#### Jun.-Prof. Dr. Sebastian Peitz

Fachgruppeninhaber - Juniorprofessor

Institut für Industriemathematik

Vorstand - Juniorprofessor

33098 Paderborn

- 1. Forschungsthemen
- Mehrzieloptimierung und -optimalsteuerung,
- Beschleunigung von Algorithmen durch das Ausnutzen von Strukturen
- Anwendungen im Bereich des maschinellen Lernens (z.B. sparse regression und das Training neuronaler Netze)
- Echtzeit-Anwendbarkeit in Kombination Model Predictive Control
- Lösen von PDE-restringierten Problemen mittels Modellreduktion

- Modellreduktion für komplexe Systeme, insbesondere Partielle Differentialgleichungen, mittels
- Proper Orthogonal Decomposition (POD)
- Koopman Operator-Ansätzen
- Maschineller Lernverfahren

- Datengetriebene Optimierung und Kontrolle komplexer dynamischer Systeme, insbesondere von Fluidströmungen

- Entwicklung von Optimierungsmethoden zur Effizienzsteigerung maschineller Lernverfahren

- Mehrzieloptimierung und -optimalsteuerung,
- 2. Forschungsprojekte
**Titel:**Multiobjective Optimization of Non-Smooth PDE-Constrained Problems - Switches, State Constraints and Model Order Reduction**Beschreibung:**Gemeinsames Projekt mit der Universität Konstanz (Prof. Dr. Stefan Volkwein), in dem wir Mehrzieloptimierungs- und Optimalsteuerungsprobelme mit nicht-glatten PDE-Nebenbedingungen lösen. Zur Erhöhung der numerischen Effizienz werden Modellreduktionsverfahren wie die Proper Orthogonal Decomposition (POD) eingesetzt, und wir entwickelnt Fehlerschranken, um konvergente Algorithmen zu konstruieren.**Förderung:**DFG Priority Programme 1962 "Non-Smooth and Complementarity-Based Distributed Parameter Systems: Simulation and Hierarchical Optimization"

**Titel:**Simultaneous Development and Testing of Cyber Physical Systems (CPS) using the example of autonomous electric vehicles (SET CPS)**Beschreibung:**Gemeinsames Projekt mit dSPACE und e.GO, in dem wir den Entwicklungs- und Testprozess von autonomen elektrischen Fahrzeugen mit Hilfe von Mehrzieloptimierungsalgorithmen miteinander kombinieren, um die Entwicklungszeit neuer Autos signifikant zu reduzieren (Weitere Informationen)**Förderung:**EFRE.NRW

- 3. Vorträge und Präsentationen
**SIAM Conference on Control and Its Applications**

19.07. - 21.07.2021, Spokane, WA, USA.

"On the universal transformation of data-driven models to control systems"**Inaugural seminar on ``Data-driven Methods in Control'' (organized by the IFAC TC on Optimal Control)**(**Video**)

07/08/2021, online.

"On the universal transformation of data-driven models to control systems"**SIAM Conference on Applications of Dynamical Systems**

23.05. - 27.05.2021, virtual conference.

"On the universal transformation of data-driven models to control systems"**Mini-Workshop: Analysis of Data-driven Optimal Control**

10.05. - 14.05.2021, Oberwolfach Research Institute for Mathematics

"On the universal transformation of data-driven models to control systems"**Machine Learning and Dynamical Systems Seminar**

10.02.2021, virtual presentation

"On the universal transformation of data-driven models to control systems" (**Video**)**University of Rostock Seminar talk**

24.06.2020 - University of Rostock, Germany

"Data driven feedback control of nonlinear PDEs using POD and the Koopman operator"**Workshop on Optimal Control**

02.12. - 03.12.2019 - University of Konstanz, Germany

"The Koopman Operator in PDE-Constrained Optimal Control"**103rd Meeting of the GOR Working Group "Real World Optimization" on "Multicriteria Optimization and Decision Support in Industry"**

21.11. - 22.11.2019 - Fraunhofer ITWM, Kaiserslautern, Germany

"Autonomous driving with multiobjective model predictive control"**6th International Conference on Continuous Optimization**

05.08. - 08.08.2019 - Berlin, Germany

"Feedback control of nonlinear PDEs using Koopman-Operator-based switched systems"**SIAM Conference on Applications of Dynamical Systems**

19.05. - 23.05.2019 - Snowbird, Utah, USA

"Data Driven Feedback Control of Nonlinear PDEs Using the Koopman Operator"**SIAM Conference on Computational Science and Engineering**

25.02. - 01.03.2019 - Spokane, WA, USA

"Feedback Control of Nonlinear PDEs using Data-efficient Reduced Order Models Based on the Koopman Operator"**Symposium On Machine Learning for Dynamical Systems**

11.02. - 13.02.2019 - London, UK

"Low-dimensional data-based surrogate models for analysis, simulation and control of high-dimensional dynamical systems"**Forschungsseminar der Fachgruppe CSC, Max-Planck-Institut für Dynamik Komplexer Technischer Systeme**

20.11.2018 - Magedburg, Germany

"Data driven feedback control of nonlinear PDEs using the Koopman operator"**5th European Conference on Computational Optimization (EUCCO) 2018**

10.09. - 12.09.2018 - Trier, Germany

"Data driven feedback control of nonlinear PDEs using the Koopman operator"**NUMDIFF-15**

03.09. - 07.09.2018 - Halle (Saale), Germany

"Data driven feedback control of nonlinear PDEs using the Koopman operator"**Oxford Universitxy - Control Engineering Group Seminar**

14.05.2018 - Oxford, UK

"Data driven feedback control of nonlinear PDEs using the Koopman operator"**89th Annual Meeting of GAMM**

19.03. - 23.03.2018 - Munich, Germany

"Set-Oriented Multiobjective Optimal Control of PDEs using Certified ROMs"**4th CRITICS Workshop and Winter School on “Critical Transitions in Complex Systems: Mathematical theory and applications”**

12.03. - 16.03.2018, Wöltingerode, Germany**"**Controlling the Navier-Stokes equations using low-dimensional bilinear approximations obtained from data"**Center for Industrial Mathematics - University of Bremen**

14.12.2017, Bremen, Germany

"Exploiting structure in multiobjective optimal control for real-time applicability and PDE constraints"**it's OWL Strategietagung**

06.12.2017, Paderborn, Germany

"Mathematik in der Industrie - von der Mehrzieloptimierung zu intelligenten Systemen"**18th French - German - Italian Conference on Optimization**

25.09. - 28.09.2017 - Paderborn, Germany

"Multiobjective optimization with uncertainties and the application to reduced order models for PDEs"**8th International Workshop on Set Oriented Numerics (SON)**

12.09. - 15.09.2017 - Santa Barbara, California, USA

"A new framework for Koopman operator based open and closed loop control"**IFAC 2017 World Congress**

19.07. - 24.07.2017 - Toulouse, France

"A Multiobjective MPC Approach for Autonomously Driven Electric Vehicle"**SIAM Conference on Applications of Dynamical Systems**

21.05. - 25.05.2017 - Snowbird, Utah, USA

"A Multiobjective MPC Approach for Autonomously Driven Electric Vehicles"**88th Annual Meeting of GAMM**

06.03. - 10.03.2017 - Weimar, Germany

"POD-based Set Oriented Multiobjective Optimal Control"**Workshop on Optimal and Feedback Control of Differential Equations**

21.11. - 23.11.2016 - Konstanz, Germany

"Multiobjective Optimal Control of the Navier-Stokes Equations Using Reduced Order Modeling"**KoMSO Challenge Workshop "Reduced-Order Modeling for Simulation and Optimization"**

07.11. - 08.11.2016 - Robert BOSCH Campus, Renningen, Germany

"ROM-based Multiobjective Optimal Control of the Navier-Stokes Equations"**4th European Conference on Computational Optimization**

12.09. - 14.09.2016 - Leuven, Belgium

"Reduced Order Model Based Multiobjective Optimal Control of Nonlinear PDEs"**24th International Congress of Theoretical and Applied Mechanics**

21.08. - 26.08.2016 - Montreal, Canada

"Reduced Order Model based Multiobjective Optimal Control of Fluids"**11th AIMS Conference on Dynamical Systems, Differential Equations****and Applications**

01.07. - 05.07.2016 - Orlando, Florida, USA

"Multiobjective Optimal Control of Coherent Structures Using Reduced Order Modeling"**Paderborner Wissenschaftstage**

27.06.2016, Paderborn, Germany

"Energieeffizientes autonomes Fahren mit Hilfe mathematischer Optimierungsverfahren"**SON2015 - 6th International Workshop on Set-Oriented Numerics**

28.09. - 01.10.2015, London, England

"Multiobjective Optimal Control Methods for Fluid Flow Using Reduced Order Modeling"**SIAM Conference on Control & it's Applications**

08.07. - 10.07.2015, Paris, France

"Multiobjective Optimal Control Techniques in Energy Management" (within the Minisymposium "Controls, Optimization and Estimation for Building Energy Managment")**GAMM 86th Annual Meeting**

23.03. - 27.03.2015, Lecce, Italy

"Multiobjective Optimization of the Flow Around a Cylinder Using Model Order Reduction"**Oberwolfach Seminar: Projection Based Model Reduction**

23.09. - 29.09.2014, Oberwolfach, Germany**SON2014 - 5th International Workshop on Set-Oriented Numerics**

01.09. - 05.09.2014, Christchurch, New Zealand

"Multiobjective Optimal Control Methods for the Development of an Intelligent Cruise Control"**SysInt2014 - Conference on System-Integrated Intelligence**

02.07. - 04.07.2014, Bremen, Germany

"Development of an Intelligent Cruise Control using Optimal Control Methods"**ECMI2014 - European Consortium for Mathematics in Industry**

09.06. - 13.06.2014, Taormina, Italy

"Multiobjective Optimal Control Methods for the Development of an Intelligent Cruise Control"**6th Elgersburg School on Hybrid Dynamical Systems and Mathematical Biology**

16.03. - 22.03.2014, Elgersbrug, Germany- 4. Konferenzen und Minisymposien
Member of the Program Committee of the 7th International Online & Onsite Conference on Machine Learning, Optimization, and Data Science (LOD2021)

Co-organization of a conference in honor of M. Dellnitz' 60th birthday, Paderborn, 27.09. - 01.10.2021.

Organization of the Minisymposium "Recent trends in multiobjective optimization" at the SIAM Conference on Optimization, online conference, 2021.

Co-organization (with J. Heiland) of the Minisymposium "Data-driven Methods in Model Reduction and Control" at the SIAM Conference on Control and Its Applications, online conference, 2021.

Co-organization (with S. Klus and F. Nüske) of the Minisymposium "Data-driven methods for stochastic systems" at the SIAM Conference on Applications of Dynamical Systems, online conference, 2021.

Co-organization (with H. Lange) of the Minisymposium "Data-driven identification, modeling and control of complex dynamical systems" at the SIAM Conference on Mathematics of Data Science, Cincinnati, Ohio, USA, 2020 (canceled).

Co-organization (with S. Klus, M. Korda and A. Mauroy) of the Minisymposia "Control Techniques based on Koopman Operator Theory" and "Advanced Data-Driven Techniques and Numerical Methods in Koopman Operator Theory" at the SIAM Conference on Applications of Dynamical Systems, Snowbird, Utah, USA, 2019.

- 5. Weitere Informationen

01.04.2021 - heute | Juniorprofessor Data Science for Engineering, Institut für Informatik, Universität Paderborn |

01.10.2017 - 31.03.2021 | Geschäftsführer Institut für Industriemathematik, Universität Paderborn |

01.10.2013 - 30.09.2017 | Wissenschaftlicher Mitarbeiter Lehrstuhl für Angewandte Mathematik und Institut für Industriemathematik (Prof. Dr. Michael Dellnitz, Universität Paderborn) |

08.08.2017 | Promotion Titel: "Exploiting Structure in Multiobjective Optimization and Optimal Control" |

01.10.2007 - 18.07.2013 | Studium Maschinenbau (RWTH Aachen) |

16.06.2006 | Abitur Hans-Ehrenberg-Gymnasium (Sennestadt) |

Liste im Research Information System öffnen

## 2021

M. Dellnitz, E. Hüllermeier, M. Lücke, S. Ober-Blöbaum, C. Offen, S. Peitz, K. Pfannschmidt, in: arXiv:2104.03562, 2021

B. Gebken, S. Peitz, Journal of Global Optimization (2021), 80, pp. 3-29

S. Peitz, K. Bieker, in: arXiv:2102.04722, 2021

B. Gebken, S. Peitz, Journal of Optimization Theory and Applications (2021), 188, pp. 696-723

S. Ober-Blöbaum, S. Peitz, International Journal of Robust and Nonlinear Control (2021), 31(2), pp. 380-403

M.B. Berkemeier, S. Peitz, Mathematical and Computational Applications (2021), 26(2)

## 2020

K. Bieker, S. Peitz, S.L. Brunton, J.N. Kutz, M. Dellnitz, Theoretical and Computational Fluid Dynamics (2020), 34, pp. 577–591

S. Klus, F. Nüske, S. Peitz, J. Niemann, C. Clementi, C. Schütte, Physica D: Nonlinear Phenomena (2020), 406

O. Schütze, O. Cuate, A. Martín, S. Peitz, M. Dellnitz, Engineering Optimization (2020), 52(5), pp. 832-855

S. Peitz, S. Klus, in: Lecture Notes in Control and Information Sciences, Springer, 2020, pp. 257-282

S. Peitz, S.E. Otto, C.W. Rowley, SIAM Journal on Applied Dynamical Systems (2020), 19(3), pp. 2162-2193

K. Flaßkamp, S. Ober-Blöbaum, S. Peitz, in: Advances in Dynamics, Optimization and Computation, Springer, 2020

C.I. Hernández Castellanos, S. Ober-Blöbaum, S. Peitz, International Journal of Robust and Nonlinear Control (2020), 30(17), pp. 7593-7618

K. Bieker, B. Gebken, S. Peitz, in: arXiv:2012.07483, 2020

## 2019

B. Gebken, S. Peitz, M. Dellnitz, Journal of Global Optimization (2019), 73(4), pp. 891-913

S. Banholzer, B. Gebken, M. Dellnitz, S. Peitz, S. Volkwein, in: arXiv:1906.09075, 2019

S. Hanke, S. Peitz, O. Wallscheid, J. Böcker, M. Dellnitz, in: 2019 IEEE International Symposium on Predictive Control of Electrical Drives and Power Electronics (PRECEDE), 2019

S. Peitz, S. Ober-Blöbaum, M. Dellnitz, Acta Applicandae Mathematicae (2019), 161(1), pp. 171–199

S. Peitz, S. Klus, Automatica (2019), 106, pp. 184-191

## 2018

S. Peitz, M. Dellnitz, Mathematical and Computational Applications (2018), 23(2)

D. Beermann, M. Dellnitz, S. Peitz, S. Volkwein, in: PAMM, 2018, pp. 51-54

S. Peitz, in: arXiv:1801.06419, 2018

S. Klus, S. Peitz, I. Schuster, in: arXiv:1805.10118, 2018

D. Beermann, M. Dellnitz, S. Peitz, S. Volkwein, in: Reduced-Order Modeling (ROM) for Simulation and Optimization, 2018, pp. 47-72

S. Hanke, S. Peitz, O. Wallscheid, S. Klus, J. Böcker, M. Dellnitz, in: arXiv:1804.00854, 2018

B. Gebken, S. Peitz, M. Dellnitz, in: Numerical and Evolutionary Optimization – NEO 2017, 2018

S. Klus, P. Gelß, S. Peitz, C. Schütte, Nonlinearity (2018), 31(7), pp. 3359-3380

F. Kummert, A. Albers, C. Bremer, S. Büttner, M. Dellnitz, R. Dumitrescu, M. Gräler, V. Just, H. Mucha, S. Peitz, C. Röcker, A. Trächtler, C. Tschirner, S. Wang, J. Wittrowski, in: Ressourceneffiziente Selbstoptimierende Wäscherei – Ergebnisse des ReSerW-Projekts, Springer, 2018

## 2017

S. Peitz, K. Schäfer, S. Ober-Blöbaum, J. Eckstein, U. Köhler, M. Dellnitz, IFAC-PapersOnLine (2017), 50(1), pp. 8674-8679

S. Peitz, M. Dellnitz, in: NEO 2016, 2017, pp. 159-182

M. Dellnitz, J. Eckstein, K. Flaßkamp, P. Friedel, C. Horenkamp, U. Köhler, S. Ober-Blöbaum, S. Peitz, S. Tiemeyer, in: Progress in Industrial Mathematics at ECMI 2014 , Springer International Publishing, 2017, pp. 633-641

## 2016

J. Eckstein, S. Peitz, K. Schäfer, P. Friedel, U. Köhler, M.H. Molo, S. Ober-Blöbaum, M. Dellnitz, in: Procedia Technology, 2016, pp. 465-472

S. Peitz, M. Gräler, C. Henke, M.H. Molo, M. Dellnitz, A. Trächtler, in: Procedia Technology, 2016, pp. 483-490

## 2015

S. Peitz, M. Dellnitz, in: PAMM, 2015, pp. 613-614

## 2014

M. Dellnitz, J. Eckstein, K. Flaßkamp, P. Friedel, C. Horenkamp, U. Köhler, S. Ober-Blöbaum, S. Peitz, S. Tiemeyer, in: Procedia Technology, 2014, pp. 285-294