Mehmet Mercangöz

Christos Georgakis

Comput. Chem. Eng., February, 2024

PC-Gym: Benchmark Environments For Process Control Problems.

[BibT_eX]

[DOI]

Max Mowbray

CoRR, 2024

Control-Informed Reinforcement Learning for Chemical Processes.

[BibT_eX]

[DOI]

CoRR, 2024

Design and implementation of an Autonomous Systems Training Environment framework for control algorithm evaluation in autonomous plant operation.

[BibT_eX]

[DOI]

Artan Markaj

Alexander Fay

Comput. Chem. Eng., 2024

Development and Integration of Operator Behavior Models for the Evaluation of Autonomous Plants.

[BibT_eX]

[DOI]

Proceedings of the 29th IEEE International Conference on Emerging Technologies and Factory Automation, 2024

PI-CoF: A Bilevel Optimization Framework for Solving Active Learning Problems using Physics-Information.

[BibT_eX]

[DOI]

Proceedings of the IEEE Conference on Control Technology and Applications, 2024

2023

Linearizing nonlinear dynamics using deep learning.

[BibT_eX]

[DOI]

Comput. Chem. Eng., February, 2023

Tuning of Online Feedback Optimization for setpoint tracking in centrifugal compressors.

[BibT_eX]

[DOI]

CoRR, 2023

ARRTOC: Adversarially Robust Real-Time Optimization and Control.

[BibT_eX]

[DOI]

CoRR, 2023

Semi-supervised Variational Autoencoders for Regression: Application to Soft Sensors.

[BibT_eX]

[DOI]

Proceedings of the 21st IEEE International Conference on Industrial Informatics, 2023

Using Prior Knowledge to Improve Adaptive Real Time Exploration and Optimization.

[BibT_eX]

[DOI]

William J. Tubbs

Proceedings of the 21st IEEE International Conference on Industrial Informatics, 2023

Adaptive Real-Time Exploration and Optimization of Safety-Critical Industrial Systems with Ensemble Learning.

[BibT_eX]

[DOI]

Tong Liu

Proceedings of the 21st IEEE International Conference on Industrial Informatics, 2023

2022

Online Feedback Optimization of Compressor Stations with Model Adaptation using Gaussian Process Regression.

[BibT_eX]

[DOI]

CoRR, 2022

Safe Optimization of an Industrial Refrigeration Process Using an Adaptive and Explorative Framework.

[BibT_eX]

[DOI]

Marta Zagórowska

CoRR, 2022

Semi-supervised Variational Autoencoder for Regression: Application on Soft Sensors.

[BibT_eX]

[DOI]

CoRR, 2022

Adaptive Real Time Exploration and Optimization for Safety-Critical Systems.

[BibT_eX]

[DOI]

Marta Zagórowska

CoRR, 2022

Learning Linear Representations of Nonlinear Dynamics Using Deep Learning.

[BibT_eX]

[DOI]

CoRR, 2022

A hybrid data-driven and mechanistic model soft sensor for estimating CO<sub>2</sub> concentrations for a carbon capture pilot plant.

[BibT_eX]

[DOI]

Colin P. Hale

Comput. Ind., 2022

Data Driven Modelling of Centrifugal Compressor Maps for Control and Optimization Applications.

[BibT_eX]

[DOI]

Proceedings of the European Control Conference, 2022

Application of Gaussian Processes to online approximation of compressor maps for load-sharing in a compressor station.

[BibT_eX]

[DOI]

Marta A. Zagorowska

Proceedings of the European Control Conference, 2022

2020

Ancillary Services Provision Utilizing a Network of Fast-Charging Stations for Electrical Buses.

[BibT_eX]

[DOI]

Ioannis Lymperopoulos

IEEE Trans. Smart Grid, 2020

2019

Recurrent Neural Network based MPC for Process Industries.

[BibT_eX]

[DOI]

Proceedings of the 17th European Control Conference, 2019

2018

Optimal Load Sharing for Serial Compressors via Modifier Adaptation.

[BibT_eX]

[DOI]

Predrag Milosavljevic

Proceedings of the 16th European Control Conference, 2018

2017

Model Predictive Approaches for Active Surge Control in Centrifugal Compressors.

[BibT_eX]

[DOI]

IEEE Trans. Control. Syst. Technol., 2017

A stabilizing nonlinear model predictive control scheme for time-optimal point-to-point motions.

[BibT_eX]

[DOI]

Proceedings of the 56th IEEE Annual Conference on Decision and Control, 2017

2016

Online performance tracking and load sharing optimization for parallel operation of gas compressors.

[BibT_eX]

[DOI]

Comput. Chem. Eng., 2016

Optimal load sharing of parallel compressors via modifier adaptation.

[BibT_eX]

[DOI]

Predrag Milosavljevic

Andrea Cortinovis

Alejandro G. Marchetti

Timm Faulwasser

Dominique Bonvin

Proceedings of the 2016 IEEE Conference on Control Applications, 2016

2014

Modeling and control of a Linear Fresnel Collector system.

[BibT_eX]

[DOI]

Luis F. Dominguez

Freerk Klasing

Proceedings of the 13th European Control Conference, 2014

Online adaptation of performance maps for centrifugal gas compressors.

[BibT_eX]

[DOI]

Proceedings of the 13th European Control Conference, 2014

Safe and efficient operation of centrifugal compressors using linearized MPC.

[BibT_eX]

[DOI]

Proceedings of the 53rd IEEE Conference on Decision and Control, 2014

Active pitch control of tethered wings for airborne wind energy.

[BibT_eX]

[DOI]

Proceedings of the 53rd IEEE Conference on Decision and Control, 2014

2013

Load sharing optimization of parallel compressors.

[BibT_eX]

[DOI]

Proceedings of the 12th European Control Conference, 2013

2011

Constrained spectrum control using MPC.

[BibT_eX]

[DOI]

Proceedings of the 50th IEEE Conference on Decision and Control and European Control Conference, 2011

2008

Real-time optimization of the pulp mill benchmark problem.

[BibT_eX]

[DOI]