Dr.-Ing. Christopher Reining

Chief Scientist

Tel: +49 231 755-3228
Fax: +49 231 755-4768
E-Mail senden

Lehrstuhl für Förder- und Lagerwesen, FLW
TU Dortmund, LogistikCampus
Joseph-v.-Fraunhofer-Str. 2-4
44227 Dortmund, Germany

Raum A 3.16

Zur Person
  • Seit 2021 Chief Scientist am Lehrstuhl für Förder- und Lagerwesen, FLW
  • 2023/06-2024/01 Manager bei 4flow sowie Research Advisor (Teilzeit) am Lehrstuhl für Förder- und Lagerwesen, FLW
  • 2021 Dr.-Ing., Fakultät Maschinenbau, Technische Universität Dortmund
  • 2016-2020 Wissenschaftlicher Mitarbeiter am Lehrstuhl für Förder – und Lagerwesen, FLW
  • 2016 M.Sc. Logistik, Technische Universität Dortmund
  • 2016 Masterand bei der WEPA Hygieneprodukte GmbH in Arnsberg
  • 2014 B.Sc. Logistik, Technische Universität Dortmund
Arbeitsgebiete
  • Koordination der Forschungsarbeit des Lehrstuhls
  • Menschliche Aktivitätserkennung in der Intralogistik
  • Datensatzerstellung für Verfahren des maschinellen Lernens
Veröffentlichungen
  1. Niemann, Friedrich; Reining, Christopher
    Kontextbasierte Aktivitätserkennung – Synergie von Mensch und Technik in der Social Networked Industry
    In: 30. Deutscher Materialfluss-Kongress. 2024
    DOI: 10.48550/arXiv.2402.05480
  2. Klüttermann, Simon; Rutinowski, Jérôme; Nguyen, Anh; Reining, Christopher; Roidl, Moritz; Müller, Emmanuel
    On Graph Representation based Re-Identification – A Proof of Concept
    In: IEEE International Conference on Data Mining Workshops (ICDMW). 2023, S. 1097–1104
    DOI: 10.1109/ICDMW60847.2023.00144
  3. Gouda, Anas; Ghanem, Abraham; Reining, Christopher
    DoPose-6D dataset for object segmentation and 6D pose estimation
    In: IEEE International Conference on Machine Learning and Applications (ICMLA) (2022)
    DOI: 10.1109/ICMLA55696.2022.00077
  4. Klüttermann, Simon; Rutinowski, Jérôme; Reining, Christopher; Roidl, Moritz; Müller, Emmanuel
    Towards Graph Representation based Re-Identification of Chipwood Pallet Blocks
    In: IEEE International Conference on Machine Learning and Applications (ICMLA) (2022)
    DOI: 10.1109/ICMLA55696.2022.00279
  5. Nair, Nilah Ravi; Schmid, Lena; Rueda, Fernando Moya; Pauly, Markus; Fink Gernot A.; Reining, Christopher
    Dataset Bias in Human Activity Recognition
    DOI: 10.48550/ARXIV.2301.10161
  6. Awasthi, Shrutarv; Fernandez-Cortizas, Miguel; Reining, Christopher; Arias-Perez, Pedro; Luna, Marco; Perez-Saura, David, Roidl, Moritz; Gramse, Nils; Klokowski, Patrick; Campoy, Pascual
    Micro UAV Swarm for industrial applications in indoor environment – A Systematic Literature Review
    In: Volume 16. Bundesvereinigung Logistik BVL, 2023
    DOI:
    doi.org/10.23773/2023_11
  7. Feldmann, Felix; Bas, Hülya; Reining, Christopher
    Mensch-Technik-Interaktion und Social Networked Industry
    In: ten Hompel, M. (eds): IT und autonome Systeme in der Logistik; Fachwissen Logistik. Springer Vieweg. Berlin, Heidelberg. 2023.
    DOI: doi.org/10.1007/978-3-662-66939-6_5
  8. Franke, Sven; Niemann, Friedrich; Reining, Christopher
    Kommissioniersysteme
    In: Handbuch Logistik, Springer Vieweg. Berlin, Heidelberg. 2023
    DOI: doi.org/10.1007/978-3-642-54476-7_21-1
  9. Gouda, Anas; Heinrich, Danny; Hünnefeld, Mirco;  Priyanta, Irfan Fachrudin; Reining, Christopher; Roidl, Moritz
    A Grid-based Sensor Floor Platform for Robot Localization using Machine Learning
    In: IEEE International Instrumentation and Measurement Technology Conference (2023)
    DOI: doi.org/10.48550/ARXIV.2212.04721
  10. Gramse, Nils; Roidl, Moritz; Awasthi, Shrutarv; Reining, Christopher
    Micro-UAV Swarm Testbed for Indoor Applications
    In: Machine Learning under Resource Constraints – Volume 3 Applications. De Gruyter, 2023, S. 212–224.
    DOI: doi.org/10.1515/9783110785982-020
  11. Reining, Christopher; Nair, Nilah Ravi; Niemann, Friedrich; Moya Rueda, Fernando; Fink, Gernot A.
    A Tutorial on Dataset Creation for Sensor-based Human Activity Recognition
    In: IEEE International Conference on Pervasive Computing and Communications (PerCom), Workshop on Annotation of useR Data for UbiquitOUs Systems (ARDUOUS)
    DOI: 10.1109/PerComWorkshops56833.2023.10150401
  12. Gramse, Nils; Roidl, Moritz; Awasthi, Shrutarv; Reining, Christopher
    Micro-UAV Swarm Testbed for Indoor Applications
    In: Machine Learning under Resource Constraints – Volume 3 Applications. De Gruyter, 2023, S. 212–224.
    doi.org/10.1515/9783110785982-020
  13. Rutinowski, Jérôme; Vankayalapati, Bhargav; Schwenzfeier, Nils; Acosta, Maribel; Reining, Christopher
    On the Applicability of Synthetic Data for Re-Identification
    In: AAA Conference on Artificial Intelligence, workshop AI2SE (2023)
    doi.org/10.48550/ARXIV.2212.10105
  14. Rutinowski, Jérôme; Youssef, Hazem; Franke, Sven; Priyanta, Irfan Fachrudin; Polachowski, Frederik; Roidl, Moritz; Reining, Christopher
    Semi-Automated Computer Vision based Tracking of Multiple Industrial Entities — A Framework and Dataset Creation Approach
    DOI: doi.org/10.48550/arXiv.2304.00950
  15. Schwenzfeier, Nils; Rutinowski, Jérôme; Hesenius, Marc; Reining, Christopher; Acosta, Maribel
    Generating Embedding Spaces for Re-Identifying Pallets from their Chipwood Patterns
    In: EAAI
    DOI: doi.org/10.1016/j.engappai.2023.106905
  16. Youssef, Hazem; Polachowski, Frederik; Rutinowski, Jérôme; Roidl, Moritz; Reining, Christopher
    Object Pose Estimation Annotation Pipeline for Multi-view Monocular Camera Systems in Industrial Settings
    DOI: doi.org/10.48550/arXiv.2310.14914
  17. Rutinowski, Jérôme; Endendyk, Jan; Reining, Christopher; Roidl, Moritz
    galvanized-636 – A galvanized steel re-identification dataset
    In: Zenodo 2022. [Dataset]
    doi.org/10.5281/zenodo.7386956
  18. Rutinowski, Jérôme; Reining, Christopher; Gouda, Anas; Youssef, Hazem
    The Potential of Deep Learning based Computer Vision in Warehousing Logistics
    In: Logistics Journal (2022)
    doi.org/
    10.2195/lj_proc_rutinowski_en_202211_01
  19. Awasthi, Shrutarv; Gramse, Nils; Reining, Christopher; Roidl, Moritz
    UAVs for Industries and Supply Chain Management
    In: International Conference on Material Handling, Constructions and Logistics (2022)
    doi.org/10.48550/ARXIV.2212.03346
  20. Niemann, Friedrich; Reining, Christopher; Bas, Hülya; Franke, Sven
    Applications of human activity recognition in industrial processes – Synergy of human and technology
    In: International Conference on Material Handling, Constructions and Logistics (2022)
    doi.org/10.48550/ARXIV.2212.02266
  21. Ravi Nair, Nilah; Moya Rueda, Fernando; Reining, Christopher ; A. Fink, Gernot
    Multi-Channel Time-Series Person and Soft-Biometric Identification
    In: IEEE ICPR Workshops (2022)
  22. Gouda, Anas; Ghanem, Abraham; Reining, Christopher
    Category-agnostic Segmentation for Robotic Grasping
    In: (2022)
    doi.org/10.48550/ARXIV.2204.13613
  23. Kaiser, Pascal; Thevapalan, Andre; Reining, Christopher; Roidl, Moritz; Kern-Isberner, Gabriele; ten Hompel, Michael
    Hybrid Production: Enabled By Controlling The Output Sequence Of A Matrix Production Using Answer Set Programming

    2022 Procedia CIRP 
    doi.org/10.1016/j.procir.2022.05.149
  24. Rutinowski, Jérôme; Chilla, Tim; Pionzewski, Christian; Reining, Christopher; ten Hompel, Michael
    pallet-block-502 – A chipwood re-identification dataset
    In: Zenodo 2021. [Dataset]
    doi.org/10.5281/zenodo.6353714
  25. Gouda, Anas; Nedungadi, Ashwin; Ghatpande, Anay; Reining, Christopher; Youssef, Hazem; Roidl, Moritz
    DoPose: dataset for object segmentation and 6D pose estimation
    In: Zenodo 2022. [Dataset]
    doi.org/10.5281/zenodo.6103779
  26. Niemann, Friedrich; Reining, Christopher; Moya Rueda, Fernando; Avsar, Hülya; Altermann, Erik; Nair, Nilah Ravi; Steffens, Janine Anika; Fink, Gernot A.; ten Hompel, Michael
    Logistic Activity Recognition Challenge (LARa Version 2) – A Motion Capture and Inertial Measurement Dataset
    In: Zenodo 2022. (Version 2) [Data set]
    doi.org/10.5281/zenodo.5761276
  27. Kaiser, Pascal; Thevapalan, Andre; Reining, Christopher; Kern-Isberner, Gabriele; ten Hompel, Michael
    Generating highly constrained warehouse layouts using answer set programming
    In: Logistics Journal 2021
    doi.org/10.2195/lj_Proc_kaiser_en_202112_01
  28. Rutinowski, Jérôme; Pionzewski, Christian; Chilla, Tim; Reining, Christopher; ten Hompel, Michael
    Towards Re-Identification for Warehousing Entities – A Work-in-Progress Study
    In: 2021 26th IEEE International Conference on Emerging Technologies and Factory Automation
    doi.org/10.1109/ETFA45728.2021.9613250
  29. Avsar, Hülya; Niemann, Friedrich; Reining, Christopher; ten Hompel, Michael
    Cyber-physischer Zwilling Framework zur Generierung menschlicher Bewegungsdaten in der Intralogistik
    In: Logistics Journal 2021
    doi.org/2195/lj_Proc_avsar_de_202112_01
  30. Kirchhof, Michael; Schmid, Lena; Reining, Christopher; ten Hompel, Michael; Pauly, Markus
    Chances of Interpretable Transfer Learning for Human Activity Recognition in Warehousing
    In: Computational Logistics. ICCL 2021. Lecture Notes in Computer Science, vol 13004. Springer, Cham.
    doi.org/10.1007/978-3-030-87672-2_11
  31. Reining, Christopher
    Attributbasierte Erkennung menschlicher Aktivitäten in industriellen Prozessen am Beispiel der Logistik (Dissertation)
    In: Logistik für die Praxis (herausgegeben von Michael ten Hompel)
    Verlag Praxiswissen 2021
    doi.org/978-3-86975-163-4
  32. Kirchhof, Michael; Schmid, Lena; Reining, Christopher; ten Hompel, Michael; Pauly, Markus
    pRSL: Interpretable Multi-label Stacking by Learning Probabilistic Rules
    In: The Conference on Uncertainty in Artificial Intelligence (UAI) 2021
    arxiv.org/abs/2105.13850
  33. Avsar, Hülya; Alterman, Erik; Reining, Christopher; Moya Rueda, Fernando; Fink, Gernot A.; ten Hompel, Michael
    Benchmarking Annotation Procedures for Multi-channel Time Series HAR Dataset
    In: 2021 IEEE International Conference on Pervasive Computing and Communications Workshops
    doi.org/10.1109/PerComWorkshops51409.2021.9431062
  34. Reining, Christopher; Moya Rueda, Fernando; Niemann, Friedrich; Fink, Gernot A.; ten Hompel, Michael
    Annotation Performance for multi-channel time series HAR Dataset in Logistics
    In: 2020 IEEE International Conference on Pervasive Computing and Communications Workshops
    doi.org/10.1109/PerComWorkshops48775.2020.9156170
  35. Niemann, Friedrich; Reining, Christopher; Moya Rueda, Fernando; Nair, Nilah Ravi; Steffens, Janine Anika; Fink, Gernot A.; ten Hompel, Michael
    LARa: Creating a Dataset for Human Activity Recognition in Logistics Using Semantic Attributes
    In: Sensors 2020
    doi.org/10.3390/s20154083
  36. Niemann, Friedrich; Reining, Christopher; Moya Rueda, Fernando; Altermann, Erik; Nair, Nilah Ravi; Steffens, Janine Anika; Fink, Gernot A.; ten Hompel, Michael
    Logistic Activity Recognition Challenge (LARa) – A Motion Capture and Inertial Measurement Dataset
    In: Zenodo 2020
    doi.org/10.5281/ZENODO.3862782
  37. Reining, Christopher; Niemann, Friedrich; Moya Rueda, Fernando; Fink, Gernot A.; ten Hompel, Michael
    Human Activity Recognition for Production and Logistics — A Systematic Literature Review
    In: Information 2019, 10(8), 245.
    doi.org/10.3390/info10080245
  38. Terharen, André; Feldmann, Felix; Reining, Christopher; ten Hompel, Michael
    Integration von Virtual Reality und optischem Motion Capturing in die Planung und Optimierung von Materialflusssystemen
    In: Logistics Journal : Proceedings, vol. 2018, no. 01, Nov. 2018.
    doi.org/10.2195/lj_Proc_terharen_de_201811_01
  39. Reining, Christopher; ten Hompel, Michael; Moya Rueda, Fernando; Fink, Gernot A.
    Towards a Framework for Semi-Automated Annotation of Human Order Picking Activities Using Motion Capturing
    In: Proceedings of the 2018 Federated Conference on Computer Science and Information Systems
    doi.org/10.15439/2018F188
  40. Reining, Christopher; Schlangen, Michelle; Hissmann, Leon; ten Hompel, Michael; Moya Rueda, Fernando; Fink, Gernot A.
    Attribute Representation for Human Activity Recognition of Manual Order Picking Activities
    In: Proceedings of the 5th International Workshop on Sensor-based Activity
    Recognition and Interaction – iWOAR ’18
    doi.org/10.1145/3266157.3266214
  41. Borst, Dominik; Reining, Christopher; ten Hompel, Michael
    Einfluss der Mensch-Maschine-Interaktion auf das Maschinendesign in der Social Networked Industry
    In: Logistics Journal : Proceedings, vol. 2018, no. 01, Nov. 2018.
    doi.org/10.2195/lj_Proc_borst_de_201811_01
  42. Reining, Christopher; Bousbiba, Omar; Jungen, Svenja; ten Hompel, Michael
    Data Mining and Fault Tolerance in Warehousing
    In: Proceedings of the Hamburg International Conference of Logistics (HICL);23 (2017)
    doi.org/10.15480/882.1464