Publications
2023
Book chapter
Overall Markov diagram design and simulation example for scalable safety analysis of autonomous vehicles
Häring, Ivo; Mopuru, Sunil Kumar Reddy; Walz, Teo Puig; Dhanani, Mayur; Sandela, Nikhilesh; Finger, Jörg; Vogelbacher, Georg; Höflinger, Fabian; Jain, Aishvarya Kumar; Richter, Alexander; Kirchheim, Konstantin
In: European Conference on Safety and Reliability (ESREL), 3rd September - 7th September 2023, insges. 8 S. [Konferenz: 33rd European Safety and Reliability Conference (ESREL 2023), Southampton, UK, 3 - 8 September 2023]
Book chapter
Dynamically resolving and abstracting Markov models for system resilience analysis
Häring, Ivo; Sandela, Nikhilesh; Walz, Teo Puig; Vogelbacher, Georg; Richter, Alexander; Jain, Aishvarya Kumar; Dhanani, Mayur; Mopuru, Sunil Kumar Reddy; Kirchheim, Konstantin; Höflinger, Fabian; Finger, Jörg
In: European Conference on Safety and Reliability (ESREL), 3rd September - 7th September 2023, insges. 8 S. [Konferenz: 33rd European Safety and Reliability Conference (ESREL 2023), Southampton, UK, 3 - 8 September 2023]
Book chapter
Evaluating and increasing segmentation robustness in CARLA
Thirugnana Sambandham, Venkatesh; Kirchheim, Konstantin; Ortmeier, Frank
In: Computer Safety, Reliability, and Security. SAFECOMP 2023 Workshops , 1st ed. 2023. - Cham : Springer Nature Switzerland ; Guiochet, Jérémie, S. 390-396 - (Lecture notes in computer science; volume 14182) [Konferenz: International Conference on Computer Safety, Reliability, and Security, SAFECOMP, Toulouse, France, September 19, 2023]
Book chapter
Promoting reproducibility of research results in international events (report from the RRPR)
Kerautret, B.; Kirchheim, Konstantin; Lopresti, D.; Ngo, P.; Tomaszewska, P.
In: Reproducible Research in Pattern Recognition , 1st ed. 2023. - Cham : Springer Nature Switzerland ; Kerautret, Bertrand, S. 111-123 - (Lecture notes in computer science; volume 14068) [Workshop: Fourth International Workshop on Reproducible Research in Pattern Recognition, RRPR 2022, Montreal, Canada, August 21, 2022]
Book chapter
On challenging aspects of reproducibility in deep anomaly detection
Kirchheim, Konstantin; Filax, Marco; Ortmeier, Frank
In: Reproducible Research in Pattern Recognition , 1st ed. 2023. - Cham : Springer Nature Switzerland ; Kerautret, Bertrand, S. 57-66 - (Lecture notes in computer science; volume 14068) [Workshop: Fourth International Workshop on Reproducible Research in Pattern Recognition, RRPR 2022, Montreal, Canada, August 21, 2022]
Book chapter
Towards deep anomaly detection with structured knowledge representations
Kirchheim, Konstantin
In: Computer Safety, Reliability, and Security. SAFECOMP 2023 Workshops , 1st ed. 2023. - Cham : Springer Nature Switzerland ; Guiochet, Jérémie, S. 382-389 - (Lecture notes in computer science; volume 14182) [Konferenz: International Conference on Computer Safety, Reliability, and Security, SAFECOMP, Toulouse, France, September 19, 2023]
Book chapter
Measuring the robustness of ML models against data quality issues in industrial time series data
Dix, Marcel; Manca, Gianluca; Okafor, Kenneth Chigozie; Borrison, Reuben; Kirchheim, Konstantin; Sharma, Divyasheel; Chandrika, Kr; Maduskar, Deepti; Ortmeier, Frank
In: 2023 IEEE 21st International Conference on Industrial Informatics / IEEE International Conference on Industrial Informatics , 2023 - [Piscataway, NJ] : IEEE ; Jasperneite, Jürgen, insges. 8 S. [Konferenz: IEEE 21st International Conference on Industrial Informatics, INDIN, Lemgo, Deutschland, 18 - 20 July 2023]
2022
Book chapter
High speed RCS for robot task sequencing optimization
Schillreff, Nadia; Scholle, Julian Benedikt; Kirchheim, Konstantin; Ortmeier, Frank
In: Symposium: 54th International Symposium on Robotics, ISR Europe 2022, Munich, Germany, 20-21 June 2022, 54th International Symposium on Robotics/ International Symposium on Robotics - Berlin: VDE VERLAG . - 2022, S. 136-141
Book chapter
PyTorch-OOD - a library for Out-of-Distribution Detection based on PyTorch
Kirchheim, Konstantin; Filax, Marco; Ortmeier, Frank
In: Konferenz: IEEE/CVF Conference on Computer Vision and Pattern Recognition Workshops, CVPRW, Orleans, LA, USA, 19-20 June 2022, 2022 IEEE/CVF Conference on Computer Vision and Pattern Recognition Workshops/ IEEE/CVF Computer Vision and Pattern Recognition Conference - Piscataway, NJ: IEEE . - 2022, S. 4350-4359
Book chapter
Multi-class hypersphere anomaly detection
Kirchheim, Konstantin; Filax, Marco; Ortmeier, Frank
In: 2022 26th International Conference on Pattern Recognition (ICPR) , 2022 - [Piscataway, NJ] : IEEE, insges. 7 S. [Konferenz: 26th International Conference on Pattern Recognition, ICPR, Montreal, QC, Canada, 21-25 August 2022]
Peer-reviewed journal article
Social Work Research Map – ein niederschwelliger Zugang zu internationalen Publikationen der Sozialen Arbeit
Ghanem, Christian; Kirchheim, Konstantin; Eckl, Markus
In: Soziale Passagen - Wiesbaden : VS, Verl. für Sozialwissenschaften/GWV-Fachverl., Bd. 14 (2022), Heft 2, S. 475-484
2020
Peer-reviewed journal article
Data-Mining als Werkzeug empirischer Sozialforschung
Kirchheim, Konstantin
In: Sozial extra - Wiesbaden : VS Verl. für Sozialwissenschaften, Bd. 44 (2020), S. 285-290
Peer-reviewed journal article
Multi-dimensional failure modeling for shared data in cooperative systems
Jäger, Georg; Kirchheim, Konstantin; Schrödel, Frank; Zug, Sebastian
In: IFAC-PapersOnLine/ Internationale Förderung für Automatische Lenkung - Frankfurt: Elsevier, Bd. 53 (2020), S. 15461-15468
2019
Book chapter
Multi-disciplinary engineering of production systems - challenges for quality of control software
Lüder, Arndt; Pauly, Johanna-Lisa; Kirchheim, Konstantin
In: Konferenz: 11th International Conference, SWQD 2019, Vienna, Austria, January 15-18 2019, Software Quality: The Complexity and Challenges of Software Engineering and Software Quality in the Cloud - Cham: Springer International Publishing . - 2019, S. 3-13
Book chapter
Supporting the data model integrator in an engineering network by automating data integration
Luder, Arndt; Kirchheim, Konstantin; Pauly, Johanna-Lisa; Biffl, Stefan; Rinker, Felix; Waltersdorfer, Laura
In: 2019 IEEE 17th International Conference on Industrial Informatics (INDIN) / IEEE International Conference on Industrial Informatics , 2019 - Piscataway, NJ : IEEE, insges. 6 S. [Konferenz: 17th International Conference on Industrial Informatics, INDIN, Helsinki, Finland, 22-25 July 2019]
Book chapter
Supporting the data model integrator in an engineering network by automating data integration
Lüder, Arndt; Kirchheim, Konstantin; Pauly, Johanna-Lisa; Biffl, Stefan; Waltersdorfer, Laura
In: IEEE Xplore digital library / Institute of Electrical and Electronics Engineers - New York, NY : IEEE . - 2019, S. 1229-1234 [Konferenz: 2019 IEEE 17th International Conference on Industrial Informatics (INDIN), 22-25 July 2019, Helsinki, Finland]
2018
Book chapter
Towards Smart Factory - Multi-Agent integration on industrial standards for service-oriented communication and semantic data exchange
Rosendahl, Ronald; Calà, Ambra; Kirchheim, Konstantin; Lüder, Arndt; D'Agostino, Nikolai
In: WOA 2018, 19th Workshop "From Objects to Agents" - Aachen, Germany: RWTH Aachen; Workshop "From Objects to Agents" (19.:2018), S. 124-132[Konferenz: WOA 2018]
Peer-reviewed journal article
Model-based generation of run-time data collection systems exploiting AutomationML
Mazak, Alexandra; Lüder, Arndt; Wolny, Sabine; Wimmer, Manuel; Winkler, Dietmar; Kirchheim, Konstantin; Rosendahl, Ronald; Bayanifar, Hessamedin; Biffl, Stefan
In: Automatisierungstechnik: AT - Berlin: De Gruyter, Bd. 66.2018, 10, S. 819-833