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2019 | OriginalPaper | Buchkapitel

Agent-Based Simulation in Logistics and Supply Chain Research: Literature Review and Analysis

verfasst von : Uwe Clausen, Matthias Brueggenolte, Marc Kirberg, Christoph Besenfelder, Moritz Poeting, Mustafa Gueller

Erschienen in: Advances in Production, Logistics and Traffic

Verlag: Springer International Publishing

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Abstract

In complex supply chains decision-makers strive to act quickly and effectively to ensure the efficient operation of their systems. Particularly, at the operational level immediate decision-making is required. In this context, simulation is becoming increasingly important for decision-making in logistics and supply chain. The classic event-discrete simulation paradigm is reaching its limits in the modelling of individual interacting system components of complex socio-technical systems due to a lack of flexibility and adaptability. The agent-based simulation (ABS) paradigm offers the capability to design heterogeneous individuals as agents that interact with each other as well as with the environment. This paper analyses the state-of-the-art of ABS in literature with a focus on operational logistics. We use a multi-level classification framework to provide a literature overview for publications of the operational logistics research field from in the recent years. On the basis of the literature review, categories are identified which may indicate research gaps.

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Literatur
Zurück zum Zitat Abar, S., Theodoropoulos, G.K., Lemarinier, P., O’Hare, G.M.P.: Agent based modelling and simulation tools a review of the state-of-art software. Comput. Sci. Rev. 24, 13–33 (2017)CrossRef Abar, S., Theodoropoulos, G.K., Lemarinier, P., O’Hare, G.M.P.: Agent based modelling and simulation tools a review of the state-of-art software. Comput. Sci. Rev. 24, 13–33 (2017)CrossRef
Zurück zum Zitat Ait-Kadi, D., Chouinard, M., Marcotte, S., Riopel, D.: Sustainable Reverse Logistics Network Engineering and Management. ISTE, Wiley, London, Hoboken (2012)CrossRef Ait-Kadi, D., Chouinard, M., Marcotte, S., Riopel, D.: Sustainable Reverse Logistics Network Engineering and Management. ISTE, Wiley, London, Hoboken (2012)CrossRef
Zurück zum Zitat Amini, M., Wakolbinger, T., Racer, M., Nejad, M.G.: Alternative supply chain production–sales policies for new product diffusion an agent-based modeling and simulation approach. Eur. J. Oper. Res. 216(2), 301–311 (2012)CrossRef Amini, M., Wakolbinger, T., Racer, M., Nejad, M.G.: Alternative supply chain production–sales policies for new product diffusion an agent-based modeling and simulation approach. Eur. J. Oper. Res. 216(2), 301–311 (2012)CrossRef
Zurück zum Zitat Behdani, B.: Evaluation of paradigms for modeling supply chains as complex socio-technical systems. In: Proceedings of the 2012 Winter Simulation Conference (WSC). IEEE, Piscataway, New Jersey (2012) Behdani, B.: Evaluation of paradigms for modeling supply chains as complex socio-technical systems. In: Proceedings of the 2012 Winter Simulation Conference (WSC). IEEE, Piscataway, New Jersey (2012)
Zurück zum Zitat Besenfelder, C., Brüggenolte, M., Austerjost, M., Kämmerling, N., Pöting, M., Schwede, D.-I.C., Schellert, M.: Paradigmenwechsel der Planung und Steuerung von Wertschöpfungsnetzen. Unter Mitarbeit von Michael ten Hompel, Michael Henke und Uwe Clausen (2017) Besenfelder, C., Brüggenolte, M., Austerjost, M., Kämmerling, N., Pöting, M., Schwede, D.-I.C., Schellert, M.: Paradigmenwechsel der Planung und Steuerung von Wertschöpfungsnetzen. Unter Mitarbeit von Michael ten Hompel, Michael Henke und Uwe Clausen (2017)
Zurück zum Zitat Chan, H.K., Chan, F.T.S.: Comparative study of adaptability and flexibility in distributed manufacturing supply chains. Decis. Support Syst. 48(2), 331–341 (2010)MathSciNetCrossRef Chan, H.K., Chan, F.T.S.: Comparative study of adaptability and flexibility in distributed manufacturing supply chains. Decis. Support Syst. 48(2), 331–341 (2010)MathSciNetCrossRef
Zurück zum Zitat Chen, X., Ong, Y.-S., Tan, P.-S., Zhang, N., Li, Z.: Agent-based modeling and simulation for supply chain risk management - a survey of the state-of-the-art. In: 2013 IEEE International Conference on Systems, Man, and Cybernetics, pp. 1294–1299. IEEE (2013) Chen, X., Ong, Y.-S., Tan, P.-S., Zhang, N., Li, Z.: Agent-based modeling and simulation for supply chain risk management - a survey of the state-of-the-art. In: 2013 IEEE International Conference on Systems, Man, and Cybernetics, pp. 1294–1299. IEEE (2013)
Zurück zum Zitat Chopra, S., Meindl, P.: Supply Chain Management Strategy, Planning, and Operation, 6th Global edn. Pearson, Boston (2016) Chopra, S., Meindl, P.: Supply Chain Management Strategy, Planning, and Operation, 6th Global edn. Pearson, Boston (2016)
Zurück zum Zitat Davidsson, P., Henesey, L., Ramstedt, L., Törnquist, J., Wernstedt, F.: An analysis of agent-based approaches to transport logistics. Transp. Res. Part C Emerg. Technol. 13(4), 255–271 (2005)MATHCrossRef Davidsson, P., Henesey, L., Ramstedt, L., Törnquist, J., Wernstedt, F.: An analysis of agent-based approaches to transport logistics. Transp. Res. Part C Emerg. Technol. 13(4), 255–271 (2005)MATHCrossRef
Zurück zum Zitat Femerling, J.C., Gleißner, H.: Logistics Basics - Exercises - Case Studies. Springer, Cham (2013). (Springer Texts in Business and Economics) Femerling, J.C., Gleißner, H.: Logistics Basics - Exercises - Case Studies. Springer, Cham (2013). (Springer Texts in Business and Economics)
Zurück zum Zitat Fikar, C., Hirsch, P., Nolz, P.C.: Agent-based simulation optimization for dynamic disaster relief distribution. Cent. Eur. J. Oper. Res. 12(4), 301 (2017) Fikar, C., Hirsch, P., Nolz, P.C.: Agent-based simulation optimization for dynamic disaster relief distribution. Cent. Eur. J. Oper. Res. 12(4), 301 (2017)
Zurück zum Zitat Garro, A., Monaco, M.F., Russo, W., Sammarra, M., Sorrentino, G.: Agent-based simulation for the evaluation of a new dispatching model for the straddle carrier pooling problem. Simulation 91(2), 181–202 (2015)CrossRef Garro, A., Monaco, M.F., Russo, W., Sammarra, M., Sorrentino, G.: Agent-based simulation for the evaluation of a new dispatching model for the straddle carrier pooling problem. Simulation 91(2), 181–202 (2015)CrossRef
Zurück zum Zitat Gath, M., Wagner, T., Herzog, O.: Autonomous logistics processes of bike courier services using multiagent-based simulation. In: The 11th International Conference on Modeling and Applied Simulation, pp. 134–142. DIME, Univ. di Genova, Genova (2012) Gath, M., Wagner, T., Herzog, O.: Autonomous logistics processes of bike courier services using multiagent-based simulation. In: The 11th International Conference on Modeling and Applied Simulation, pp. 134–142. DIME, Univ. di Genova, Genova (2012)
Zurück zum Zitat Heath, B.L., Hill, R.R.: Some insights into the emergence of agent-based modelling. J. Simul. 4(3), 163–169 (2010)CrossRef Heath, B.L., Hill, R.R.: Some insights into the emergence of agent-based modelling. J. Simul. 4(3), 163–169 (2010)CrossRef
Zurück zum Zitat Hongler, M.-O., Gallay, O., Hülsmann, M., Cordes, P., Colmorn, R.: Centralized versus decentralized control—a solvable stylized model in transportation. Phys. A Stat. Mech. Its Appl. 389(19), 4162–4171 (2010)CrossRef Hongler, M.-O., Gallay, O., Hülsmann, M., Cordes, P., Colmorn, R.: Centralized versus decentralized control—a solvable stylized model in transportation. Phys. A Stat. Mech. Its Appl. 389(19), 4162–4171 (2010)CrossRef
Zurück zum Zitat Klügl, F., Bazzan, A.L.C.: Agent-based modeling and simulation. AIMag 33(3), 29 (2012)CrossRef Klügl, F., Bazzan, A.L.C.: Agent-based modeling and simulation. AIMag 33(3), 29 (2012)CrossRef
Zurück zum Zitat Krejci, C.C.: Hybrid simulation modeling for humanitarian relief chain coordination. J. Hum. Logist. Supply Chain. Manag. 5(3), 325–347 (2015)MathSciNetCrossRef Krejci, C.C.: Hybrid simulation modeling for humanitarian relief chain coordination. J. Hum. Logist. Supply Chain. Manag. 5(3), 325–347 (2015)MathSciNetCrossRef
Zurück zum Zitat Law, A.M.: Simulation Modeling and Analysis, 5th edn. McGraw-Hill, New York (2015) Law, A.M.: Simulation Modeling and Analysis, 5th edn. McGraw-Hill, New York (2015)
Zurück zum Zitat Lima, A.D.P., Werner de Mascarenhas, F., Frazzon, E.M.: Simulation-based planning and control of transport flows in port logistic systems. Math. Probl. Eng. 2015(1), 1–12 (2015)CrossRef Lima, A.D.P., Werner de Mascarenhas, F., Frazzon, E.M.: Simulation-based planning and control of transport flows in port logistic systems. Math. Probl. Eng. 2015(1), 1–12 (2015)CrossRef
Zurück zum Zitat Macal, C.M.: Everything you need to know about agent-based modelling and simulation. J. Simul. 10(2), 144–156 (2016)CrossRef Macal, C.M.: Everything you need to know about agent-based modelling and simulation. J. Simul. 10(2), 144–156 (2016)CrossRef
Zurück zum Zitat Macal, C.M., North, M.J.: Tutorial on agent-based modelling and simulation. J. Simul. 4(3), 151–162 (2010)CrossRef Macal, C.M., North, M.J.: Tutorial on agent-based modelling and simulation. J. Simul. 4(3), 151–162 (2010)CrossRef
Zurück zum Zitat Van Dyke Parunak, H.: Agents in overalls experiences and issues in the development and deployment of industrial agent-based systems. Int. J. Coop. Inf. Syst. 09(03), 209–227 (2000)CrossRef Van Dyke Parunak, H.: Agents in overalls experiences and issues in the development and deployment of industrial agent-based systems. Int. J. Coop. Inf. Syst. 09(03), 209–227 (2000)CrossRef
Zurück zum Zitat Pegden, C.D.: Advanced tutorial: overview of simulation world views. In: Proceedings of the 2010 Winter Simulation Conference, pp. 210–215 (2010) Pegden, C.D.: Advanced tutorial: overview of simulation world views. In: Proceedings of the 2010 Winter Simulation Conference, pp. 210–215 (2010)
Zurück zum Zitat Sarraj, R., Ballot, E., Pan, S., Hakimi, D., Montreuil, B.: Interconnected logistic networks and protocols simulation-based efficiency assessment. Int. J. Prod. Res. 52(11), 3185–3208 (2013)CrossRef Sarraj, R., Ballot, E., Pan, S., Hakimi, D., Montreuil, B.: Interconnected logistic networks and protocols simulation-based efficiency assessment. Int. J. Prod. Res. 52(11), 3185–3208 (2013)CrossRef
Zurück zum Zitat Schwemmer, M.: Top 100 der Logistik Marktgrößen, Marktsegmente und Marktführer; eine Studie der Fraunhofer Arbeitsgruppe für Supply Chain Services SCS. 2016/2017. DVV Media Group GmbH, Hamburg (2016) Schwemmer, M.: Top 100 der Logistik Marktgrößen, Marktsegmente und Marktführer; eine Studie der Fraunhofer Arbeitsgruppe für Supply Chain Services SCS. 2016/2017. DVV Media Group GmbH, Hamburg (2016)
Zurück zum Zitat Sonnessa, M.: Modelling and Simulation of Complex Systems. University of Torino, Italy (2004) Sonnessa, M.: Modelling and Simulation of Complex Systems. University of Torino, Italy (2004)
Zurück zum Zitat Sprenger, R., Mönch, L.: a decision support system for cooperative transportation planning design, implementation, and performance assessment. Expert Syst. Appl. 41(11), 5125–5138 (2014)CrossRef Sprenger, R., Mönch, L.: a decision support system for cooperative transportation planning design, implementation, and performance assessment. Expert Syst. Appl. 41(11), 5125–5138 (2014)CrossRef
Zurück zum Zitat Tako, A.A., Robinson, S.: The application of discrete event simulation and system dynamics in the logistics and supply chain context. Decis. Support Syst. 52(4), 802–815 (2012)CrossRef Tako, A.A., Robinson, S.: The application of discrete event simulation and system dynamics in the logistics and supply chain context. Decis. Support Syst. 52(4), 802–815 (2012)CrossRef
Zurück zum Zitat Vojdani, N., Erichsen, B., Lück, T.: Nutzung von Produktionsechtzeitdaten - Eine agentenbasierte Feinplanung mittels Simulation. Logist. J. Proc. 2017 (2017) Vojdani, N., Erichsen, B., Lück, T.: Nutzung von Produktionsechtzeitdaten - Eine agentenbasierte Feinplanung mittels Simulation. Logist. J. Proc. 2017 (2017)
Zurück zum Zitat Yang, Y., Pan, S., Ballot, E.: Freight transportation resilience enabled by physical internet. IFAC-PapersOnLine 50(1), 2278–2283 (2017)CrossRef Yang, Y., Pan, S., Ballot, E.: Freight transportation resilience enabled by physical internet. IFAC-PapersOnLine 50(1), 2278–2283 (2017)CrossRef
Metadaten
Titel
Agent-Based Simulation in Logistics and Supply Chain Research: Literature Review and Analysis
verfasst von
Uwe Clausen
Matthias Brueggenolte
Marc Kirberg
Christoph Besenfelder
Moritz Poeting
Mustafa Gueller
Copyright-Jahr
2019
DOI
https://doi.org/10.1007/978-3-030-13535-5_4

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