Open access

Johannes M.M. Faust, Shaghayegh Hamzehlou, José R. Leiza, José M. Asúa, Adel Mhamdi, Alexander Mitsos

16

citations
Anytime Proximity Moving Horizon Estimation: Stability and Regret
2022 IEEE Transactions on Automatic Control article Engineering Advanced Control Systems Optimization Open access

Meriem Gharbi, Bahman Gharesifard, Christian Ebenbauer

15

citations
Systematic framework for deep learning-based predictive injection control with Bayesian hyperparameter optimization for a hydrogen/diesel dual-fuel engine
2025 Control Engineering Practice article Engineering Advanced Control Systems Optimization Open access cited by 1 patent

Hossein Mehnatkesh, Alexander Winkler, Edward Sperling, Javad Kheyrollahi, Mahdi Shahbakhti, David C. Gordon, +1 more

14

citations
Introducing a Deep Neural Network-Based Model Predictive Control Framework for Rapid Controller Implementation
2024 Proceedings of the ... American Control Conference/Proceedings of the American Control Conference conference-paper Engineering Advanced Control Systems Optimization Open access

Alexander Winkler, Julian Bedei, Patrick Schaber, Stefan Pischinger, Jakob Andert, Charles Robert Koch

14

citations
Approximate Nonlinear Model Predictive Control With Safety-Augmented Neural Networks
2025 IEEE Transactions on Control Systems Technology article Engineering Advanced Control Systems Optimization Open access

Henrik Hose, Johannes Köhler, Melanie N. Zeilinger, Sebastian Trimpe

13

citations
Dynamic Tracking of Power Demand for Integrated Fuel Cell Systems using Nonlinear Model Predictive Control
2020 IFAC-PapersOnLine article Engineering Advanced Control Systems Optimization Open access

Verena Neisen, Jacob Mannhardt, Dirk Abel

12

citations
Nonlinear model predictive control of organic Rankine cycles for automotive waste heat recovery: Is it worth the effort?
2021 Journal of Process Control article Engineering Advanced Control Systems Optimization Open access

Yannic Vaupel, Jan C. Schulze, Adel Mhamdi, Alexander Mitsos

12

citations
Semi-infinite programming yields optimal disturbance model for offset-free nonlinear model predictive control
2021 Journal of Process Control article Engineering Advanced Control Systems Optimization Open access

Adrian Caspari, Hatim Djelassi, Adel Mhamdi, Lorenz T. Biegler, Alexander Mitsos

12

citations
Polynomial approximation of inequality path constraints in dynamic optimization
2020 Computers & Chemical Engineering article Engineering Advanced Control Systems Optimization

Eduardo S. Schultz, Ralf Hannemann, Alexander Mitsos

12

citations
An integrated scheduling and control scheme with two economic layers for demand side management of chemical processes
2025 AIChE Journal article Engineering Advanced Control Systems Optimization Open access

Jan C. Schulze, Chrysanthi Papadimitriou, Paul Kolmer, Alexander Mitsos

11

citations
Optimization Algorithm Synthesis Based on Integral Quadratic Constraints: A Tutorial
2023 Proceedings of the IEEE Conference on Decision & Control, including the Symposium on Adaptive Processes conference-paper Engineering Advanced Control Systems Optimization

Carsten W. Scherer, Christian Ebenbauer, Tobias Holicki

11

citations