@inproceedings{Herzog2021d,
	address = {Karlsruhe},
	title = {Challenge-based Learning for Robotics Students by Engaging Start-Ups in Technology Ethics},
	booktitle = {Reflecting Technology in Academic Teaching. Workshop on Teaching Environmental,  Societal,  and Ethical Dimensions of Technological Change},
	author = {Herzog, Christian and Breyer, Sabrina and Sonar, Arne and Bombaerts, Gunter},
	year = {2021}
}

@inproceedings{HeBrMaBaRo21,
  author  = {Henn, Sandra and Brendle, Christian and Männel, Georg and Bautsch, Florian and Rostalski, Philipp},
  journal = {AUTOMED 2021},
  title   = {Concept for the testing of automated functions in medical devices},
  year    = {2021}
}

@article{https://doi.org/10.1002/pamm.202000346,
author = {Karachalios, Dimitrios S. and Gosea, Ion Victor and Antoulas, Athanasios C.},
title = {Data-driven (Bilinear) identification and reduction},
journal = {PAMM},
volume = {20},
number = {S1},
pages = {e202000346},
doi = {https://doi.org/10.1002/pamm.202000346},
url = {https://onlinelibrary.wiley.com/doi/abs/10.1002/pamm.202000346},
eprint = {https://onlinelibrary.wiley.com/doi/pdf/10.1002/pamm.202000346},
year = {2021}
}

@article{GiAbBoGrVeMe21,
  author  = {Gidon, Dogan and Abbas, Hossam S. and Bonzanini,  Angelo D. and Graves, David B. and Velni, Javad Mohammadpour and Mesbah, Ali},
  journal = {Control Engineering Practice},
  title   = {Data-driven LPV Model Predictive Control of a Cold Atmospheric Plasma Jet for Biomaterials Processing},
  year    = {2021}
}

@inproceedings{PrGrRo21,
author = {Prüßmann, Jannik and Graßhoff, Jan and Rostalski, Philipp},
doi = {doi:10.1515/cdbme-2021-2073},
url = {https://doi.org/10.1515/cdbme-2021-2073},
title = {Exploitation of Kronecker Structure in Gaussian Process Regression for Efficient Biomedical Signal Processing},
journal = {Current Directions in Biomedical Engineering},
number = {2},
volume = {7},
year = {2021},
pages = {287--290}
}

@INPROCEEDINGS{9654993,
  author={Gosea, Ion Victor and Karachalios, Dimitrios S. and Antoulas, Athanasios C.},
  booktitle={2021 European Control Conference (ECC)}, 
  title={Learning reduced-order models of quadratic dynamical systems from input-output data}, 
  year={2021},
  volume={},
  number={},
  pages={1426-1431},
  doi={10.23919/ECC54610.2021.9654993}
}

@ARTICLE{AbToPeMeVeKo21,
author = {Abbas, Hossam S. and T{\'o}th, Roland and Petreczky, Mihály and Meskin, Nader and Mohammadpour Velni, Javad and Koelewijn, Patrick J.W.},
title = {LPV modeling of nonlinear systems: A multi-path feedback linearization approach},
journal = {International Journal of Robust and Nonlinear Control},
volume = {31},
number = {18},
pages = {9436-9465},
year = {2021}
}

@article{BennerFilanovaKarachaliosMonemAbdelhafezPrzybillaWerner+2021+198+204,
url = {https://doi.org/10.1515/dmvm-2021-0075},
title = {Mathematische Komplexitätsreduktion: Modellreduktion dynamischer Systeme},
title = {},
author = {Peter Benner and Yevgeniya Filanova and Dimitrios Karachalios and Shaimaa Monem Abdelhafez and Jennifer Przybilla and Steffen W. R. Werner},
pages = {198--204},
volume = {29},
number = {4},
journal = {Mitteilungen der Deutschen Mathematiker-Vereinigung},
doi = {doi:10.1515/dmvm-2021-0075},
year = {2021},
lastchecked = {2023-04-17}
}

@Inbook{Karachalios2021,
author="Karachalios, D. S.
and Gosea, I. V.
and Antoulas, A. C.",
editor="Benner, Peter
and Breiten, Tobias
and Fa{\ss}bender, Heike
and Hinze, Michael
and Stykel, Tatjana
and Zimmermann, Ralf",
title="On Bilinear Time-Domain Identification and Reduction in the Loewner Framework",
bookTitle="Model Reduction of Complex Dynamical Systems",
year={2021},
publisher="Springer International Publishing",
address="Cham",
pages="3--30",
doi="10.1007/978-3-030-72983-7_1",
url="https://doi.org/10.1007/978-3-030-72983-7_1"
}

@article{https://doi.org/10.1002/pamm.202100254,
author = {Gosea, Ion Victor and Karachalios, Dimitrios S. and Antoulas, Athanasios C.},
title = {On computing reduced-order bilinear models from time-domain data},
journal = {PAMM},
volume = {21},
number = {1},
pages = {e202100254},
doi = {https://doi.org/10.1002/pamm.202100254},
url = {https://onlinelibrary.wiley.com/doi/abs/10.1002/pamm.202100254},
eprint = {https://onlinelibrary.wiley.com/doi/pdf/10.1002/pamm.202100254},
year = {2021}
}

@inproceedings{Herzog2021,
address = {Hamburg, Germany},
author = {Herzog, Christian},
booktitle = {CEPE/IACAP Joint Conference 2021: The Philosophy and Ethics of Artificial Intelligence},
title = {Practical and Moral Challenges for the Project of Formal Ethics},
year = {2021}
}

@ARTICLE{AbCiMaRoWe21,
  author={Abbas, H. S. and Cisneros, P. S. G. and M{\"a}nnel, G. and Rostalski, P. and Werner, H.},
  journal={IEEE Access}, 
  title={Practical Model Predictive Control for a Class of Nonlinear Systems Using Linear Parameter-Varying Representations}, 
  year={2021},
  volume={9},
  number={},
  pages={62380-62393}
  }

@article{NaHeGrPfLiRo21,
author = {Nawaz, Ayla and Herzog, Christian and Graßhoff, Jan and Pfeiffer, Sven and Lichtenberg, Gerwald and Rostalski, Philipp},
doi = {10.1515/auto-2020-0064},
journal = {at - Automatisierungstechnik},
title = {Probabilistic model-based fault diagnosis for the cavities of the European XFEL},
year = {2021}
}

@phdthesis{Master2021,
author = {Lukas Boudnik},
year = {2021},
title = {{Registration of anatomical surfaces on irregular graphs with discrete optimization}},
school = {{Universität zu Lübeck}},
publisher = {{Master's Thesis at the Institute for Medical Informatics, University of Lübeck}},
type = {{Master's Thesis}},
}

@article{OltmannKuscheRostalski+2021+151+154,
url = {https://doi.org/10.1515/cdbme-2021-2039},
title = {Spatial Sensitivity of ECG Electrode Placement},
author = {Andra Oltmann and Roman Kusche and Philipp Rostalski},
pages = {151--154},
volume = {7},
number = {2},
journal = {Current Directions in Biomedical Engineering},
doi = {doi:10.1515/cdbme-2021-2039},
year = {2021},
lastchecked = {2022-08-24}
}

@inproceedings{HeBrRo21,
  author  = {Hennigs, Carlotta and Brehmer, Kai and Rostalski, Philipp},
  journal = {AUTOMED 2021},
  title   = {The effect of body mass index on pressure controlled ventilator settings},
  year    = {2021}
}

@article{https://doi.org/10.1002/pamm.202000337,
author = {Karachalios, Dimitrios S. and Gosea, Ion Victor and Antoulas, Athanasios C.},
title = {The Loewner framework for nonlinear identification and reduction of Hammerstein cascaded dynamical systems},
journal = {PAMM},
volume = {20},
number = {1},
pages = {e202000337},
doi = {https://doi.org/10.1002/pamm.202000337},
url = {https://onlinelibrary.wiley.com/doi/abs/10.1002/pamm.202000337},
eprint = {https://onlinelibrary.wiley.com/doi/pdf/10.1002/pamm.202000337},
year = {2021}
}

@inproceedings{NgSch21,
  address = {Iași, Romania},
  title={Tightening polytopic constraint in MPC designs for mobile robot navigation},
  author={Nguyen, Ngoc Thinh and Schildbach, Georg},
  booktitle={25th International Conference on System Theory, Control and Computing},
  year={2021}
}

@ARTICLE{Rostalski2020-md,
  title     = "Automation in medical technology: Model-based design as a key
               for safe and effective medicine",
  author    = "Rostalski, Philipp and Schauer, Thomas",
  journal   = "at - Autom.",
  publisher = "Walter de Gruyter GmbH",
  volume    =  68,
  number    =  11,
  pages     = "911--912",
  month     =  nov,
  year      =  2020,
  language  = "en"
}

@article{Zeinali2020,
  doi = {10.1021/acs.iecr.0c04058},
  url = {https://doi.org/10.1021/acs.iecr.0c04058},
  year = {2020},
  month = sep,
  publisher = {American Chemical Society ({ACS})},
  volume = {59},
  number = {43},
  pages = {19370--19382},
  author = {Sahar Zeinali and Mohammad Shahrokhi and Asier Ibeas},
  title = {Observer-Based Impulsive Controller Design for Treatment of Hepatitis C Disease},
  journal = {Industrial & Engineering Chemistry Research}
}

@article{Zeinali2020,
  doi = {10.1021/acs.iecr.0c04058},
  url = {https://doi.org/10.1021/acs.iecr.0c04058},
  year = {2020},
  month = sep,
  publisher = {American Chemical Society ({ACS})},
  volume = {59},
  number = {43},
  pages = {19370--19382},
  author = {Sahar Zeinali and Mohammad Shahrokhi and Asier Ibeas},
  title = {Observer-Based Impulsive Controller Design for Treatment of Hepatitis C Disease},
  journal = {Industrial & Engineering Chemistry Research}
}

@article{ScHaMaRoKiBlGaSt20,
	title = {Robust predictive control for respiratory CO2 gas removal in closed-loop mechanical ventilation: {An} in-silico study},
	volume = {6},
	issn = {2364-5504},
	url = {https://www.degruyter.com/document/doi/10.1515/cdbme-2020-3080/html},
	doi = {10.1515/cdbme-2020-3080},
	language = {en},
	number = {3},
	urldate = {2022-01-27},
	journal = {Current Directions in Biomedical Engineering},
	author = {Schmal, Matthias and Haueisen, Jens and Männel, Georg and Rostalski, Philipp and Kircher, Michael and Bluth, Thomas and Gama de Abreu, Marcelo and Stender, Birgit},
	month = sep,
	year = {2020},
	pages = {311--314}
}

@inproceedings{AbKrDaThBr20, 
author={Abbas, Hossam S.  and Kren, Christopher and Danicke, Veit and Theisen-Kunde, D. and Brinkmann, R.}, 
booktitle={21st IFAC World Congress}, 
title={{Modeling and Temperature Control of Retinal Laser Therapy}}, 
year={2020},  
pages={}, 
address={Berlin, Germany},
month={July}
}

@INPROCEEDINGS{KlAbBrWoMu20, 
author={Kleyman, V. and Abbas, Hossam S. and Brinkmann, R. and Worthmann, K. and Müller, M.}, 
booktitle={Proc. Workshop Automed}, 
title={{Modelling of Heat Diffusion for Temperature Controlled Retinal Photocoagulation}}, 
year={2020},  
pages={}, 
address={L\"ubeck, Germany},
month={March}
}

@article{Zeinali2020,
  doi = {10.1021/acs.iecr.0c04058},
  url = {https://doi.org/10.1021/acs.iecr.0c04058},
  year = {2020},
  month = sep,
  publisher = {American Chemical Society ({ACS})},
  volume = {59},
  number = {43},
  pages = {19370--19382},
  author = {Sahar Zeinali and Mohammad Shahrokhi and Asier Ibeas},
  title = {Observer-Based Impulsive Controller Design for Treatment of Hepatitis C Disease},
  journal = {Industrial & Engineering Chemistry Research}
}

@INPROCEEDINGS{AbGrRoBr20, 
author={Abbas, Hossam S. and Graßhoff, Jan and Rostalski, P. and Brinkmann, R.}, 
booktitle={Proc. Workshop Automed}, 
title={{On the Estimation of Optoacoustic Waves in Retinal Laser Therapy Using Gaussian Processes}}, 
year={2020},  
pages={}, 
address={Lübeck, Germany},
month={March}
}

@InProceedings{MaSiRo20,
  author    = {M{\"a}nnel, Georg and Siebert, Marlin and Rostalski, Philipp},
  booktitle = {Proceedings on Automation in Medical Engineering},
  title     = {{T}ube-based {MPC} for {P}ressure {C}ontrolled {Ve}ntilation},
  year      = {2020},
  month     = feb,
  number    = {1},
  volume    = {1},
 keyword = {ResearchTopicRespMoCo},
 keywords = {ResearchTopicRespMoCo}
}

@inproceedings{MuPe20,
    Author = {Multusch, Annika and Petersen, Eike},
    Title = {A mathematical model for the respiratory central pattern generator},
    Booktitle = {Proc. Workshop Automed},
    Year = {2020}
}

@inproceedings{He20,
address = {Berlin, Germany},
author = {Herzog, Christian},
booktitle = {21st IFAC World Congress},
title = {{Automating Morals – On the Morality of Automation Technology, Ironies of Automation and Responsible Research and Innovation}},
year = {2020}
}

@inproceedings{LuBeMeSeSpSc20,
author = {Lubiniecki, T. and Beer, S. and Meisinger, A. and Sellmann, F. and Spannaus, P. and Schildbach, G.},
booktitle = {ATZ Fachtagung Automatisiertes Fahren},
title = {{Concept and Implementation of an Optimization-based Safety Verification Strategy for a Trajectory Following Controller}},
year = {2020}
}

@thesis{master_henn,
author = {Henn, Sandra},
title = {{Concept development for a functionally safe hardware architecture
of the ventilation unit of a modular anesthesia workstation }},
school = {{Universität zu Lübeck }},
publisher = {{ Institut für medizinische Elektrotechnik, Universität zu Lübeck }},
type = {{Master Thesis}}
year = {2020},
}

@inproceedings{Gode2020,
	title = {DigS-Gov - Die öffentliche Verwaltung als Förderer digitaler Souveränität},
	url = {https://muc2020.mensch-und-computer.de},
	booktitle = {Mensch und Computer},
	author = {Gode, André and Hedtfeld, Jan and Heine, Moreen and Herzog, Christian and Ivens, Stefan and Radzio, Frank and Wessel, Daniel and Zetti, Daniela},
	year = {2020}
}

@phdthesis{Ol20,
 author = {Oltmann, Andra},
 abstract = {},
 year = {2020},
 title = {{Entwicklung und Validierung von Methoden zur Extraktion klinisch relevanter Informationen aus endoskopischen Bildsequenzen zum Screening des laryngealen Adduktionsreflexes}},
 address = {Hannover, Germany},
 school = {{Leibniz Universität Hannover}},
 type = {{Master's Thesis}}
}

@article{HeBr20a,
  title={Front Cover: Registration of Image Modalities for Analyses of Tissue Samples using 3D Image Modelling},
  author={Hermann, Juliane and Brehmer, Kai and Mahfoud, Felix and Speer, Timotheus and Schunk, Stefan J. and Tscherning, Thomas and Thiele, Herbert and Jankowski, Joachim},
  journal={PROTEOMICS -- Clinical Applications},
  year={2020},
  publisher={Wiley},
  url={{{https://onlinelibrary.wiley.com/doi/abs/10.1002/prca.202170011}}},
  doi={{{10.1002/prca.202170011}}}
}

@inproceedings{He20,
address = {Berlin, Germany},
author = {Herzog, Christian},
booktitle = {21st IFAC World Congress},
title = {{Automating Morals – On the Morality of Automation Technology, Ironies of Automation and Responsible Research and Innovation}},
year = {2020}
}

@article{MaSiKlBrRo20,
  author  = {Männel, Georg and Siebert, Marlin and Kleinewalter , Dennis and Brendle, Christian and Rostalski, Philipp},
  journal = {at - Automatisierungstechnik},
  title   = {{R}obust {M}odel {P}redictive {C}ontrol of an {A}naesthesia {W}orkstation {V}entilation {U}nit},
  year    = {2020}
}

@article{KlGeWoAbBrMu20,
  author  = {Kleyman, Viktoria and Gernandt, Hannes and Worthmann, Karl and Abbas, Hossam S. and Brinkmann, Ralf and Müller, Matthias A.},
  journal = {at - Automatisierungstechnik},
  title   = {Modeling and parameter identification for real-time temperature controlled retinal laser therapies},
  year    = {2020},
  volume  = {68},
  number  = {11},            
  pages   = {953–966}
}

@article{HeBr20,
  title={Registration of Image Modalities for Analyses of Tissue Samples using 3D Image Modelling},
  author={Hermann, Juliane and Brehmer, Kai and Mahfoud, Felix and Speer, Timotheus and Schunk, Stefan J. and Tscherning, Thomas and Thiele, Herbert and Jankowski, Joachim},
  journal={PROTEOMICS -- Clinical Applications},
  year={2020},
  publisher={Wiley},
}

@Article{PeSaGrRo20,
  author    = {Petersen, Eike and Sauer, Julia and Graßhoff, Jan and Rostalski, Philipp},
  title     = {Removing Cardiac Artifacts From Single-Channel Respiratory Electromyograms},
  journal   = {{IEEE} Access},
  year      = {2020},
  volume    = {8},
  pages     = {30905--30917},
  doi       = {10.1109/access.2020.2972731},
  groups    = {ECG Removal from EMG recordings},
  publisher = {Institute of Electrical and Electronics Engineers ({IEEE})}
}

@inproceedings{GrBlRoNeRo20,
 author = {Gruner, Jonas and Blosse, Albrecht and Rockstroh, Max and Neumuth, Thomas and Rostalski, Philipp},
 abstract = {},
 title = {{Requirement Analysis for an Aerial Relay in Emergency Response Missions}},
 address = {Leipzig, Germany},
 year = {2020},
 booktitle = {54th Annual Conference of the German Society for Biomedical Engineering (BMT 2020)}
}

@article{MaSiKlBrRo20,
  author  = {Männel, Georg and Siebert, Marlin and Kleinewalter , Dennis and Brendle, Christian and Rostalski, Philipp},
  journal = {at - Automatisierungstechnik},
  title   = {{R}obust {M}odel {P}redictive {C}ontrol of an {A}naesthesia {W}orkstation {V}entilation {U}nit},
  year    = {2020}
}

@inproceedings{GrJaRo20,
author = {Graßhoff, Jan and Jankowski, Alexandra and Rostalski, Philipp},
title = {Scalable Gaussian Process Separation for Kernels with a Non-Stationary Phase},
booktitle = {Proceedings of the 37th International Conference on International Conference on Machine Learning (ICML)},
year = {2020}
}

@phdthesis{He20z,
author = {Herzog, Christian},
school = {University of Leeds},
title = {{Should Ethics be Formalized? – And if so, What for?}},
 address = {United Kingdom},
 publisher = {Master's Dissertation at the IDEA Centre, University of Leeds},
 school = {University of Leeds},
type = {Master's Dissertation},
year = {2020}
}

@inproceedings{GrRo20,
author = {Jan Graßhoff and Philipp Rostalski},
title = {Spatio-Temporal Gaussian Processes for Separation of Ventilation and Perfusion Related Signals in EIT Data},
year = {2020},
booktitle = {Proc. Workshop Automed}
}

@inproceedings{PeGrEgRo20,
  author    = {Petersen, Eike and Graßhoff, Jan and Eger, Marcus and Rostalski, Philipp},
  booktitle = {{Proceedings of the 21st IFAC World Congress}},
  title     = {Surface {EMG}-based Estimation of Breathing Effort for Neurally Adjusted Ventilation Control},
  year      = {2020}
}

@inproceedings{KeHuSc20,
author = {Kensbock, R. and Huß, P. and Schildbach, G.},
booktitle = {BioMedTec Studierendentagung, Lübeck (Germany)},
title = {{Trajectory Control with Lane Boundary Constraints for Autonomous Vehicles using Model Predictive Control}},
year = {2020}
}

@inproceedings{GrMaAbRo19,
author={Jan Graßhoff and Georg Männel and Hossam S. Abbas and Philipp Rostalski},
booktitle={58th IEEE Conference on Decision and Control (CDC)},
title={Model Predictive Control using Efficient Gaussian Processes for Unknown Disturbance Inputs},
year={2019},
doi={10.1109/cdc40024.2019.9030032},
month={Dec}}

@article{Zeinali2019,
  doi = {10.1021/acs.iecr.9b02988},
  url = {https://doi.org/10.1021/acs.iecr.9b02988},
  year = {2019},
  month = jul,
  publisher = {American Chemical Society ({ACS})},
  volume = {58},
  number = {33},
  pages = {15262--15270},
  author = {Sahar Zeinali and Mohammad Shahrokhi},
  title = {Adaptive Control Strategy for Treatment of Hepatitis C Infection},
  journal = {Industrial & Engineering Chemistry Research}
}

@inproceedings{GrPeBeRo19,
author={J. {Graßhoff} and E. {Petersen} and T. {Becher} and P. {Rostalski}},
booktitle={2019 41st Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC)},
title={Automatic Estimation of Respiratory Effort using Esophageal Pressure},
year={2019},
pages={4646-4649},
doi={10.1109/EMBC.2019.8856345},
ISSN={1557-170X},
month={July}}

@inproceedings{He19,
address = {Kiel, Schleswig-Holstein, Germany},
author = {Herzog, Christian},
year = {2019},
booktitle = {KI-Konferenz Schleswig-Holstein},
publisher = {Staatskanzlei Schleswig-Holstein},
title = {"Ethical Innovation Hub" - Vision und Konzept eines transdisziplinären Konvergenzpunkts für Wissenschaft, Wirtschaft und Gesellschaft für KI-Innovationsprozesse}}

@article{https://doi.org/10.1002/pamm.201900246,
author = {Karachalios, Dimitrios S. and Gosea, Ion Victor and Antoulas, Athanasios C.},
title = {A bilinear identification-modeling framework from time domain data},
journal = {PAMM},
volume = {19},
number = {1},
pages = {e201900246},
doi = {https://doi.org/10.1002/pamm.201900246},
url = {https://onlinelibrary.wiley.com/doi/abs/10.1002/pamm.201900246},
eprint = {https://onlinelibrary.wiley.com/doi/pdf/10.1002/pamm.201900246},
year = {2019}
}

@article{PeRo19,
 author = {Petersen, Eike and Rostalski, Philipp},
 abstract = {},
 year = {2019},
 title = {{A Comprehensive Mathematical Model of Motor Unit Pool Organization, Surface Electromyography and Force Generation}},
 journal = {frontiers in Physiology},
 url = {{https://www.frontiersin.org/articles/10.3389/fphys.2019.00176/abstract}}
}

@inproceedings{AbKrDaTh19,
author = {Abbas, Hossam Seddik and Kren, Christopher and Danicke, Veit and Thomsen, Ole and Roider, Johann and Herzog, Christian and Brinkmann, Ralf},
year = {2019},
booktitle = {Assoc. Res. Vis. Ophthalmol. Annu. Meet. 2019},
title = {{An Automatic Feedback Temperature Control for Retinal Laser Treatments}}
}

@inproceedings{BoGrHaHeRo19,
  author    = {Niclas Bockelmann and Jan Graßhoff and Lasse Hansen and Mattias Heinrich and Philipp Rostalski},
  title     = {Deep Learning for Prediction of Diaphragm Activity from the Surface Electromyogram},
  booktitle = {Directions in Biomedical Engineering},
  year      = {2019},
  publisher = {De Gruyter},
  pages     = {17--20},
  volume    = {5},
  number    = {1}
}

@inproceedings{BaMaRo19,
  author    = {Bautsch, Florian and Männel, Georg and Rostalski, Philipp},
  booktitle = {Current Directions in Biomedical Engineering},
  title     = {{D}evelopment of a {N}ovel {L}ow-cost {L}ung {F}unction {S}imulator},
  year      = {2019},
  number    = {1},
  volume    = {5}
}

@article{Benninghaus.2019,
 abstract = { },
 author = {Benninghaus, Anne and Bal{\'e}dent, Olivier and Lokossou, Armelle and Castelar, Carlos and Leonhardt, Steffen and Radermacher, Klaus},
 year = {2019},
 title = {Enhanced in vitro model of the CSF dynamics},
 pages = {11},
 volume = {16},
 number = {1},
 journal = {Fluids and barriers of the CNS},
 doi = {10.1186/s12987-019-0131-z}
}

@misc{He19d,
address = {Berlin, Germany},
author = {Herzog, Christian},
booktitle = {41st International Engineering in Medicine and Biology Conference, Mini Symposium on "Ethical Design Considerations for MedTec"},
year = {2019},
title = {{Ethical and Epistemological Challenges of AI in Medical Systems}}
}

@inproceedings{GoMaBaHuHeFr19,
address = {Berlin, Germany},
year = {2019},
author = {Gomes Ataide, Elmer Jeto and Maartens, Joachim and Bartling, Sönke and Hutmacher, Dietmar W. and Herzog, Christian and Friebe, Michael},
booktitle = {41st Intl. Eng. Med. Biol. Conf. (EMBC), Mini Symposium on "Ethical Design Considerations for MedTec"},
title = {{Ethical Design Considerations for MedTec: The Big Picture and Accompanying Concerns}}
}

@misc{He19c,
 author = {Herzog (geb. Hoffmann), Christian},
 date = {20.3.2019},
 year = {2019},
 title = {{Ethical Innovation Hub - Konzept eines transdisziplinären Konvergenzpunkts für Technik & Gesellschaft}},
 url = {},
 address = {Kiel, Schleswig-Holstein, Germany},
 booktitle = {{K{\"u}nstliche Intelligenz Konferenz - Schleswig-Holstein}}
}

@inproceedings{HeFr19,
address = {Berlin, Germany},
year = {2019},
author = {Herzog, Christian and Friebe, Michael},
booktitle = {41st Intl. Eng. Med. Biol. Conf. (EMBC), Mini Symposium on "Ethical Design Considerations for MedTec"},
title = {{Ethics as an Essential Teaching Element for Innovative Medical Technology Engineering Education}}
}

@inproceedings{NaPfLiRo19,
title={{Fault Detection Method for the SRF Cavities of the European XFEL}},
author={Nawaz, Ayla and Pfeiffer, Sven and Lichtenberg, Gerwald and Rostalski, Philipp},
booktitle={15th Europ. Workshop Adv. Contr. Diag., ACD 2019},
year={2019}
}

@inproceedings{SeMuPeRoGo19,
address = {Singapore},
author = {Seidel, Georg and Murthy, Srinivas and Peters, Cheryl and Rostalski, Philipp and G{\"{o}}rges, Matthias},
booktitle = {Computing in Cardiology},
doi = {10.23919/CinC49843.2019.9005547},
title = {{Feasibility of Automated Vital Sign Instability Detection in Children Admitted to the Pediatric Intensive Care Unit}},
year = {2019}
}

@article{Castelar.2019,
 author = {Castelar, Carlos and Fluerenbrock, Fabian and Korn, Leonie and Benninghaus, Anne and Shchukin, Sergey and Radermacher, Klaus and Leonhardt, Steffen},
 year = {2019},
 title = {FEM simulation of bioimpedance-based monitoring of ventricular dilation and intracranial pulsation},
 keywords = {Bioimpedance;Brain Phantom;FEM;Hydrocephalus;Intracranial Pulsation;Ventricular Volumetry},
 pages = {7--20},
 volume = {21},
 number = {1},
 journal = {International Journal of Bioelectromagnetism}
}

@article{HaSiDiHe19,
title={Fusing information from multiple 2D depth cameras for 3D human pose estimation in the operating room},
author={Hansen, Lasse and Siebert, Marlin and Diesel, Jasper and Heinrich, Mattias P.},
journal={International Journal of Computer Assisted Radiology and Surgery},
volume={14},
number={11},
pages={1871-1879},
year={2019},
publisher={Springer}
}

@article{HePeRo19,
author = {Herzog, Christian and Petersen, Eike and Rostalski, Philipp},
year = {2019},
journal = {IEEE Contr. Syst. Letters},
volume = {3},
number = {4},
title = {{Iterative Approximate Nonlinear Inference via Gaussian Message Passing on Factor Graphs}},
doi = {https://dx.doi.org/10.1109/LCSYS.2019.2919260}
}

@inproceedings{FrHe19,
address = {Berlin, Germany},
year = {2019},
author = {Friebe, Michael and Herzog, Christian},
booktitle = {41st Intl. Eng. Med. Biol. Conf. (EMBC), Mini Symposium on "Ethical Design Considerations for MedTec"},
title = {{MedTec Related Exponential Technologies Require Ethical Design Considerations and an Adapted Engineering Education}}
}

@phdthesis{Sa19,
 author = {Sauer, Julia},
 abstract = {},
 year = {2019},
 title = {{Model-based Approach to Estimate Lung Parameters and Respiratory Muscle Activity Using Electromyographic Signals and Ventilation Data}},
 school = {{Universit{\"a}t zu L{\"u}beck}},
 publisher = {{Master's Thesis at the Institute for Electrical Engineering in Medicine, University of Lübeck}},
 type = {{Master's Thesis}},
 keyword = {ThesisAtIME; SupervisedByEPetersen; SupervisedByPRostalski},
 keywords = {ThesisAtIME; SupervisedByEPetersen; SupervisedByPRostalski}
}

@phdthesis{Si19,
author = {Siebert, Marlin},
abstract = {},
year = {2019},
title = {{Optimization and Robustification of the Model Predictive Control to the Ventilation System of an Anaesthesia Workstation}},
school = {{Universität zu Lübeck}},
publisher = {{Master's Thesis at the Institute for Electrical Engineering in Medicine, University of Lübeck}},
type = {{Master's Thesis}},
keyword = {ThesisAtIME; SupervisedByPRostalski; SupervisedByGMaennel},
keywords = {ThesisAtIME; SupervisedByPRostalski; SupervisedByGMaennel}
}

@misc{He19e,
address = {L{\"{u}}beck},
author = {Herzog, Christian},
booktitle = {Vortrag vor der Medizinischen Gesellschaft zu L{\"{u}}beck},
title = {{Responsible Research and Innovation in der KI-Basierten Medizintechnik}},
year = {2019}
}

@inproceedings{He19b,
address = {Berlin, Germany},
author = {Herzog, Christian},
year = {2019},
booktitle = {2nd Weizenbaum Conference - Challenges of Digital Inequality},
title = {{Technological Opacity of Machine Learning in Healthcare}},
doi = {https://doi.org/10.34669/wi.cp/2.7}
}

@inproceedings{AbKrDaHeBr19,
address = {Munich, Germany},
year = {2019},
author = {Abbas, Hossam Seddik and Kren, Christopher and Danicke, Veit and Herzog, Christian and Brinkmann, Ralf},
booktitle = {European Conferences on Biomedical Optics - Translation of Lasers and Biophotonics Technologies and Procedures: Toward the Clinic},
publisher = {SPIE},
title = {{Toward feedback temperature control for retinal laser treatment}}
}

@article{AbMaHeRo19,
author = {Abbas, Hossam Seddik and M{\"{a}}nnel, Georg and Herzog, Christian and Rostalski, Philipp},
year = {2019},
journal = {Automatica},
title = {{Tube-Based Model Predictive Control for Linear Parameter-Varying Systems with Bounded Rate of Parameter Variation}}
}

@inproceedings{BrAgHeMo19,
author={Brehmer, Kai and Aggrawal, Hari Om and Heldmann, Stefan and Modersitzki, Jan},
title={Variational registration of multiple images with the SVD based SqN distance measure},
booktitle={Scale Space and Variational Methods in Computer Vision: 7th International Conference, SSVM 2019, Hofgeismar, Germany, June 30-July 4, 2019, Proceedings},
year={2019},
editor={Burger, Martin and Lellmann, Jan and Modersitzki, Jan},
publisher={Springer},
pages={251--262},
url={{{https://arxiv.org/abs/1907.09732}}},
doi={{{10.1007/978-3-030-22368-7_20}}}
}

@article{AbHaToMoMe18,
author = {Abbas, Hossam S. and Hanema, Jurre and Toth, Roland and Mohammadpour, Javad and Meskin, Nader},
year = {2018},
doi = {10.1016/j.ifacol.2018.11.159},
issn = {24058963},
journal = {IFAC-PapersOnLine},
number = {26},
pages = {112--117},
title = {{A New Approach to Robust MPC Design for LPV Systems in Input-Output Form}},
url = {https://linkinghub.elsevier.com/retrieve/pii/S2405896318328222},
volume = {51}
}

@inproceedings{BrWaMo18a,
  title={A Novel Similarity Measure for Image Sequences},
  author={Brehmer, Kai and Wacker, Benjamin and Modersitzki, Jan},
  booktitle={International Workshop on Biomedical Image Registration},
  pages={47--56},
  year={2018},
  organization={Springer},
  url={{{https://arxiv.org/abs/1907.09741}}},
  doi={{{10.1007/978-3-319-92258-4_5}}}
}

@inproceedings{MaHoRo18,
 author = {M{\"a}nnel, Georg and Hoffmann, Christian and Rostalski, Philipp},
 abstract = {},
 title = {{A Robust Model Predictive Control Approach to Intelligent Respiratory Support}},
 year = {2018},
 booktitle = {{Proc. Conf. Contr. Technol. Applicat.}}
}

@misc{GrBeRo18,
  author    = {Graßhoff, Jan and Bellani, Giacomo and Rostalski, Philipp},
  title     = {{A Tool for Automatic Heart Rate Detection and Removal of Cardiogenic Artifacts in Oesophegeal Pressure Recordings}},
  year      = {2018},
  booktitle = {{ESICM Lives Forum - Monitoring in Acute Respiratory Failure}},
}

@inproceedings{NaPfLiRo18b,
 author = {Nawaz, Ayla S. and Pfeiffer, Sven and Lichtenberg, Gerwald and Rostalski, Philipp},
 title = {Anomaly Detection for Cavity Signals - Results from the European XFEL},
 booktitle = {9th International Particle Accelerator Conference},
 year = {2018}
}

@inproceedings{NaPfLiRo18,
 author = {Nawaz, Ayla S. and Pfeiffer, Sven and Lichtenberg, Gerwald and Rostalski, Philipp},
 title = {Anomaly Detection for the European XFEL using a Nonlinear Parity Space Method},
 booktitle = {10th IFAC Symposium on Fault Detection, Supervision and Safety for Technical Processes},
 year = {2018}
}

@article{https://doi.org/10.1002/pamm.201800368,
author = {Karachalios, Dimitrios S. and Gosea, Ion Victor and Antoulas, Athanasios C.},
title = {Data-driven approximation methods applied to non-rational functions},
journal = {PAMM},
volume = {18},
number = {1},
pages = {e201800368},
doi = {https://doi.org/10.1002/pamm.201800368},
url = {https://onlinelibrary.wiley.com/doi/abs/10.1002/pamm.201800368},
eprint = {https://onlinelibrary.wiley.com/doi/pdf/10.1002/pamm.201800368},
year = {2018}
}

@thesis{He18,
author = {Hennigs, Carlotta},
abstract = {},
year = {2018},
title = {{Development of a test setup for acoustic measurement of mechanical heart valves}},
school = {{Universität zu Lübeck}},
publisher = {{Bachelor Thesis at the Clinic for Cardiac and Thoracic Vascular Surgery, UKSH Lübeck}},
type = {{Bachelor Thesis}}
}

@thesis{master_schollemann,
author = {Schollemann, Franziska},
title = {{ Development of Segmentation Algorithms for the automated Feature Extraction in Thermographic Images of Lower Limbs with impaired Perfusion }},
school = {{RWTH Aachen University }},
publisher = {{ Medical Information Technology (MedIT), Helmholtz-Institute for Biomedical Engineering at RWTH Aachen University }},
type = {{Master Thesis}}
year = {2018},
}

@incollection{RoKl18,
 author = {Rostalski, Philipp and Kleinewalter, Dennis},
 abstract = {},
 title = {{Didactic Concept for Teaching in Medical Engineering}},
 publisher = {{Deutsche Gesellschaft f{\"u}r Hochschuldidaktik (dghd)}},
 series = {Blickpunkt Hochschuldidaktik},
 editor = {Tantau, Till and Jansen-Schulz, Bettina},
 booktitle = {{Principles, Structures and Requirements of Excellent Teaching}},
 year = {2018}
}

@incollection{Ho18,
 author = {Hoffmann, Christian},
 abstract = {},
 title = {{Teaching Award Winner: Ethics of Innovative Engineering: A Commitment to Peer-to-Peer-Learning}},
 publisher = {{Deutsche Gesellschaft f{\"u}r Hochschuldidaktik (dghd)}},
 series = {Blickpunkt Hochschuldidaktik},
 editor = {Tantau, Till and Jansen-Schulz, Bettina},
 booktitle = {{Principles, Structures and Requirements of Excellent Teaching}},
 year = {2018}
}

@inproceedings{PeKaRo18,
address = {Aachen},
year = {2018},
author = {Petersen, Eike and Kahl, Lorenz and Rostalski, Philipp},
booktitle = {52nd Ann. Conf. Ger. Soc. Biomed. Eng. (DGBMT within VDE)},
title = {{Electromyography as a tool for personalized rehabilitation}}
}

@misc{Ho18c,
 author = {Hoffmann, Christian},
 date = {31.5.2018},
 year = {2018},
 title = {{Ethik innovativer Technologien}},
 url = {https://www.oksh.de/ki/sehen/mediathek/?beitrag=kuenstliche-intelligenz-perspektiven-fuer-schleswig-holstein-ethik-innovativer-technologien},
 address = {Kiel, Schleswig-Holstein, Germany},
 booktitle = {{K{\"u}nstliche Intelligenz - Perspektiven f{\"u}r Schleswig-Holstein}}
}

@article{leonhauser2018evaluation,
  title={Evaluation of electrical impedance tomography for determination of urinary bladder volume: comparison with standard ultrasound methods in healthy volunteers},
  author={Leonh{\"a}user, Dorothea and Castelar, Carlos and Schlebusch, Thomas and Rohm, Martin and Rupp, R{\"u}diger and Leonhardt, Steffen and Walter, Marian and Grosse, Joachim O},
  journal={Biomedical engineering online},
  volume={17},
  number={1},
  pages={1--13},
  year={2018},
  publisher={Springer}
}

@inproceedings{LiAbMo2018,
author = {Liu, Qin and Abbas, Hossam Seddik and Mohammadpour, Javad},
year = {2018},
booktitle = {Proc. IEEE Conf. Decision Contr.},
doi = {10.1109/CDC.2018.8618986},
isbn = {978-1-5386-1395-5},
pages = {7058--7063},
publisher = {IEEE},
title = {{Fixed-Structure Controller Design for Time-Delayed LPV Systems in Input-Output Form}},
url = {https://ieeexplore.ieee.org/document/8618986/}
}

@phdthesis{Eh18,
 author = {Ehlers, Christian},
 abstract = {},
 year = {2018},
 title = {{Health Detection for the European XFEL}},
 school = {{Universit{\"a}t zu L{\"u}beck}},
 type = {{Bachelor Thesis}},
 keyword = {ThesisAtIME; SupervisedByANawaz; SupervisedByPRostalski},
 keywords = {ThesisAtIME; SupervisedByANawaz; SupervisedByPRostalski}
}

@thesis{Ka18,
author = {Kabuth, Bastian},
school = {University of Lübeck},
title = {{Investigation of Different Nutrient Media for Porcine Retina to Optimize the Cell Vitality of Photoreceptors}},
type = {Bachelor Thesis},
year = {2018}
}

@misc{Sc18,
 author = {Schildbach, Georg},
 year = {2018},
 title = {{Konzepte f{\"u}r die Sicherheit autonomer Fahrzeuge}},
 url = {https://www.oksh.de/ki/sehen/mediathek/?beitrag=kuenstliche-intelligenz-perspektiven-fuer-schleswig-holstein-konzepte-fuer-die-sicherheit-autonomer-fahrzeuge},
 address = {Kiel, Schleswig-Holstein, Germany},
 series = {{K{\"u}nstliche Intelligenz - Perspektiven f{\"u}r Schleswig-Holstein}},
 booktitle = {{K{\"u}nstliche Intelligenz - Perspektiven f{\"u}r Schleswig-Holstein}}
}

@inproceedings{ThScSiBrHo18,
 author = {Thomsen, Ole and Schmarbeck, Benedikt and Siebert, Marlin and Brinkmann, Ralf and Hoffmann, Christian},
 abstract = {},
 title = {{Leistungsgesteuerte temperatur{\"u}berwachte Lasertherapie der Netzhaut mittels adaptiv robuster ℋ∞-Regelung}},
 year = {2018},
 booktitle = {{Proc. Workshop Automed}}
}