Publications
2024
Peer-reviewed journal article
A review on unsupervised learning algorithms and applications in supply chain management
Rolf, Benjamin; Beier, Alexander; Jackson, Ilya; Müller, Marcel; Reggelin, Tobias; Stuckenschmidt, Heiner; Lang, Sebastian
In: International journal of production research - London [u.a.] : Taylor & Francis . - 2024, insges. 51 S. [Online first]
2023
Book chapter
Ereignisdiskrete Modellierung autonomer Transportfahrzeuge mittels Open-Source Software - Discrete-event modelling of autonomous transport vehicles using open-source software
Artiushenko, Viktor; Müller, Marcel; Reggelin, Tobias; Lang, Sebastian
In: Simulation in Produktion und Logistik 2023 / ASIM-Fachtagung Simulation in Produktion und Logistik , 2023 - Ilmenau : Universitätsverlag Ilmenau ; Bergmann, Sören *1979-*, S. 271-280 [Tagung: 20. ASIM Fachtagung Simulation in Produktion und Logistik, Ilmenau, 13-15. September 2023]
Integrating home healthcare and patient transportation - a sample average approximation approach to optimize scheduling and routing
Reyes-Rubiano, Lorena S.; Müller, Marcel; Sarmiento, Angelica; Guerrero, William; Voegl, Jana; Hirsch, Patrick
In: 2023 Winter Simulation Conference (WSC) - [Piscataway, NJ] : IEEE, insges. 12 S. [Konferenz: Winter Simulation Conference, WSC, San Antonio, TX, USA, 10-13 December 2023]
Multi-agent proximal policy optimization for a deadlock capable transport system in a simulation-based learning environment
Müller, Marcel; Reyes-Rubiano, Lorena S.; Reggelin, Tobias; Zadek, Hartmut
In: 2023 Winter Simulation Conference (WSC) - [Piscataway, NJ] : IEEE, insges. 12 S. [Konferenz: Winter Simulation Conference, WSC, San Antonio, TX, USA, 10-13 December 2023]
Towards deadlock handling with machine learning in a simulation-based learning environment
Müller, Marcel; Reggelin, Tobias; Kutsenko, Iegor; Zadek, Hartmut; Reyes-Rubiano, Lorena Silvana
In: 2022 Winter Simulation Conference (WSC) , 2022 - [Piscataway, NJ] : IEEE ; Feng, B. . - 2023 [Konferenz: Winter Simulation Conference, WSC, Singapore, 11-14 December 2022]
A framework for applying reinforcement learning to deadlock handling in intralogistics
Müller, Marcel; Reyes-Rubiano, Lorena Silvana; Reggelin, Tobias; Zadek, Hartmut
In: 2023 International Scientific Symposium on Logistics - Bremen : BVL International, Bundesvereinigung Logistik (BVL) e.V. ; Schmidt, Thorsten, S. 107-121 [Symposium: 2023 International Scientific Symposium on Logistics, Dresden, 19 - 20 June 2023]
2022
Book chapter
Planung logistischer Systeme
Glistau, Elke; Trojahn, Sebastian; Dittrich, Ingo; Müller, Marcel; Rolf, Benjamin; Reggelin, Tobias
In: Grundlagen der Logistik - Theorie und Praxis logistischer Systeme , 5., vollständig aktualisierte und erweiterte Auflage - München : huss ; Trojahn, Sebastian *1982-* . - 2022, S. 109-164 [Kapitel 4; Literaturangaben]
Peer-reviewed journal article
A review on reinforcement learning algorithms and applications in supply chain management
Rolf, Benjamin; Jackson, Ilya; Müller, Marcel; Lang, Sebastian; Reggelin, Tobias; Ivanov, Dmitry
In: International journal of production research - London [u.a.] : Taylor & Francis, Bd. 60 (2022), insges. 30 S. [Published online: 03. Nov. 2022]
Scientific monograph
Abschlussbericht zum Verbundprojekt InKoLa - Infrastrukturkopplung - Platzierung und Betrieb von Ladestationen aus Verkehrs- und Energienetzsicht
Lindemann, Andreas; Wolter, Martin; Rose, Georg; Vick, Ralf; Hauer, Ines; Tayyab, Muhammad; Helm, Sebastian; Heuer, Maik; Brinken, Julius; Müller, Marcel; Schmidtke, Niels; Hildebrand, Nicole; Wagener, Sven; Holzberger, Mathias
In: Magdeburg: Otto-von-Guericke-Universität Magdeburg, 2022, 1 Online-Ressource (156 Seiten, 8,22 MB) - (Res electricae Magdeburgenses; Band 87) [Literaturverzeichnis: Seite 108-110]
2021
Book chapter
Einfluss von Störungen auf den Umgang mit Deadlocks in einem fahrerlosen Transportsystem - Influence of disruptions on deadlock handling in an automated guided vehicle system
Müller, Marcel; Ulrich, Jan Hendrik; Reyes Rubiano, Lorena Silvana; Reggelin, Tobias; Zadek, Hartmut
In: Simulation in Produktion und Logistik 2021 , 1. Auflage - Göttingen : Cuvillier Verlag ; Franke, Jörg *1964-*, S. 187-196 [Tagung: 19. ASIM-Fachtagung Simulation in Produktion und Logistik, Erlangen, 15. - 17. September 2021; Literaturangaben]
Handling of logistic deadlocks with machine learning
Müller, Marcel; Reggelin, Tobias; Zadek, Hartmut
In: 14th International Doctoral Students Workshop on Logistics, June 22, 2021 Magdeburg , 2021 - Magdeburg : Universitätsbibliothek ; Glistau, Elke *1959-*, S. 77-82 [Tagung: 14th International Doctoral Students Workshop on Logistics, June 22, 2021, Magdeburg]
Simulationsmodell mit 3D-Animation zur schnellen Bewertung von Ablaufplänen in der Produktion - Simulation model with 3D animation for quick evaluation of production schedules
Rolf, Benjamin; Reggelin, Tobias; Lang, Sebastian; Müller, Marcel; Prehm, Johann
In: Simulation in Produktion und Logistik 2021 , 1. Auflage - Göttingen : Cuvillier Verlag ; Franke, Jörg *1964-*, S. 207-216 [Tagung: 19. ASIM-Fachtagung Simulation in Produktion und Logistik, Erlangen, 15. - 17. September 2021; Literaturangaben]
Peer-reviewed journal article
An optimization model for urban transport distribution with time windows - a case study of invoice delivery in a law firm
Reyes-Rubiano, Lorena Silvana; Solano-Charris, Elyn L.; Caneva, Yira; Müller, Marcel; Reggelin, Tobias
In: IFAC-PapersOnLine / Internationale Förderung für Automatische Lenkung - Frankfurt : Elsevier, Bd. 54 (2021), Heft 1, S. 236-242 [Part of special issue: 17th IFAC Symposium on Information Control Problems in Manufacturing INCOM 2021: Budapest, Hungary, 7-9 June 2021]
Real-time combination of material flow simulation, digital twins of manufacturing cells, an AGV and a mixed-reality application
Müller, Marcel; Mielke, Jonas; Pavlovskyi, Yurii; Pape, Andreas; Masik, Steffen; Reggelin, Tobias; Häberer, Sebastian
In: Procedia CIRP / CIRP - The International Academy for Production Engineering - Amsterdam [u.a.] : Elsevier, Bd. 104 (2021), S. 1607-1612
Open-source discrete-event simulation software for applications in production and logistics - an alternative to commercial tools?
Lang, Sebastian; Reggelin, Tobias; Müller, Marcel; Nahhas, Abdulrahman
In: Procedia computer science - Amsterdam [u.a.] : Elsevier, Bd. 180 (2021), S. 978-987 [Part of special issue: Proceedings of the 2nd International Conference on Industry 4.0 and Smart Manufacturing (ISM 2020)]
NeuroEvolution of augmenting topologies for solving a two-stage hybrid flow shop scheduling problem - a comparison of different solution strategies
Lang, Sebastian; Reggelin, Tobias; Schmidt, Johann; Müller, Marcel; Nahhas, Abdulrahman
In: Expert systems with applications - Amsterdam [u.a.] : Elsevier Science - Vol. 172 (2021), article 114666, insgesamt 19 Seiten
2020
Book chapter
Deadlock and collision handling for automated rail-based storage and retrieval units
Müller, Marcel; Schmidt, Stephan; Reggelin, Tobias
In: IEEE Xplore digital library / Institute of Electrical and Electronics Engineers - New York, NY : IEEE . - 2019, S. 1591-1601 [Konferenz: 2019 Winter Simulation Conference, WSC, National Harbor, MD, USA, 8-11 December 2019]
Integration of deep reinforcement learning and discrete-event simulation for real-time scheduling of a flexible job shop production
Lanzerath, Nico; Lang, Sebastian; Behrendt, Fabian; Reggelin, Tobias; Müller, Marcel
In: IEEE Xplore digital library / Institute of Electrical and Electronics Engineers - New York, NY : IEEE . - 2020, S. 3057-3068 [Konferenz: 2020 Winter Simulation Conference (WSC), first virtual Winter Simulation Conference December 14-18, 2020.]
Scheduling jobs in a two-stage hybrid flow shop with a simulation-based genetic algorithm and standard dispatching rules
Rolf, Benjamin; Reggelin, Tobias; Nahhas, Abdulrahman; Müller, Marcel; Lang, Sebastian
In: IEEE Xplore digital library / Institute of Electrical and Electronics Engineers - New York, NY : IEEE . - 2020, S. 1584-1595 [Konferenz: 2020 Winter Simulation Conference (WSC), first virtual Winter Simulation Conference December 14-18, 2020.]
Comparison of deadlock handling strategies for different warehouse layouts with an AGVS
Müller, Marcel; Ulrich, Jan Hendrik; Reggelin, Tobias; Lang, Sebastian; Reyes-Rubiano, Lorena Silvana
In: IEEE Xplore digital library / Institute of Electrical and Electronics Engineers - New York, NY : IEEE . - 2020, S. 1300-1311 [Konferenz: 2020 Winter Simulation Conference (WSC), first virtual Winter Simulation Conference December 14-18, 2020.]
Peer-reviewed journal article
Assigning dispatching rules using a genetic algorithm to solve a hybrid flow shop scheduling problem
Rolf, Benjamin; Reggelin, Tobias; Nahhas, Abdulrahman; Lang, Sebastian; Müller, Marcel
In: Procedia manufacturing - Amsterdam [u.a.] : Elsevier, Bd. 42 (2020), S. 442-449 [Konferenz: International conference on Industry 4.0 and Smart Manufacturing (ISM 2019)]
2019
Book chapter
Simulation and dimensioning of an automatic warehouse of industrial laundries
Müller, Marcel; Maure, Lissette Consepcion; Reggelin, Tobias; Schmidt, Stephan; Coello Machado, Norge Isaias
In: COMEC 2019 ; Conferencia Científica Internacional de Ingeniería Mecánica (10.:2019), insges. 17 S. [Konferenz: COMEC2019, June, 23th-30th, Cayos de Villa Clara, Cuba]
Referenzmodelle für die Simulation von Prozessen in Industriewäschereien
Müller, Marcel; Reggelin, Tobias; Licht, Maximilian
In: ASIM 2019 / ASIM-Fachtagung Simulation in Produktion und Logistik , 2019 , 1. Auflage - Auerbach /Vogtl : Wissenschaftliche Scripten, S. 532-540 [Tagung: 18. ASIM-Fachtagung, 18.-20. September 2019, Chemnitz]
Automated dynamic storage allocation in the industrial laundry sector with RFID
Matke, Martin; Müller, Marcel; Ryll, Frank
In: Smart SysTech 2019 - Berlin : VDE VERLAG, insges. 13 S. [Konferenz: Smart SysTech 2019, 4-5 June 2019, Magdeburg, Germany]
Operational simulation-based decision support in intralogistics using short-term forecasts
Müller, Marcel; Reggelin, Tobias; Schmidt, Stephan
In: Reliability and Statistics in Transportation and Communication - Cham : Springer ; Kabashkin, Igor . - 2019, S. 345-352 - (Lecture Notes in Networks and Systems; volume 68) [Konferenz: 18th International Conference on Reliability and Statistics in Transportation and Communication, RelStat18, 17-20 October 2018, Riga, Latvia]
2018
Book chapter
Simulation-based planning and dimensioning of an automatic laundry storage and retrieval unit with dynamic storage location sizes
Müller, Marcel; Reggelin, Tobias; Schmidt, Stephan; Weigert, David
In: WSC'18 / Winter Simulation Conference , 2018 - Piscataway, NJ : IEEE, S. 2977-2988 [Konferenz: Winter Simulation Conference WSC'18, Gothenburg, Sweden, December 9-12, 2018]
Approach to evaluating and planning industrial laundries by using discrete event simulation and performance measurement system
Weigert, David; Ryll, Frank; Müller, Marcel
In: The 17th International Conference Modeling and Applied Simulation (MAS 2018) - Rende, Italy, S. 159-167 [Konferenz: MAS 17]
Simulation-based planning and optimization of an automated laundry warehouse using a genetic algorithm
Müller, Marcel; Reggelin, Tobias; Schmidt, Stephan
In: The 17th International Conference Modeling and Applied Simulation (MAS 2018) - Rende, Italy, S. 153-158 [Konferenz: MAS 17]