Curriculum Vitae

Studies of electrical engineering at Karlsruhe Institute of Technology (KIT) and the University of Newcastle, Australia (bachelor 2010). Practical work within the pre-master program of Robert Bosch GmbH at the research and development center of Abstatt. Then, studies of electrical engineering at KIT. Master’s thesis at IRS on the identification of a movement model based on measured trajectories. From 2013 until 2018 research assistant at the IRS and fellow of the doctoral college in the "Projekthaus eDrive". Since 2018 department manager of "Control in Information Technology" (CIT, Director Prof. Hohmann) at the research center for information technology (FZI).

Research

Classical manual development processes are time-consuming and cost-intensive. Use of more formalized methods for specification, implementation, and verification offers a vast potential for time and cost reduction. Formalized methods and processes are less susceptible to failure and produce more reliable results. In addition, clearer structures and notations are generated, which may result in enhanced system understanding.

Within the “Systems with Guarantees” group, methods are developed for such a formalization. The different projects of the group focus on the different partial steps of a development process. The objective is the development of a standardized framework for specification, control design, and verification.

The requirements needed are to be intuitive and easy to define. The results are given a degree of confidence that results from the framework used and the special mathematical description applied. In the context of safety-critical systems (e.g. driver assistance systems, autopilots, etc.) in particular, such data are of decisive importance. By using the proposed framework, it is possible to derive information on the functional properties of safety-critical systems based on easy-to-verify assumptions.

My research focuses on guaranteed verification of hybrid dynamic systems (also known as “embedded system” or “cyber physical system”) by using interval arithmetics. To determine so-called “inner enclosures,” a special type of interval arithmetics, so-called Kaucher interval arithmetics is applied. This new approach is to be used for control problems along the complete development process.

Publications

2023

ReACT: Reinforcement Learning for Controller Parametrization Using B-Spline Geometries
Rudolf, T.; Flögel, D.; Schürmann, T.; Süß, S.; Schwab, S.; Hohmann, S.
2023. 2023 IEEE International Conference on Systems, Man, and Cybernetics (SMC), 3385–3391, Institute of Electrical and Electronics Engineers (IEEE). doi:10.1109/SMC53992.2023.10394648
Fahrermodelle im Kontext der Freigabe Hoch-Automatisierter Fahrzeuge
Lemmer, M.; Schwab, S.; Hohmann, S.
2023, September 7. 18th DortmunderAutoTag (2023), Dortmund, Germany, September 7, 2023
Game-Theoretic Trajectory Planning of Mobile Robots in Unstructured Intersection Scenarios
Majer, N.; Luithle, L.; Schürmann, T.; Schwab, S.; Hohmann, S.
2023. IFAC-PapersOnLine, 56 (2), 11808–11814. doi:10.1016/j.ifacol.2023.10.575
The role of driver models in testing highly-automated driving: a survey [Die Rolle von Fahrermodellen für das Testen hoch-automatisierter Fahrfunktionen: Eine Übersicht]
Lemmer, M.; Schwab, S.; Hohmann, S.
2023. at - Automatisierungstechnik, 71 (1), 16–27. doi:10.1515/auto-2022-0097

2022

Identification of a Game-Theoretic Driver Decision Making Model using a Bi-Level Approach
Lemmer, M.; Schwab, S.; Hohmann, S.
2022. 2022 IEEE Conference on Control Technology and Applications (CCTA), 857–862, Institute of Electrical and Electronics Engineers (IEEE). doi:10.1109/CCTA49430.2022.9966194
Die Rolle von Fahrermodellen bei der Freigabe des Hoch-Automatisierten Fahrens
Schwab, S.; Hohmann, S.; Lemmer, M.
2022, June 23. 17. Fachtagung Entwurf Komplexer Automatisierungssysteme (EKA 2022), Magdeburg, Germany, June 23–24, 2022
Mitigating Power Peaks in Automotive Power Networks by Exploitation of Flexible Loads
Schürmann, T.; Kutter, N.; Schwab, S.; Hohmann, S.
2022. 2022 XXVIII International Conference on Information, Communication and Automation Technologies (ICAT): 16–18 June 2022, Sarajevo, Bosnia and Herzegovina, Institute of Electrical and Electronics Engineers (IEEE). doi:10.1109/ICAT54566.2022.9811195
Fuzzy Action-Masked Reinforcement Learning Behavior Planning for Highly Automated Driving
Rudolf, T.; Gao, M.; Schurmann, T.; Schwab, S.; Hohmann, S.
2022. 2022 8th International Conference on Control, Automation and Robotics (ICCAR): 8–10 April 2022, Xiamen, China, 264–270, Institute of Electrical and Electronics Engineers (IEEE). doi:10.1109/ICCAR55106.2022.9782671
Data-Driven Automotive Development: Federated Reinforcement Learning for Calibration and Control
Rudolf, T.; Schürmann, T.; Skull, M.; Schwab, S.; Hohmann, S.
2022. 22. Internationales Stuttgarter Symposium : Automobil- und Motorentechnik. Bd.: 1. Hrsg.: M. Bargende, 369–384, Springer Fachmedien Wiesbaden. doi:10.1007/978-3-658-37009-1_26
Robust Parameter Estimation and Tracking through Lyapunov-based Reinforcement Learning
Rudolf, T.; Ransiek, J.; Schwab, S.; Hohmann, S.
2022. IECON 2022 – 48th Annual Conference of the IEEE Industrial Electronics Society, 1–6, Institute of Electrical and Electronics Engineers (IEEE). doi:10.1109/IECON49645.2022.9968893
Communication Scheme for a Modular Automotive Power Network Management
Schurmann, T.; Schwab, S.; Hohmann, S.
2022. 2022 26th International Conference on System Theory, Control and Computing (ICSTCC), 582–587, Institute of Electrical and Electronics Engineers (IEEE). doi:10.1109/ICSTCC55426.2022.9931764
Guaranteed Verification of Dynamic Systems. PhD dissertation
Schwab, S.
2022. KIT Scientific Publishing. doi:10.5445/KSP/1000097527

2021

Distributed and Modular Automotive Power Network Management Based on Auction Theory
Schurmann, T.; Rafles, A.; Schwab, S.; Hohmann, S.
2021. 2021 IEEE International Conference on Systems, Man, and Cybernetics (SMC), 2242–2249, Institute of Electrical and Electronics Engineers (IEEE). doi:10.1109/SMC52423.2021.9659250
Maneuver Based Modeling of Driver Decision Making using Game-Theoretic Planning
Lemmer, M.; Shu, J.; Schwab, S.; Hohmann, S.
2021. 2021 IEEE International Conference on Systems, Man, and Cybernetics (SMC), Melbourne, Australia, 17-20 Oct. 2021, 1332–1338, Institute of Electrical and Electronics Engineers (IEEE). doi:10.1109/SMC52423.2021.9658771
Modeling Multi-Driver Interaction in Intersection Scenarios Based on a Hybrid Game Approach
Lemmer, M.; Schwab, S.; Hohmann, S.
2021. IEEE Conference on Control Technology and Applications (CCTA), San Diego, CA, USA, 9-11 Aug. 2021, 416–423, Institute of Electrical and Electronics Engineers (IEEE). doi:10.1109/CCTA48906.2021.9658588
Toward Holistic Energy Management Strategies for Fuel Cell Hybrid Electric Vehicles in Heavy-Duty Applications
Rudolf, T.; Schurmann, T.; Schwab, S.; Hohmann, S.
2021. Proceedings of the IEEE, 109 (6), 1094–1114. doi:10.1109/JPROC.2021.3055136
Automated Anomaly Detection in Data Streams on Engine Test Benches Using Multi-Scale Convolutional Recurrent Encoder-Decoder
Juhl, J.; Rudolf, T.; Lukas, K.; Schwab, S.; Dummer, G.; Hohmann, S.; Stork, W.
2021. Proceedings of the International Vienna Motor Symposium 2021. Hrsg.: B. Geringer, Österreichischer Verein für Kraftfahrzeugtechnik (ÖVK)
Application of an auction based automotive power network management
Schürmann, T.; Schwab, S.; Hohmann, S.
2021. FDIBA in the New Technological World, 29–32
Safely Learning Model Predictive Control with Time-Variant State Constraints and its Application to Motion Planning
Kohrer, L.; Majer, N.; Schwab, S.; Hohmann, S.
2021. 2021 IEEE International Intelligent Transportation Systems Conference (ITSC): 19-22 September 2021, Indianapolis, IN, USA, 755–762, Institute of Electrical and Electronics Engineers (IEEE). doi:10.1109/ITSC48978.2021.9564934

2020

Driver Interaction at Intersections: A Hybrid Dynamic Game Based Model
Lemmer, M.; Schwab, S.; Hohmann, S.
2020. 2020 IEEE International Conference on Systems, Man, and Cybernetics (SMC), 2269–2276, Institute of Electrical and Electronics Engineers (IEEE). doi:10.1109/SMC42975.2020.9283079
Extended Nonlinear Dynamical Modeling and State Estimation for the Temperature Control of Loop Heat Pipes
Gellrich, T.; Moeller, J.; Schwab, S.; Hohmann, S.
2020. 2020 IEEE Conference on Control Technology and Applications (CCTA), Montreal, QC, Canada, Canada, 24-26 Aug. 2020, 1015–1022, Institute of Electrical and Electronics Engineers (IEEE). doi:10.1109/CCTA41146.2020.9206366
Shared-Control Concepts for Large Vehicle-Manipulators
Varga, B.; Burkhardt, Y.; Schwab, S.; Hohmann, S.
2020. 2020 IEEE 29th International Symposium on Industrial Electronics (ISIE), 197–203, Institute of Electrical and Electronics Engineers (IEEE). doi:10.1109/ISIE45063.2020.9152208
Model-Free Control Design for Loop Heat Pipes Using Deep Deterministic Policy Gradient
Gellrich, T.; Min, Y.; Schwab, S.; Hohmann, S.
2020. IFAC-PapersOnLine, 53 (2), 1575–1580. doi:10.1016/j.ifacol.2020.12.2190
Model-free control design for loop heat pipes using deep deterministic policy gradient
Gellrich, T.; Min, Y.; Schwab, S.; Hohmann, S.
2020. 21st IFAC World Congress 2020 - 1st Virtual IFAC World Congress
Dynamic state-space modeling and model-based control design for loop heat pipes
Gellrich, T.; Sester, C.; Okraschevski, M.; Schwab, S.; Bauer, H.-J.; Hohmann, S.
2020
Limited-Information Cooperative Shared Control for Vehicle-Manipulators
Varga, B.; Shahirpour, A.; Lemmer, M.; Schwab, S.; Hohmann, S.
2020. 2020 IEEE International Conference on Systems, Man, and Cybernetics (SMC), Toronto, ON, Canada, October 11–14, 2020., Art.-Nr. 09283367, Institute of Electrical and Electronics Engineers (IEEE). doi:10.1109/SMC42975.2020.9283367
Validation of Cooperative Shared-Control Concepts for Large Vehicle-Manipulators
Varga, B.; Shahirpour, A.; Burkhardt, Y.; Schwab, S.; Hohmann, S.
2020. IEEE CCTA 2020 : 4th IEEE Conference on Control Technology and Applications : August 24-26, 2020, Montréal, Canada, 542–548, Institute of Electrical and Electronics Engineers (IEEE). doi:10.1109/CCTA41146.2020.9206372

2019

Nonlinear Model Identification Adaptive Heater Control Design for Loop Heat Pipes
Gellrich, T.; Zhang, X.; Schwab, S.; Hohmann, S.
2019. IEEE Conference on Control Technology and Applications (CCTA), 679–684, Institute of Electrical and Electronics Engineers (IEEE). doi:10.1109/CCTA.2019.8920525
Regenerative Braking Strategies for Electric Heavy Duty Trucks
Rudolf, T.; Bischof, F.; Schwab, S.; Hohmann, S.
2019, July. 6th SINO-EU Doctoral School for Sustainability Engineering (SESE 2019), Lisbon, Portugal, July 22–24, 2019
Verification of hybrid systems using Kaucher arithmetic
Schwab, S.; Hohmann, S.
2019. Automatisierungstechnik, 67 (4), 316–325. doi:10.1515/auto-2018-0095
Control of Large Vehicle-Manipulators with Human Operator
Varga, B.; Shahirpour, A.; Schwab, S.; Hohmann, S.
2019. IFAC-PapersOnLine, 52 (30), 373–378. doi:10.1016/j.ifacol.2019.12.571
Guaranteed Verification of Dynamic Systems. PhD dissertation
Schwab, S.
2019. Karlsruher Institut für Technologie (KIT). doi:10.5445/IR/1000097068
Model predictive control and trajectory optimization of large vehicle-manipulators
Varga, B.; Meier, S.; Schwab, S.; Hohmann, S.
2019. IEEE International Conference on Mechatronics (IEEE ICM 2019), Ilmenau, March 18-20, 2019, 60–66, Institute of Electrical and Electronics Engineers (IEEE). doi:10.1109/ICMECH.2019.8722886

2018

Modeling of Human-Centered Cooperative Control by Means of Tracking in Discrete Time Linear Quadratic Differential Games
Lemmer, M.; Köpf, F.; Schwab, S.; Flad, M.; Hohmann, S.
2018. 1st IEEE International Conference on Artificial Intelligence and Knowledge Engineering, AIKE 2018; Laguna Hills; United States; 26 September 2018 through 28 September 2018, 156–161, Institute of Electrical and Electronics Engineers (IEEE). doi:10.1109/AIKE.2018.00034
A Robust Fault Detection Method using a Zonotopic Kaucher Set-membership Approach
Schwab, S.; Puig, V.; Hohmann, S.
2018. IFAC-PapersOnLine, 51 (24), 500–507. doi:10.1016/j.ifacol.2018.09.623
Automatisierte Verifikation hybrider Systeme am Beispiel eines Batteriemanagementsystems
Schwab, S.; Hohmann, S.
2018. Entwurf komplexer Automatisierungssysteme : EKA 2018 : Beschreibungsmittel, Methoden, Werkzeuge und Anwendungen : 15. Fachtagung mit Workshop : 02. bis 03. März 2018 in Magdeburg. Hrsg.: Ulrich Jumar, Christian Diedrich, ifak / Otto-von-Guericke-Universität

2017

Verified Diagnosis of Safety Critical Dynamic Systems Based on Kaucher Interval Arithmetic
Schwab, S.; Stark, O.; Hohmann, S.
2017. 20th IFAC World Congress, Toulouse, F, July 9-14, 2017, 13414–13421. doi:10.1016/j.ifacol.2017.08.1939
Examples on Verified Diagnosis of Safety Critical Dynamic Systems Based on Kaucher Interval Arithmetik
Schwab, S.; Stark, O.; Hohmann, S.
2017, June 14. 10th Summer Workshop on Interval Methods, and 3rd International Symposium on Set Membership Applications, Reliability and Theory. (SWIM - SMART 2017), Manchester, UK, June 14 - 16, 2017
Automated Verification of Switched Systems Using Hybrid Identification
Schwab, S.; Holzmüller, B.; Hohmann, S.
2017. Cyber Physical Systems : Design, Modeling, and Evaluation. 6th International Workshop, Pittsburgh, PA, October 6, 2016. Ed.: C. Berger, 87–100, Springer International Publishing. doi:10.1007/978-3-319-51738-4_7

2016

Verification of battery management systems using hybrid identification
Schwab, S.; Hohmann, S.
2016. SINO-EU Doctoral School for Sustainability Engineering Harbin Institute of Technology (HIT), Harbin, China, 29th August – 03rd September, 2016

2014

Steering driver assistance system: A systematic cooperative shared control design approach
Flad, M.; Otten, J.; Schwab, S.; Hohmann, S.
2014. Proceedings - 2014 IEEE International Conference on Systems, Man, and Cybernetics (SMC), San Diego, CA, USA, October 5-8, 2014, 3585–3592, Institute of Electrical and Electronics Engineers (IEEE). doi:10.1109/SMC.2014.6974486
Necessary and sufficient conditions for the design of cooperative shared control
Flad, M.; Otten, J.; Schwab, S.; Hohmann, S.
2014. Proceedings - 2014 IEEE International Conference on Systems, Man, and Cybernetics (SMC), San Diego, CA, USA, October 5-8, 2014, 1253–1259, Institute of Electrical and Electronics Engineers (IEEE). doi:10.1109/SMC.2014.6974086

2013

Online identification of individual driver steering behaviour and experimental results
Diehm, G.; Maier, S.; Flad, M.; Hohmann, S.
2013. Proceedings - 2013 IEEE International Conference on Systems, Man and Cybernetics (SMC 2013) : Manchester, United Kingdom, 13 - 16 October 2013, 221–227, Institute of Electrical and Electronics Engineers (IEEE). doi:10.1109/SMC.2013.44
An Identification Method for Individual Driver Steering Behaviour Modelled by Switched Affine Systems
Diehm, G.; Maier, S.; Flad; .; Hohmann, S.
2013. 52nd IEEE Annual Conference on Decision and Control, Florence, Italy, Dec. 10 ‐13, 2013, 3547–3553, Institute of Electrical and Electronics Engineers (IEEE). doi:10.1109/CDC.2013.6760428