Lewandowski, M.; Werthmann, D.; Gath, M.; Lawo, M.: Agent-based Control for Material Handling Systems in In-House Logistics. In: European Conference on Smart Objects, Systems and Technologies. 2013. Nürnberg.

Gath, M; Edelkamp, S.; Herzog, O.: Agent-Based Dispatching in Groupage Traffic. In: IEEE Symposium on Computational Intelligence in Production and Logistics Systems (CIPLS). 2013. IEEE, Singapur.

Edelkamp, S; Gath M. ; Cazenave, T.; Teytaud, F.: Algorithm and Knowledge Engineering for the TSPTW Problem. In: IEEE Symposium on Computational Intelligence in Scheduling (CISched). 2013. IEEE, Singapur.

Edelkamp, S.; Gath, M.: Optimal Decision Making in Agent-Based Autonomous Groupage Traffic. In: Filipe, J.; Fred, A. (eds.): Proceedings of the 5th International Conference on Agents and Artificial Intelligence (ICAART). (1) 2013. pp. 248 - 254.

Greulich, C.; Edelkamp, S.; Gath, M.; Warden, T.; Humann, M.; Herzog, O.; Sitharam, T. G.: Enhanced Shortest Path Computation for Multiagent-based Intermodal Transport Planning in Dynamic Environments. In: Filipe, J.; Fred, A. (eds.): Proceedings of the 5th International Conference on Agents and Artificial Intelligence (ICAART). (2) 2013. pp. 324 - 329.


Gath, M.; Wagner,T.; Herzog, O.: Autonomous Logistic Processes of Bike Courier Services using Multiagent-Based Simulation. In: Affenzeller, M.; Bruzzone, A.; De Felice, F.; Del Rio Vilas, D.; Frydman, C.; Massei, M.; Merkuryev, Y. (eds.): The 11th International Conference on Modeling and Applied Simulation. 2012. pp. 134 - 142.

Warden, T.; Herzog, O.: Organizing Goal-oriented Knowledge Exchange in Multiagent Systems. In: 1st Joint International Symposium on System-Integrated Intelligence 2012. New Challenges for Product and Production Engineering, 2012

Warden, T.; Wojtusiak, J.; Herzog, O.: Intelligent Modelling and Control for Autonomous Logistics. In: Kołodziej, J.; Khan, S. U.; Burczyński, T (eds.): Advances in Intelligent Modelling and Simulation: Artificial Intelligence-based Models and Techniques in Scalable Computing. Springer, Berlin / Heidelberg, 2012

Wojtusiak, J.; Warden, T.; Herzog, O.: Machine Learning in Agent-based Stochastic Simulation: Inferential Theory and Evaluation in Transportation Logistics. In: Computers and Mathematics with Applications, 1/2012

Warden, T.; Wagner, T.; Langer, H.; Herzog, O.: Towards Multiagent Interactive Adaption of Individual Models for Decision Support. In: 2nd International Workshop on Semantic Interoperability (IWSI 2012). 2012, pp. 553-559


Bloos, M.; Warden, T.; Kopfer, H.; Herzog, O.: Modeling and Simulation of Operational Transport Collaboration: A Multiagent-based Approach. In: Tagungsband des 6. Deutsch-Russischen Logistik Workshops. Cuvillier Verlag, Göttingen, 2011

Porzel, R.; Warden, T.; Ganji, F.; Aust, Markus: Anwendungspotentiale von Mixed-Reality-Simulationen in der Entwicklung selbststeuernder Montageprozesse. In: 10. Paderborner Workshop Augmented & Virtual Reality in der Produktentstehung (Wissenschaftsforum Intelligente Technische Systeme 2011). Heinz Nixdorf Institut, Paderborn, Germany, 2011

Wojtusiak, J.; Warden, T.; Herzog, O.: Agent-based Pickup and Delivery Planning: The Learnable Evolution Model Approach. In: Proceedings of the Fifth International Conference on Complex, Intelligent, and Software Intensive Systems (CISIS-2011). 2011, pp. 1-8 (Download PDF)

Schuldt, A.: Team Formation for Agent Cooperation in Logistics: Protocol Design and Complexity Analysis. In: Filipe, J.; Fred, A. (eds.): 3rd International Conference on Agents and Artificial Intelligence (ICAART 2011). INSTICC Press, 2011, pp. 398-405

Schuldt, A.: Multiagent Coordination Enabling Autonomous Logistics. Springer-Verlag, Heidelberg, Germany, 2011, Science Award for Logistics 2010

Schuldt, A.; Berndt, J. O.; Herzog, O.: The Interaction Effort in Autonomous Logistics Processes: Potential and Limitations for Cooperation. In: Hülsmann, M.; Scholz-Reiter, B.; Windt, K. (eds.): Autonomous Cooperation and Control in Logistics: Contributions and Limitations - Theoretical and Practical Perspectives. Springer-Verlag, Heidelberg, Germany, 2011, pp. 77-90


Snieżyński, B.; Wójcik, W.; Gehrke, J. D.; Wojtusiak, J.: Combining Rule Induction and Reinforcement Learning for Agent-based Vehicle Routing. In: Ninth International Conference on Machine Learning and Applications (ICMLA 2010). IEEE, 2010, pp. 851-856 (Download PDF)

Hribernik, K.; Warden, T.; Thoben, K.-D.; Herzog, O.: An Internet of Things for Transport Logistics - An Approach to Connecting the Information and Material Flows in Autonomous Cooperating Logistics Processes. In: Proceedings of the 12th International MITIP Conference on Information Technology & Innovation Processes of the Enterprises. 2010, pp. 54-67 (Download PDF)

Gehrke, J.D.; Herzog, O.; Langer, H.; Malaka, R.; Porzel, R.; Warden, T.: An Agent-Based Approach to Autonomous Logistic Processes. In: Künstliche Intelligenz, 24(2010)2, pp. 137-141 (Download PDF)

Warden, T.; Porzel, R.; Gehrke, J. D.; Herzog, O.; Langer, H.; Malaka, R.: Towards Ontology-based Multiagent Simulations: The PlaSMA Approach. In: Bargiela, Andrzej; Azam Ali, Sayed; Crowley, David; Kerckhoffs, Eugène J.H. (eds.): 24th European Conference on Modelling and Simulation (ECMS 2010). European Council for Modelling and Simulation, 2010, pp. 50-56 (Download PDF)

Warden, T.; Wojtusiak, J.: Learnable Evolutionary Optimization in Autonomous Pickup & Delivery Planning. Technical Report of the CRC637, Center for Computing and Communication Technologies (TZI), Universität Bremen, Bremen, Germany, 2010, TZI Technical Report Nr. 55 (Download PDF)

Schuldt, A.: Multiagent Coordination Enabling Autonomous Logistics. In: Wimmer, T.; Wöhner, H. (eds.): 27th German Logistics Congress (DLK 2010). Deutscher Verkehrs-Verlag, Berlin, Germany, 2010, pp. 424-427


Xing, X.; Warden, T.; Nicolai, T.; Herzog, O.: SMIZE: A Spontaneous Ride-Sharing System for Individual Urban Transit. In: Multiagent System Technologies. Seventh German Conference (MATES 2009), Springer, Berlin, 2009, pp. 165-176

Gehrke, J. D.; Schuldt, A.: Incorporating Knowledge about Interaction for Uniform Agent Design for Simulation and Operation. In: Decker, K. S.; Sichman, J. S.; Sierra, C.; Castelfranchi, C. (eds.): 8th International Conference on Autonomous Agents and Multiagent Systems (AAMAS-09). International Foundation for Autonomous Agents and Multiagent Systems (IFAAMAS), 2009, pp. 1175-1176 (Download PDF)

Gehrke, J. D.: Evaluating Situation Awareness of Autonomous Systems. In: Madhavan, R.; Tunstel, E.; Messina, E. (eds.): Performance Evaluation and Benchmarking of Intelligent Systems. Springer, Berlin, 2009, pp. 93-111 (Download PDF)


Gehrke, J. D.; Schuldt, A.; Werner, S.: Quality Criteria for Multiagent-Based Simulations with Conservative Synchronisation. In: Rabe, M. (ed.): 13th ASIM Dedicated Conference on Simulation in Production and Logistics. Fraunhofer IRB Verlag, Stuttgart, Germany, 2008, pp. 545-554 (Download PDF)

Gehrke, J. D.: Collaborative Experimentation Using Agent-based Simulation. In: Zurada, J. M. (ed.): Proceedings of the 2008 Workshop on Building Computational Intelligence and Machine Learning Virtual Organizations. 2008, pp. 34-38 (Download PDF)

Schuldt, A.; Gehrke. J. D.; Werner, S.: Designing a Simulation Middleware for FIPA Multiagent Systems. In: 2008 IEEE/WIC/ACM International Conference on Web Intelligence and Intelligent Agent Technology. IEEE Computer Society Press, 2008, pp. 109-113 (Download PDF)

Gehrke, J. D.; Wojtusiak, J.: Traffic Prediction for Agent Route Planning. In: Bubak, M; van Albada, G.D.; Dongarra, J.; Sloot, P.M.A. (eds.): 8th International Conference on Computational Science 2008, vol. 3. Springer, Berlin, 2008, pp. 692-701 (Download PDF)


Gehrke, J.D.; Ober-Blöbaum, C.: Multiagent-based Logistics Simulation with PlaSMA. In: Koschke, R.; Herzog, O.; Rödiger, K.-H.; Ronthaler, M. (eds.): Informatik 2007 - Informatik trifft Logistik, Band 1. Beiträge der 37. Jahrestagung der Gesellschaft für Informatik e.V. (GI), GI, Bonn, 2007, pp. 416-419, invited paper (Download PDF)


Gehrke, J.D.; Wenning, B.-L.; Lorenz, M.; Becker, M.: Integration of two Approaches for Simulation of Autonomous Logistic Processes. In: Wenzel, S.(eds.): Simulation in Produktion und Logistik 2006, Tagungsband zur 12. Fachtagung Kassel, 2006, pp. 133-142.

Becker, M.; Wenning, B.-L.; Görg, C.; Gehrke, J. D.; Lorenz, M.; Herzog, O.:Agent-based and Discrete Event Simulation of Autonomous Logistic Processes In: Borutzky, W.; Orsoni, A.; Zobel, R. (eds): 20th European Conference on Modelling and Simulation, 2006, pp.566-571 (Download PDF)

Diploma and Master Theses


Rong, Mathias Kooperative Schwarm-Intelligenz zur Lösung des Pickup-And-Delivery-Problems Diploma Thesis, 2012, Advisor: Thomas Wagner


Gath, Max Agentenbasierte Berechnung leistungsgerechter Dispositionen im Rahmen des Pickup and Delivery Problem (PDP) Diploma Thesis, 2011, Advisor: Thomas Wagner

Tiemann, Katharina Das Verhalten von Softwareagenten bei Über- und Unterangebot in kombinatorischen Auktionen Diploma Thesis, 2011, Advisor: Hagen Langer


Kong, Xi Implizite Synchronisation für die Simulation von Multiagentensystemen
Master Thesis, 2010, Advisors: Jan Gehrke, Arne Schuldt

Mudersbach, Gero Interacting with Agent-based Logistic Simulations
Masters Thesis, 2010, Advisor: Rainer Malaka

Meyer-Barlag, Claas Rechnerunterstützte Erstellung von Agenten zur Logistiksimulation
Diploma Thesis, 2010, Advisors: Jan Gehrke, Arne Schuldt

Runge, Serge A. Formale Systemmodelle zur Erkennung konfliktärer Aktionen in der Multiagentensimulation
Diploma Thesis, 2010, Advisor: Jan Gehrke, Arne Schuldt


Ober-Blöbaum, Christian Hybride Entscheidungsfindung für autonome Agenten in logistischen Szenarien
Diploma Thesis, 2008, Advisor: Martin Lorenz

Xing, Xin Verhältnis von Fahrzeit und Teilnehmerzahl einer Mitfahrzentrale für den individuellen Nahverkehr
Diploma Thesis, 2008, Advisor: Tom Nicolai

Kordes, Lars Hybride Routenplanung in der Logistik: Eine Verbesserung zentraler Planung durch autonome Frachtführer
Diploma Thesis, 2008, Advisor: Hagen Langer