Journal Article
| Title | Author(s) |
|---|---|
| Designing production-optimal alternative fuels for conventional, flexible-fuel, and ultra-high efficiency engines Erschienen in: Chemical engineering science = Génie chimique (2021) | König, Andrea Siska, Maximilian Schweidtmann, Artur M. Rittig, Jan Gerald Viell, Jörn Mitsos, Alexander Dahmen, Manuel (Corresponding author) |
| Deterministic global optimization with Gaussian processes embedded Erschienen in: Mathematical programming computation : MPC (2021) | Schweidtmann, Artur M. Bongartz, Dominik Grothe, Daniel Kerkenhoff, Tim Lin, Xiaopeng Najman, Jaromil Mitsos, Alexander (Corresponding author) |
| Obey validity limits of data-driven models through topological data analysis and one-class classification Erschienen in: Optimization and engineering (2021) | Schweidtmann, Artur M. (Corresponding author) Weber, Jana M. Wende, Christian Netze, Linus Mitsos, Alexander |
| Deterministic Global Nonlinear Model Predictive Control with Neural Networks Embedded Erschienen in: IFAC-PapersOnLine (2020) | Doncevic, Danimir T. Schweidtmann, Artur M. Vaupel, Yannic Schäfer, Pascal Caspari, Adrian Mitsos, Alexander (Corresponding author) |
| Globally optimal working fluid mixture composition for geothermal power cycles Erschienen in: Energy : the international journal (2020) | Huster, Wolfgang Raphael Schweidtmann, Artur M. Mitsos, Alexander (Corresponding author) |
| Modelling Circular Structures in Reaction Networks : Petri Nets and Reaction Network Flux Analysis Erschienen in: Computer aided chemical engineering (2020) | Weber, Jana M. Schweidtmann, Artur M. Nolasco, Edouardo Lapkin, Alexei A. (Corresponding author) |
| The Potential of Hybrid Mechanistic/Data‐Driven Approaches for Reduced Dynamic Modeling : Application to Distillation Columns Erschienen in: Chemie - Ingenieur - Technik : CIT (2020) | Schäfer, Pascal Caspari, Adrian Schweidtmann, Artur M. Vaupel, Yannic Mhamdi, Adel Mitsos, Alexander (Corresponding author) |
| Graph Neural Networks for Prediction of Fuel Ignition Quality Erschienen in: Energy & fuels (2020) | Schweidtmann, Artur M. Rittig, Jan Gerald König, Andrea Grohe, Martin Mitsos, Alexander Dahmen, Manuel (Corresponding author) |
| Nonlinear scheduling with time-variable electricity prices using sensitivity-based truncations of wavelet transforms Erschienen in: AIChE journal (2020) | Schäfer, Pascal Schweidtmann, Artur M. Mitsos, Alexander (Corresponding author) |
| Deterministic global superstructure-based optimization of an organic Rankine cycle Erschienen in: Computers & chemical engineering (2020) | Huster, Wolfgang Raphael Schweidtmann, Artur M. Lüthje, Jannik T. Mitsos, Alexander (Corresponding author) |
| Multi-scale membrane process optimization with high-fidelity ion transport models through machine learning Erschienen in: Journal of membrane science (2020) | Rall, Deniz Patrick Schweidtmann, Artur M. Kruse, Maximilian Evdochenko, Elizaveta Mitsos, Alexander Wessling, Matthias (Corresponding author) |
| Simultaneous rational design of ion separation membranes and processes Erschienen in: Journal of membrane science (2020) | Rall, Deniz Patrick Schweidtmann, Artur M. Aumeier, Benedikt Maximilian Kamp, Johannes Karwe, Jannik Ostendorf, Katrin Mitsos, Alexander Wessling, Matthias (Corresponding author) |
| Wavelet-based grid-adaptation for nonlinear scheduling subject to time-variable electricity prices Erschienen in: Computers & chemical engineering (2019) | Schäfer, Pascal Schweidtmann, Artur M. Lenz, Philipp H. A. Markgraf, Hannah M. C. Mitsos, Alexander (Corresponding author) |
| Automated Self-Optimisation of Multi-Step Reaction and Separation Processes Using Machine Learning Erschienen in: The chemical engineering journal (2019) | Clayton, Adam D. Schweidtmann, Artur M. Clemens, Graeme Manson, Jamie A. Taylor, Connor J. Niño, Carlos G. Chamberlain, Thomas W. Kapur, Nikil Blacker, A. John Lapkin, Alexei Bourne, Richard A. (Corresponding author) |
| Working fluid selection for organic rankine cycles via deterministic global optimization of design and operation Erschienen in: Optimization and engineering (2019) | Huster, Wolfgang Raphael Schweidtmann, Artur M. Mitsos, Alexander (Corresponding author) |
| Machine learning and molecular descriptors enable rational solvent selection in asymmetric catalysis Erschienen in: Chemical science (2019) | Amar, Yehia Schweidtmann, Artur M. Deutsch, Paul Cao, Liwei Lapkin, Alexei (Corresponding author) |
| Deterministic Global Process Optimization: Accurate (Single-Species) Properties via Artificial Neural Networks Erschienen in: Computers & chemical engineering (2018) | Schweidtmann, Artur M. Huster, Wolfgang Raphael Lüthje, Jannik T. Mitsos, Alexander (Corresponding author) |
| Model-based bidding strategies on the primary balancing market for energy-intense processes Erschienen in: Computers & chemical engineering (2018) | Schäfer, Pascal Westerholt, Hermann Graf Schweidtmann, Artur M. Ilieva, Svetlina Mitsos, Alexander (Corresponding author) |
| Deterministic Global Optimization with Artificial Neural Networks Embedded Erschienen in: Journal of optimization theory and applications : JOTA (2018) | Schweidtmann, Artur M. Mitsos, Alexander (Corresponding author) |
| Rational Design of Ion Separation Membranes Erschienen in: Journal of membrane science (2018) | Rall, Deniz Patrick Menne, Daniel Schweidtmann, Artur M. Kamp, Johannes von Kolzenberg, Lars Mitsos, Alexander Wessling, Matthias (Corresponding author) |
| Dynamic modeling and optimization of sustainable algal production with uncertainty using multivariate Gaussian processes Erschienen in: Computers & chemical engineering (2018) | Bradford, Eric Schweidtmann, Artur M. Zhang, Dongda (Corresponding author) Jing, Keju Antonio del Rio-Chanona, Ehecatl (Corresponding author) |
| Machine learning meets continuous flow chemistry: Automated optimization towards the Pareto front of multiple objectives Erschienen in: The chemical engineering journal (2018) | Schweidtmann, Artur M. Clayton, Adam D. Holmes, Nicholas Bradford, Eric Bourne, Richard A. (Corresponding author) Lapkin, Alexei (Corresponding author) |
| Correction to: Efficient multiobjective optimization employing Gaussian processes, spectral sampling and a genetic algorithm Erschienen in: Journal of global optimization (2018) | Bradford, Eric (Corresponding author) Schweidtmann, Artur M. Lapkin, Alexei |
| Efficient multiobjective optimization employing Gaussian processes, spectral sampling and a genetic algorithm Erschienen in: Journal of global optimization (2018) | Bradford, Eric (Corresponding author) Schweidtmann, Artur M. Lapkin, Alexei |
| The concept of selectivity control by simultaneous distribution of the oxygen feed and wall temperature in a microstructured reactor Erschienen in: The chemical engineering journal (2017) | Aworinde, Samson M. Schweidtmann, Artur M. Lapkin, Alexei (Corresponding author) |
| A Multiobjective Optimization Including Results of Life Cycle Assessment in Developing Biorenewables-Based Processes Erschienen in: ChemSusChem (2017) | Helmdach, Daniel Yaseneva, Polina Heer, Parminder K. Schweidtmann, Artur M. Lapkin, Alexei (Corresponding author) |
| Techno-economic Optimization of a Green-Field Post-Combustion CO2 Capture Process Using Superstructure and Rate-Based Models Erschienen in: Industrial & engineering chemistry research (2016) | Lee, Ung Burre, Jannik Caspari, Adrian Kleinekorte, Johanna Schweidtmann, Artur M. Mitsos, Alexander (Corresponding author) |
Contribution to a conference proceedings
| Titel | Author(s) |
|---|---|
| Deterministic Global Nonlinear Model Predictive Control with Neural Networks Embedded Published in: IFAC-PapersOnLine (2020) | Doncevic, Danimir T. Schweidtmann, Artur M. Vaupel, Yannic Schäfer, Pascal Caspari, Adrian Mitsos, Alexander (Corresponding author) |
| Hybrid Mechanistic Data-Driven Modeling for the Deterministic Global Optimization of a Transcritical Organic Rankine Cycle Published in: 30th European Symposium on Computer Aided Process Engineering / edited by Sauro Pierucci, Flavio Manenti, Giulia Luisa Bozzano, Davide Manca (2020) | Huster, Wolfgang Raphael Schweidtmann, Artur M. Mitsos, Alexander (Corresponding author) |
| Modelling Circular Structures in Reaction Networks : Petri Nets and Reaction Network Flux Analysis Published in: Computer aided chemical engineering (2020) | Weber, Jana M. Schweidtmann, Artur M. Nolasco, Edouardo Lapkin, Alexei A. (Corresponding author) |
| Deterministic Global Process Optimization : Flash Calculations via Artificial Neural Networks Published in: 29th European Symposium on Computer Aided Chemical Engineering / edited by Anton A. Kiss (The University of Manchester, United Kingdom), Edwin Zondervan (University of Bremen, Germany), Richard Lakerveld (The Hong Kong University of Science and Technology), Leyla Özkan (Eindhoven University of Technology, The Netherlands). - Part A (2019) | Schweidtmann, Artur M. Bongartz, Dominik Huster, Wolfgang Raphael Mitsos, Alexander (Corresponding author) |
| Impact of Accurate Working Fluid Properties on the Globally Optimal Design of an Organic Rankine Cycle Published in: FOCAPD-19/proceedings of the 9th International Conference on Foundations of Computer-Aided Process Design, July 14-18, 2019 / edited by Salvador Garcia Munoz, Carl D. Laird, Matthew J. Realff (2019) | Huster, Wolfgang Raphael Schweidtmann, Artur M. Mitsos, Alexander (Corresponding author) |
| Working fluid selection for organic rankine cycles via deterministic global optimization of design and operation Published in: Optimization and engineering (2019) | Huster, Wolfgang Raphael Schweidtmann, Artur M. Mitsos, Alexander (Corresponding author) |
| Rational solvent selection in asymmetric hydrogenation using molecular descriptors and machine learning Published in: ACS national meeting. - 256 (2018) | Amar, Yehia (Corresponding author) Schweidtmann, Artur M. Deutsch, Paul Lapkin, Alexei |
Conference Presentation
| Title | Author(s) |
|---|---|
| Graph neural networks for prediction of fuel ignition quality (2020) | Schweidtmann, Artur M. Rittig, Jan Gerald König, Andrea Grohe, Martin Mitsos, Alexander (Corresponding author) Dahmen, Manuel |
| Simultaneous data-driven development of membranes and processes (2020) | Rall, Deniz Patrick Schweidtmann, Artur M. Aumeier, Benedikt Maximilian Kamp, Johannes Mitsos, Alexander Wessling, Matthias |
| Global optimization with hybrid models embedded (2020) | Schweidtmann, Artur M. Mitsos, Alexander |
| Deep End-To-End Learning on Molecular Graphs for Physico-Chemical Property Prediction using Graph Neural Networks (2020) | Rittig, Jan Schweidtmann, Artur M. König, Andrea Dahmen, Manuel Grohe, Martin Mitsos, Alexander (Corresponding author) |
| Maximizing the acquisition function of Bayesian optimization to guaranteed global optimality (2020) | Schweidtmann, Artur M. Bongartz, Dominik Najman, Jaromil Mitsos, Alexander (Corresponding author) |
| Multi-objective self-optimisation of complex continuous flow processes (2019) | Clayton, A. Schweidtmann, Artur M. Holmes, N. Bradford, E. Lapkin, A. Bourne, R. |
| Global Optimization with Machine-Learning Surrogate Models Embedded (2019) | Schweidtmann, Artur M. Mitsos, Alexander |
| Geometrieoptimierung eines kontinuierlichen Millireaktors mittels CFD und maschinellem Lernen (2019) | Begall, Moritz Johannes Schweidtmann, Artur M. Mhamdi, Adel Mitsos, Alexander |
| Global optimization with neural networks embedded: theory, applications, and future work (2019) | Schweidtmann, Artur M. Bongartz, Dominik Huster, Wolfgang Raphael Najman, Jaromil Rall, Deniz Patrick Schäfer, Pascal Wessling, Matthias Mitsos, Alexander (Corresponding author) |
| A Hybrid Stochastic/Gradient-Based Multi-Objective Dynamic Optimization of Vacuum Swing Adsorption (2019) | Hao, Zhimian Schweidtmann, Artur M. Vaupel, Yannic Caspari, Adrian Lapkin, Alexei Mhamdi, Adel Mitsos, Alexander |
| Reduced Space Formulation for Global Optimization with Gaussian Processes (Kriging) Embedded (2019) | Schweidtmann, Artur M. Lin, Xiaopeng Mitsos, Alexander (Corresponding author) |
| MAiNGO - McCormick-based Algorithm for mixed-integer Nonlinear Global Optimization (2019) | Mitsos, Alexander (Corresponding author) Najman, Jaromil Bongartz, Dominik Saß, Susanne Djelassi, Hatim Jungen, Daniel Huster, Wolfgang Raphael Burre, Jannik Karacasulu, Kaan Schweidtmann, Artur M. |
| MAiNGO - McCormick-based Algorithm for mixed-integer Nonlinear Global Optimization (2019) | Najman, Jaromil Bongartz, Dominik Saß, Susanne Burre, Jannik Djelassi, Hatim Huster, Wolfgang Raphael Karacasulu, Kaan Schweidtmann, Artur M. Mitsos, Alexander |
| Machine learning meets continuous flow chemistry: Multi-objective self-optimisation (2019) | Clayton, Adam David Schweidtmann, Artur M. (Corresponding author) Holmes, Nicholas Bradford, Eric Lapkin, Alexei Bourne, Richard |
| Reduced Space Formulation for Global Optimization with Artificial Neural Networks Embedded (2018) | Schweidtmann, Artur M. Mitsos, Alexander (Corresponding author) |
| Global Deterministic Surrogate-Based Process Design (2018) | Schweidtmann, Artur M. Huster, Wolfgang Raphael Mitsos, Alexander (Corresponding author) |
| Rational solvent selection in asymmetric hydrogenation using molecular descriptors and machine learning (2018) | Amar, Yehar Schweidtmann, Artur M. Deutsch, Paul Lapkin, Alexei (Corresponding author) |
| Artificial Neural Networks Design Layer-by-Layer Nanofiltration Membranes (2018) | Rall, Deniz Patrick (Corresponding author) Menne, Daniel Schweidtmann, Artur M. Kamp, J. von Kolzenberg, L. |
| Deterministisch globale Optimierung von hybriden Prozessmodellen mit künstlichen neuronalen Netzen (2018) | Schweidtmann, Artur M. Huster, Wolfgang Raphael Bongartz, Dominik Mitsos, Alexander (Corresponding author) |
| Modelloptimierte Produktionsplanung für energieintensive Elektrolyseprozesse unterschwankenden Energiepreisen (2018) | Brée, Luisa Carola Schäfer, Pascal Schweidtmann, Artur M. Mitsos, Alexander |
| Production of terpene-based intermediates from industrial waste feedstocks: integrated environmental assessment and process modelling study (2018) | Yaseneva, P (Corresponding author) Helmdach, D. Heer, P. Schweidtmann, Artur M. Lapkin, Alexei |
| FlexASU: Flexibilisierung des Betriebs von Luftzerlegungsanlagen (2017) | Mitsos, Alexander (Corresponding author) Klein, Harald Schliebitz, Florian Peschel, Andreas Mhamdi, Adel Lochner, Stefan Schweidtmann, Artur M. Caspari, Adrian Haider, Patrick Kender, Robert Rehfeldt, Sebastian Schäfer, Pascal |
Presentation
| Title | Author(s) |
|---|---|
| Global optimization with machine-learning models embedded (2020) | Schweidtmann, Artur M. Mitsos, Alexander |
| Combining machine learning and optimization for optimal design and operation of processes (2020) | Schweidtmann, Artur M. Bongartz, Dominik Huster, Wolfgang Raphael Najman, Jaromil Rall, Deniz Patrick Wessling, Matthias Lapkin, A. Mitsos, Alexander |
| Deterministic Global Optimization of Artificial Neural Networks (2018) | Schweidtmann, Artur M. (Corresponding author) Mitsos, Alexander |
Poster
| Title | Author(s) |
|---|---|
| Graph Neural Networks for Prediction of Fuel Ignition Quality (2020) | Rittig, Jan Schweidtmann, Artur M. König, Andrea Ackermann, Philipp Dahmen, Manuel Grohe, M. Mitsos, Alexander |
| Multi-objective Bayesian optimisation of a tree-step synthesis of terephthalic acid from crude sulphate turpentine (2020) | Jorayev, P Russo, D. Schweidtmann, Artur M. Deutsch, P. Lapkin, A. |
| Nonlinear Dynamic System Identification of Monoclonal Antibody Production (2019) | Shabnam, Fathima Romanov, Anna Kappatou, Chrysoula Dimitra Schweidtmann, Artur M. Mitsos, Alexander (Corresponding author) |
| Optimization of Flowsheets via Surrogate Models (2019) | Hao, Z. Schweidtmann, Artur M. (Corresponding author) Lapkin, Alexei |
| Optimization-Based Retrofit of a Cryogenic Air Separation Unit for Flexible Operation (2018) | Schweidtmann, Artur M. Schäfer, Pascal Caspari, Adrian Seele, Hagen Padberg, Pascal Offermanns, Christoph Mhamdi, Adel Mitsos, Alexander (Corresponding author) |
| Deterministic Global Optimization of Bio-Processes Using Artificial Neural Network Surrogate Modeling (2018) | Schweidtmann, Artur M. Graß, Nils Mitsos, Alexander (Corresponding author) |
| Feasibility of selectivity improvement in a novel microstructured membrane reactor (2017) | Aworinde, Samson M. Schweidtmann, Artur M. Lapkin, Alexei (Corresponding author) |
| Process Design for Optimal Dynamic Operation of a Cryogenic Air Separation Unit (2017) | Padberg, Pascal Schweidtmann, Artur M. Caspari, Adrian Schäfer, Pascal Mhamdi, Adel Mitsos, Alexander (Corresponding author) |
| Advanced Process Control for Optimal Operation of an Air Separation Unit under Fast-Changing Market Dynamics (2017) | Bering, Luise Schäfer, Pascal Caspari, Adrian Schweidtmann, Artur M. Mhamdi, Adel Mitsos, Alexander (Corresponding author) |
| Utilizing machine learning for the multi-objective self-optimisation of chemical reaction systems (2017) | Schweidtmann, Artur M. Homles, Nicholas Bradford, E. Bourne, R. Lapkin, Alexei |
| Multi-objective Optimization of Expensive Simulations for Efficient and Sustainable Chemical Processes (2016) | Schweidtmann, Artur M. Bradford, Eric Helmdach, Daniel Yaseneva, Polina Heer, Parminder Kaur Lapkin, Alexei (Corresponding author) |