IISM | Digital Service Innovation  Prof. Dr. Gerhard Satzger
Dominik Martin, M.Sc.

Dominik Martin, M.Sc.

  • Kaiserstr. 89

    D - 76133 Karlsruhe


Since January 2018, Dominik Martin is a Research Associate at the Digital Service Innovation group and a Data Scientist at Trelleborg Sealing Solutions. He studied Industrial Engineering and Management at the Karlsruhe Institute of Technology.



  • Virtual Sensors
  • Data Analytics
  • Cyber-Physical Systems
  • Industry 4.0
  • Internet of Things




If you are interested in writing a Bachelor or Master thesis, feel free to contact me at anytime. 



  • Artificial Intelligence in Service Systems (WS18/19, WS19/20)
  • Seminar: Data Science for the Industrial Internet of Things (SS18, SS19, SS20)


Due to the interdisciplinary activities of KSRI researchers publication lists also contain publications that have not explicitly been developed in the course of their activities at KSRI.

Conference Papers
“Healthy surveillance”: Designing a concept for privacy-preserving mask recognition AI in the age of pandemics [in press].
Kühl, N.; Martin, D.; Wolff, C.; Volkamer, M.
2020. Hawaii International Conference on System Sciences (HICSS 54), 5-8 January 2021, online Full textFull text of the publication as PDF document
System-wide Learning in Cyber-Physical Service Systems: A Research Agenda [in press].
Martin, D.; Kühl, N.; Bischhoffshausen, J. K. von; Satzger, G.
2020. Proceedings of the 15th International Conference on Design Science Research in Information Systems and Technology (DESRIST 2020), Kristiansand, Norwegen, November 2020 
Igniting the Spark: Overcoming Organizational Change Resistance to Advance Innovation Adoption – The Case of Data-Driven Services.
Enders, T.; Martin, D.; Sehgal, G. G.; Schüritz, R.
2020. Exploring Service Science – 10th International Conference, IESS 2020, Porto, Portugal, February 5–7, 2020, Proceedings. Ed.: H. Nóvoa, 217–230, Springer, Cham. doi:10.1007/978-3-030-38724-2_16
A Reference Architecture for Cyber-Physical Fluid Power Systems: Towards a Smart Ecosystem.
Martin, D.; Kunze von Bischhoffshausen, J.; Hensel, A.; Strandberg, J.
2020. Proceedings of the 12th International Fluid Power Conference (IFK), Dresden, Oktober 2020 
A New Metric for Lumpy and Intermittent Demand Forecasts: Stock-keeping-oriented Prediction Error Costs.
Martin, D.; Spitzer, P.; Kühl, N.
2020. Proceedings of the 53rd Annual Hawaii International Conference on System Sciences (HICSS-53), Grand Wailea, Maui, HI, January 7-10, 2020 Full textFull text of the publication as PDF document
Conference Papers
Service Systems, Smart Service Systems and Cyber-Physical Systems—What’s the difference? Towards a Unified Terminology.
Martin, D.; Hirt, R.; Kühl, N.
2019. 14. Internationale Tagung Wirtschaftsinformatik 2019 (WI 2019), Siegen, Germany, February 24-27 
Automatically Extracting and Analyzing Customer Needs from Twitter: A “Needmining” Prototype.
Kühl, N.; Martin, D.; Satzger, G.
2019. 14. Internationale Tagung Wirtschaftsinformatik 2019 (Wi 2019), Siegen, 23.-27. Februar 2019 
Holistic System-Analytics as an Alternative to Isolated Sensor Technology: A Condition Monitoring Use Case.
Martin, D.; Kühl, N.
2019. Proceedings of the 52nd Annual Hawaii International Conference on System Sciences (HICSS-52), Grand Wailea, Maui, Hawaii, January 8-11, 2019, 1005–1012 Full textFull text of the publication as PDF document
Conference Papers
Towards Cognitive Sealing: Artificial Intelligence based Seal Condition Monitoring.
Martin, D.; Schüle, C.; Kunze von Bischhoffshausen, J.
2018. 20th ISC: International Sealing Conference, Stuttgart, October 10-11, 2018 
Conference Papers
White spots in business and IT : An explorative study for e-mobility services.
Martin, D.; Kühl, N.; Stryja, C.; Haude, J.
2017. 30th International Electric Vehicle Symposium & Exhibition, Stuttgart, Germany, 9th - 11th October 2017