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Franziska Klügl

Title: Professor School/office: School of Science and Technology

Email: franziska.klugl@oru.se

Phone: +46 19 303925

Room: T2231

Research subject

Computer Science

Research environments

About Franziska Klügl

Franziska Klügl is Professor in Information Technology. Her main research interests are related to languages, processes and tools for multi-agent systems, in particular when applied to simulation modeling.

Despite of their increasing popularity, agent-based simulation models still suffer from lacking formal basis, clear development processes and only limited ways to connect simulation to empirical data for validation. My vision is to develop the approaches to agent-based simulation modelling so that domain experts without formal training in computer science can produce and use reliable, credible and valid models. This involves research in many areas such as software engineering for simulation, machine learning, human-agent interaction, distributed systems... One of the results of the research in Franziska's group is SeSAm - a visual programming tool for agent-based simulation that allows rapid prototyping as well as convenient development of complex agent-based simulation models. Unfortunately, the server has been shutdown by IT-Support. The code is now available via BitBucket. If you are interested in using SeSAm, send me an email and I will provide a link. A new webpage is under development.

In January 2020, Franziska was appointed Head of Subject Computer Science at Örebro University. She has been elected into the ENT faculty board in January 2019. Until summer 2021, she served as the program responsible for the 3 year "Högskoleingenjör program" in Computer Engineering.

Franziska currently teaches the basic software engineering course in the Högskoleingenjör Computer Engineering Program, the Multiagent Systems course in our Artificial Intelligence and Robotics Master Program and the Agent-based Modeling and Simulation in the 5th year of the Civilingenjörprogram on Industrial Economy. She also developed the MAS course further into a course in the SMART(er) program for working professionals. Franziska also gives PhD courses in areas related to her reseach.

Additionally, Franziska worked as local chair of AAMAS2018, July 10-15th in Stockholm and was be one of the chairs of the German AI Conference 2020 in Bamberg. She was co-organizer of the ATT2020 Workshop on Agents in Traffic and Transportation (and co-editor of the post-proceedings special issue in AI Communications).

Active projects

Completed projects

Research teams

Publications

Articles in journals

Klügl, F. & Bazzan, A. L. C. (2021). Accelerating route choice learning with experience sharing in a commuting scenario: An agent-based approach. AI Communications, 34 (1), 105-119.
Lujak, M. , Dusparic, I. , Klügl, F. & Vizzari, G. (2021). Agents in Traffic and Transportation (ATT 2020): [Special Issue Editorial]. AI Communications, 34 (1), 1-3.
Kyvik Nordås, H. & Klügl, F. (2021). Drivers of Automation and Consequences for Jobs in Engineering Services: An Agent-Based Modelling Approach. Frontiers in Robotics and AI, 8.
Alirezaie, M. , Kiselev, A. , Längkvist, M. , Klügl, F. & Loutfi, A. (2017). An Ontology-Based Reasoning Framework for Querying Satellite Images for Disaster Monitoring. Sensors, 17 (11).
Klügl, F. (2016). Using the affordance concept for model design in agent-based simulation. Annals of Mathematics and Artificial Intelligence, 78 (1), 21-44.
Vasirani, M. , Klügl, F. , Camponogara, E. & Hattori, H. (2015). Special issue on intelligent agents in traffic and transportation. Journal of Intelligent Transportation Systems / Taylor & Francis, 19 (1), 1-2.
Junges, R. & Klügl, F. (2013). Learning Tools for Agent-based Modeling and Simulation. Künstliche Intelligenz, 27 (3), 273-280.
Klügl, F. & Bazzan, A. L. (2012). Agent-based modeling and simulation. The AI Magazine, 33 (3), 29-40.
Junges, R. & Klügl, F. (2012). Generating inspiration for agent design by reinforcement learning. Information and Software Technology, 54 (6), 639-649.
Junges, R. & Klügl, F. (2012). Programming agent behavior by learning in simulation models. Applied Artificial Intelligence, 26 (4), 349-375.
Lopez-Paredes, A. , Edmonds, B. & Klügl, F. (2012). Special issue: Agent based simulation of complex social systems. Simulation (San Diego, Calif.), 88 (1), 4-6.
Klügl, F. , Bazzan, A. L. C. & Ossowski, S. (2010). Agents in traffic and transportation Preface. Transportation Research Part C: Emerging Technologies, 18 (1), 69-70.
Triebig, C. & Klügl, F. (2009). Elements of a documentation framework for agent-based simulation models. Cybernetics and systems, 40 (5), 441-474.

Articles, reviews/surveys

Bazzan, A. L. C. & Klügl, F. (2014). A review on agent-based technology for traffic and transportation. Knowledge engineering review (Print), 29 (3), 375-403.
Timpf, S. & Klügl, F. (2008). Räumliche Mobilität und KI. Künstliche Intelligenz (3), 5-7.

Books

Bazzan, A. L. & Klügl, F. (2013). Introduction to Intelligent Systems in Traffic and Transportation. San Rafael, California (USA): Morgan & Claypool Publishers (Synthesis Lectures on Artificial Intelligence and Machine Learning 7).

Chapters in books

Klügl, F. (2020). Multiagentensysteme. In: Görz, G., Schmid, U. and T. Braun, Handbuch der Künstlichen Intelligenz (pp. 755-782). Berlin, Germany: De Gryter / Oldenbourg.
Davidsson, P. , Klügl, F. & Verhagen, H. (2017). Simulation of Complex Systems. In: Lorenzo Magnani and Tommaso Bertolotti, Springer Handbook of Model-Based Science (pp. 783-797). Cham: Springer.
Siebers, P. & Klügl, F. (2017). What Software Engineering Has to Offer to Agent-Based Social Simulation. In: Bruce Edmonds, Ruth Meyer, Simulating Social Complexity: A Handbook (pp. 81-117). . Springer.
Marmaras, C. , Xydas, E. , Cipcigan, L. M. , Rana, O. & Klügl, F. (2016). Electric Vehicles in road transport and electric power networks. In: Thomas Leo McCluskey et al., Autonomic Road Transport Support Systems (pp. 233-252). . Springer.
Klügl, F. (2013). "Engineering" agent-based simulation models?. In: Jörg P. Müller, Massimo Cossentino, Agent-oriented software engineering XIII: revised selected papers (pp. 179-196). . Springer Berlin/Heidelberg.
Klügl, F. (2013). Multi-Agenten-Systeme. In: Günther Görz, Josef Schneeberger and Ute Schmid, Handbuch der Künstlichen Intelligenz (pp. 999-1007). . Oldenbourg Wissenschaftsverlag GmbH.
Louloudi, A. & Klügl, F. (2013). Visualisation on demand for agent-based simulation. In: Frank Dignum, Cyril Brom, Koen Hindriks, Martin Beer, Deborah Richards, Cognitive agents for virtual environments: First International Workshop, CAVE 2012, Held at AAMAS 2012, Valencia, Spain, June 4, 2012, Revised Selected Papers. Berling, Heidelberg: Springer.
Klügl, F. (2009). SeSAm: visual programming and participatory simulation for agent-based models. In: Adelinde Uhrmacher, Danny Weyns, Multi-agent systems: simulation and applications (pp. 477-508). Boca Raton, Fla: CRC Press.

Collections (editor)

McCluskey, T. L. (ed.) , Kotsialos, A. (ed.) , Müller, J. P. (ed.) , Klügl, F. (ed.) , Rana, O. (ed.) & Schumann, R. (ed.) (2016). Autonomic Road Transport Support Systems (1ed.).. Birkhäuser Verlag (Autonomic Systems ).
Bazzan, A. L. (ed.) & Klügl, F. (ed.) (2009). Multi-agent systems for traffic and transportation engineering (1ed.). Hershey, N.Y.: Information Science Reference.

Conference papers

Klügl, F. & Kyvik Nordås, H. (2023). Modelling Agent Decision Making in Agent-based Simulation - Analysis Using an Economic Technology Uptake Model. In: AAMAS '23 Proceedings of the 2023 International Conference on Autonomous Agents and Multiagent Systems. Paper presented at 22nd International Conference on Autonomous Agents and Multiagent Systems (AAMAS 2023), London, United Kingdom, May 29 – June 2, 2023. (pp. 1903-1911). International Foundation for Autonomous Agents and Multiagent Systems.
Blad, S. , Längkvist, M. , Klügl, F. & Loutfi, A. (2022). Empirical analysis of the convergence of Double DQN in relation to reward sparsity. In: Wani, MA; Kantardzic, M; Palade, V; Neagu, D; Yang, L; Chan, KY, 21st IEEE International Conference on Machine Learning and Applications. ICMLA 2022 Proceedings. Paper presented at 21st IEEE International Conference on Machine Learning and Applications (IEEE ICMLA), Nassau, Bahamas, December 12-14, 2022. (pp. 591-596). IEEE.
Klügl, F. & Timpf, S. (2021). Towards More Explicit Interaction Modelling in Agent-Based Simulation Using Affordance Schemata. In: Stefan Edelkamp; Ralf Möller; Elmar Rueckert, KI 2021: Advances in Artificial Intelligence 44th German Conference on AI, Virtual Event, September 27 – October 1, 2021, Proceedings. Paper presented at 44th German Conference on AI, Virtual Event, September 27 – October 1, 2021. (pp. 324-337). Springer.
Bazzan, A. L. C. & Klügl, F. (2020). Experience Sharing in a Traffic Scenario. In: Dusparic, I. , Klügl, F., Lujak, M. and G. Vizzari, ATT2020 Agents in Traffic and Transportation Eleventh International Workshop on Agents in Traffic and Transportation co-located with the 24th European Conference on Artificial Intelligence (ECAI 2020) Santiago de Compostela, Spain, September 4, 2020.. Paper presented at Eleventh International Workshop on Agents in Traffic and Transportation co-located with the 24th European Conference on Artificial Intelligence (ECAI 2020), Santiago de Compostela, Spain, September 4, 2020. (pp. 71-78). Technical University of Aachen.
Onggo, B. S. , Yilmaz, L. , Klügl, F. , Terano, T. & MacAl, C. M. (2019). Credible Agent-Based Simulation: An Illusion or only A Step Away. In: Proceedings Winter Simulation Conference. Paper presented at 2019 Winter Simulation Conference (WSC), National Harbor, Maryland, USA, December 8-11, 2019. (pp. 273-284). Institute of Electrical and Electronics Engineers (IEEE).
Klügl, F. & Timpf, S. (2018). Approaching Interactions in Agent-Based Modelling with an Affordance Perspective. In: Amal El Fallah-Seghrouchni, Alessandro Ricci, Tran Cao Son, Engineering Multi-Agent Systems. Paper presented at 5th International Workshop on Engineering Multi-Agent Systems (EMAS), Sao Paulo, Brazil, May 8-9, 2017,. (pp. 21-37). Springer.
Shahin Moghadam, S. , Klügl, F. & Prenkert, F. (2018). Investigating the Cannibalizing Effect in a Two-Market Situation Using Agent-Based Simulation. Paper presented at 9th Vienna International Conference on Mathematical Modelling (MATHMOD 2018), Vienna, Austria, February 21-23, 2018. (pp. 115-120). Elsevier.
Shahin Moghadam, S. , Prenkert, F. & Klügl, F. (2018). Role and Position Dynamics in Business Networks: Using an Agent-Based Model to Simulate the Impact of a New Market Solution on a Focal Actor’s Role and Position. Paper presented at European Academy of Management Conference (EURAM18), Reykjavik, Iceland, June 19-22, 2018.
Renoux, J. & Klügl, F. (2018). Simulating Daily Activities in a Smart Home for Data Generation. In: 2018 Winter Simulation Conference (WSC). Paper presented at Winter Simulation Conference (WSC), Gothenburg, Sweden, December 9-12, 2018. (pp. 798-809). New York, USA: Institute of Electrical and Electronics Engineers (IEEE).
Klügl, F. & Timpf, S. (2017). Approaching Interactions in Agent-Based Modelling with an Affordance Perspective. In: Sukthankar. G.; Rodriguez-Aguilar J. A., Autonomous Agents and Multiagent Systems AAMAS 2017 Workshops, Best Papers, São Paulo, Brazil, May 8-12, 2017, Revised Selected Papers. Paper presented at International Conference on Autonomous Agents and Multiagent Systems (AAMAS 2017), Engineering 4 Multiagent Systems Workshop, São Paulo, Brazil, May 8-12, 2017. (pp. 222-238). Cham: Springer.
Alirezaie, M. , Kiselev, A. , Klügl, F. , Längkvist, M. & Loutfi, A. (2017). Exploiting Context and Semantics for UAV Path-finding in an Urban Setting. In: Emanuele Bastianelli, Mathieu d'Aquin, Daniele Nardi, Proceedings of the 1st International Workshop on Application of Semantic Web technologies in Robotics (AnSWeR 2017), Portoroz, Slovenia, May 29th, 2017. Paper presented at International Workshop on Application of Semantic Web technologies in Robotics co-located with 14th Extended Semantic Web Conference (ESWC), Portoroz, Slovenia, 28th May-1st June, 2017. (pp. 11-20). Technical University Aachen.
Nilsson, J. & Klügl, F. (2016). Human-in-the-Loop Simulation of a Virtual Classroom. In: M. Rovatsos, G. Vouros, V. Julian, Multi-Agent Systems and Agreement Technologies 13th European Conference, EUMAS 2015, and Third International Conference, AT 2015, Athens, Greece, December 17-18, 2015, Revised Selected Papers. Paper presented at 13th European Conference on Multi-Agent Systems, EUMAS 2015 and 3rd International Conference on Agreement Technologies, AT 2015, Athens, Greece, December 17-18, 2015. (pp. 379-394). Springer.
Alirezaie, M. , Klügl, F. & Loutfi, A. (2016). Knowing without telling: integrating sensing and mapping for creating an artificial companion. In: Proceedings of the 24th ACM SIGSPATIAL International Conference on Advances in Geographic Information Systems. Paper presented at 24th ACM SIGSPATIAL International Conference on Advances in Geographic Information Systems (ACM SIGSPATIAL 2016), Burlingame, California, USA, October 31 - November 3, 2016. (pp. 11:1-11:4). New York, NY, USA: Association for Computing Machinery (ACM).
Klügl, F. (2015). Affordance-Based Interaction Design for Agent-Based Simulation Models. In: Nils Bulling, Multi-Agent Systems (EUMAS 2014). Paper presented at 12th European Conference on Multi-Agent Systems (EUMAS, Prague,Czech Republic, December 18-19, 2014. (pp. 51-66). Springer.
Carrascosa, C. , Klügl, F. , Ricci, A. & Boissier, O. (2015). From Physical to Virtual: Widening the Perspective on Multi-Agent Environments. In: Weyns, Danny and Michel, Fabien, Agent Environments for Multi-Agent Systems IV. Paper presented at 4th International Workshop on Environments for Multi-Agent Systems (E4MAS), Paris, France, May 6, 2014. (pp. 133-146). Springer.
Carrascosa, C. , Klügl, F. & Ricci, A. (2014). Virtual Environments 4 MAS. In: D. Weyns et al., E4MAS - 10 Years Later. Workshop at AAMAS 2014. Paper presented at E4MAS - 10 Years Later. Workshop at AAMAS 2014.
Klügl, F. & Davidsson, P. (2013). AMASON: Abstract Meta-model for Agent-based SimulatiON. In: Matthias Klusch, Matthias Thimm and Marcin Paprzycki, Multiagent System Technologies 11th German Conference, MATES 2013, Koblenz, Germany, September 16-20, 2013. Proceedings. Paper presented at 11th German Conference on Multiagent System Technologies (MATES 2013), Koblenz, Germany, September 16-20, 2013. (pp. 101-114). Springer Berlin/Heidelberg.
Junges, R. & Klügl, F. (2013). Learning Agent Models in SeSAm: (Demonstration). In: Takayuki Ito; Catholijn Jonker; Maria Gini; Onn Shehory, Proceedings of the 12th International Conference on Autonomous Agents and Multiagent Systems (AAMAS 2013). Paper presented at 12th International Conference on Autonomous Agents and Multiagent Systems (AAMAS 2013), St. Paul, USA, May 6-10, 2013. (pp. 1373-1374). The International Foundation for Autonomous Agents and Multiagent Systems (IFAAMAS).
Louloudi, A. & Klügl, F. (2012). A new framework for coupling agent-based simulation and immersive visualisation. In: Klaus G. Troitzsch, Michael Möhring, Ulf Lotzmann, Proceedings of the 26th European Conference on Modelling and Simulation (ECMS). Paper presented at 26th European Conference of Modelling and Simulation, Koblenz, Germany, May 29-June 1, 2012. (pp. 51-57). ECMS European Council for Modelling and Simulation.
Junges, R. & Klügl, F. (2012). Behavior abstraction robustness in agent modeling. In: Web Intelligence and Intelligent Agent Technology (WIIAT). Paper presented at 2012 IEEE/WIC/ACM International Conferences on Web Intelligence and Intelligent Agent Technology (WI-IAT), Dec, 4-7 2012, Macau, China. (pp. 228-235). IEEE Computer Society Digital Library.
Junges, R. & Klügl, F. (2012). Behavior modeling from learning agents: sensitivity to objective function details. In: Conitzer,Winikoff, Padgham, and van der Hoek, Proceedings of the 11th International Conference on Autonomous Agents and Multiagent Systems (AAMAS 2012) volume 3. Paper presented at 11th International Conference on Autonomous Agents and Multiagent Systems (AAMAS 2012), 4-8 June 2012, Valencia, Spain. (pp. 1335-1336). Richland SC: The International Foundation for Autonomous Agents and Multiagent Systems (IFAAMAS).
Junges, R. & Klügl, F. (2012). How to design agent-based simulation models using agent learning. In: Winter Simulation Conference Proceedings. Paper presented at Winter Simulation Conference (WSC 2012), Berlin, Germany, December 9-12, 2012. (pp. 1-10). Institute of Electrical and Electronics Engineers (IEEE).
Louloudi, A. & Klügl, F. (2012). Immersive face validation: a new validation technique for agent-based simulation. Paper presented at Federated Conference on Computer Science and Information Systems (FedCSIS 2012), Wroclaw, Poland, September 9-12, 2012. (pp. 1255-1260). Institute of Electrical and Electronics Engineers (IEEE).
Klügl, F. & Rindsfüser, G. (2011). Agent-based route (and mode) choice simulation in real-world networks. In: Jomi F. Hübner, Jean-Marc Petit, Einoshin Suzuki, 2011 IEEE/WIC/ACM International Conference on Web Intelligence and Intelligent Agent Technology (WI-IAT). Paper presented at 2011 IEEE/WIC/ACM International Conference on Web Intelligence and Intelligent Agent Technology (WI-IAT), 22-27 Aug. 2011, Lyon, France. (pp. 22-29). IEEE.
Junges, R. & Klügl, F. (2011). Evolution for modeling: a genetic programming framework for SeSAm. In: GECCO '11 Proceedings of the 13th annual conference companion on Genetic and evolutionary computation. Paper presented at Evolutionary computation and multi-agent systems and simulation (ECoMASS) - fifth annual workshop, GECCO’11, July 12–16, 2011, Dublin, Ireland. (pp. 551-558). ACM Digital Library.
Junges, R. & Klügl, F. (2011). Modeling agent behavior through online evolutionary and reinforcement learning. In: Federated Conference on Computer Science and Information Systems (FedCSIS), 2011. Paper presented at 5th International Workshop on Multi-Agent Systems and Simulation (MAS&S), Szczecin, Poland, September 18-21, 2011. (pp. 643-650). IEEE.
Klügl, F. & Bernon, C. (2011). Self-Adaptive Agents for Debugging Multi-Agent Simulations. In: J. Fox and A. Rausch, Proc. of the 3rd ADAPTIVE 2011 The Third International Conference on Adaptive and Self-Adaptive Systems and Applications. Paper presented at ADAPTIVE 2011. (pp. 79-84). Xpert Publishing Services.
Louloudi, A. & Klügl, F. (2011). Towards a generic connection between agent behaviour and visualisation. Paper presented at 9th European Workshop on Multi-Agent Systems (EUMAS), November 14-15, 2011, Maastrich, Netherlands.
Louloudi, A. & Klügl, F. (2011). Visualizing agent-based simulation dynamics in a CAVE: issues and architectures. In: 2011 Federated Conference on Computer Science and Information Systems (FedCSIS). Paper presented at 5th International Workshop on Multi-Agent Systems and Simulation (MAS&S). (pp. 651-658). IEEE.
Junges, R. & Klügl, F. (2010). Evaluation of techniques for a learning-driven modeling methodology in multiagent simulation. In: Jürgen Dix, Cees Witteveen, Multiagent system technologies. Paper presented at 8th German Conference, MATES 2010, Leipzig, Germany, September 27-29, 2010. (pp. 185-196). Berlin, Germany: Springer.
Junges, R. & Klügl, F. (2010). Generating inspiration for multi-agent simulation design by Q-Learning. In: MALLOW-2010 proceedings of the multi-agent logics, languages, and organisations federated workshops 2010. Paper presented at MAS&S at MALLOW 2010, Lyon, France, August 30 - September 2. (pp. 508-515).
Junges, R. & Klügl, F. (2010). Learning convergence and agent behavior interpretation for designing agent-based simulations. Paper presented at Proceedings of 8th European Workshop on Multi-Agent Systems, EUMAS 2010, Paris, France , 16-17 December 2010.
Klügl, F. , Klubertanz, G. & Rindsfüser, G. (2009). Agent-based pedestrian simulation of train evacuation integrating environmental data. In: Bärbel Mertsching, Marcus Hund, Zaheer Aziz, KI 2009 advances in artificial intelligence. Paper presented at 32nd annual German conference on artificial intelligence, KI 2009; Paderborn; September 15 - 18, 2009. (pp. 631-638). Berlin: Springer.
Klügl, F. & Karlsson, L. (2009). Towards Pattern-Oriented Design of Agent-Based Simulation Models. In: Braubach, L; VanderHoek, W; Petta, P; Pokahr, A, MULTI-AGENT SYSTEM TECHNOLOGIES, PROCEEDINGS. Paper presented at 7th German Conference on Multi-Agent System Technologies, SEP 09-11, 2009, Hamburg, GERMANY. (pp. 41-53). Berlin, Germany: Springer.
Hatko, R. & Klügl, F. (2008). A distributed simulation engine for a time-driven multi-agent simulation. In: Summer computer simulation conference (SCSC), ADS track. Paper presented at Summer computer simulation conference 2008, Edinburgh, Scotland, June 2008. (pp. 38-45). San Diego: SCS Publishing House.
Klügl, F. (2008). A validation methodology for agent-based simulations. In: Roger L. Wainwright, Hisham M. Haddad, SAC '08 Proceedings of the 2008 ACM symposium on applied computing (SAC). Paper presented at 2008 ACM symposium on applied computing (SAC), Fortaleza, Ceara, Brazil, March 16-20, 2008. (pp. 39-43). New York, NY: ACM Press.
Klügl, F. , Hatko, R. & Butz, M. V. (2008). Agent learning instead of behavior implementation for simulations: a case study using classifier systems. In: Ralph Bergmann, Gabriela Lindemann, Stefan Kirn, Michal Pechoucek, Multiagent System Technologies. Paper presented at 6th German Conference, MATES 2008, Kaiserslautern, Germany, September 23-26, 2008. (pp. 111-122). Berlin: Springer.
Triebig, C. & Klügl, F. (2008). Elements of an appropriate documentation framework for agent-based simulation models. Paper presented at Symposium "Agent-based Modeling and Simulation @ EMCSR 2008, Wien, März 2008.
Klügl, F. (2008). Measuring complexity of agent-based simulation: an attempt using metrics. In: Mehdi Dastani, Amal El Fallah Seghrouchni, João Leite, Paolo Torroni, Languages, methodologies and development tools for multi-agent systems Revised selected and invited papers. Paper presented at First International Workshop, Lads 2007, Durham, UK, September 4-6, 2007. (pp. 123-138). Berlin: Springer.
Triebig, C. & Klügl, F. (2008). Refactoring of agent-based simulation models. In: Martin Bichler ..., Multikonferenz Wirtschaftsinformatik, MKWI 2008 special track: multi-agent systems as middleware and architectures for business systems. Paper presented at MKWI 08 - Multikonferenz Wirtschaftsinformatik, München, 26.2.2008 - 28.2.2008. (pp. 1421-1430). Berlin: Gito-Verlag.
Bazzan, A. L. C. & Klügl, F. (2008). Re-routing agents in an abstract traffic scenario. In: Gerson Zaverucha, Augusto Loureiro da Costa, Advances in artificial intelligence SBIA 2008. Paper presented at 19th Brazilian Symposium on Artificial Intelligence, Savador, Brazil, October 26-30, 2008. (pp. 63-72). Berlin: Springer.
Bazzan, A. L. C. , de Oliveira, D. , Klügl, F. & Nagel, K. (2008). To adapt or not to adapt: consequences of adapting driver and traffic light agents. In: Karl Tuyls, Ann Nowe, Zahia Guessoum, Adaptive agents and multi-agent systems III adaptation and multi-agent learning : 5th, 6th, and 7th European Symposium,ALAMAS 2005-2007on Adaptive and Learning Agents and Multi-Agent Systems : revised selected papers. Paper presented at 5th, 6th, and 7th European Symposium, ALAMAS 2005-2007 on Adaptive and Learning Agents and Multi-Agent Systems. (pp. 1-14). New York: Springer.

Conference proceedings (editor)

Dusparic, I. (ed.) , Klügl, F. (ed.) , Lujak, M. (ed.) & Vizzari, G. (ed.) (2020). ATT 2020: Agents in Traffic and Transportation: Eleventh International Workshop on Agents in Traffic and Transportation co-located with the 24th European Conference on Artificial Intelligence (ECAI 2020) Santiago de Compostela, Spain, September 4, 2020... CEUR Workshop Proceedings (CEUR Workshop Proceedings 2701).
Schmid, U. (ed.) , Klügl, F. (ed.) & Wolter, D. (ed.) (2020). KI 2020: Advances in Artificial Intelligence: 43rd German Conference on AI, Bamberg, Germany, September 21–25, 2020, Proceedings.. Springer (Lecture Notes in Computer Science book series 12325).
Klügl, F. (ed.) , Vizzari, G. (ed.) & Vokrinek, J. (ed.) (2014). Proceedings of the 8th International Workshop on Agents in Traffic and Transportation: Workshop at AAMAS 2014, Paris, May, 5/6th 2014. Paris: The International Foundation for Autonomous Agents and Multiagent Systems (IFAAMAS).
Klügl, F. (ed.) & Ossowski, S. (ed.) (2011). Multiagent system technologies: 8th German Conference, MATES 2011, Berlin, Germany, October 6-7, 2011. Proceedings. Heidelberg: Springer (Lecture Notes in Computer Science 6973).

Manuscripts

Klügl, F. Agent-Based Simulation Engineering.