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LEARNING ABOUT THE BULLWHIP EFFECT USING COLORED PETRI NET SIMULATOR

Year 2015, Volume: 2 , 27 - 35, 01.09.2015

Abstract

Colored Petri Net (CPN) simulator for study and analysis of supply chain
processes is described in this paper and some experimental results obtained by
its use are presented. This CPN simulator is one version of the well-known beer
game and overcomes some shortcomings we have noticed playing other beer games.
The beer game is a role-play simulation game that lets students (or managers as
well) experience typical coordination problems of supply chains.  Supply chain consists of four stages (or
co-makers): retailer, wholesaler, distributor and manufacturer. The simulator
allows calculation of different supply chain performances. It is developed
using a timed, hierarchical colored Petri Net and CPN Tools software package.
The CPN structure developed and presented in this paper consists of one top
page and 17 sub-pages in four hierarchical levels, which models decomposition of
observed supply chain in sub-processes. For each stage, demand forecasting
methods, replenishment policies, production and delivery times, inventory
costs, and customer’s demand may be defined and given as input data for
simulation run. In CPN Simulator we have used three strategies for demand
forecasting. First strategy is based just on the past demand and second and
third strategies are based on adaptive time series method: Moving Average and
Exponential Smoothing Methods. We conducted three groups of experiments, every
group for a different strategy of demand forecasting and for every group we
experimented with several different parameters. The simulation results are
exported to Excel and its visual presentation and expressive reporting
capabilities are used. This package is aimed for evaluation of different
management strategies in a supply chain, as well as for educational purposes.
This developed model can efficiently be used for teaching the bullwhip effect
not only to undergraduate and graduate students, but managers as well.

References

  • Bhushan N. and K. Gummaraju (2002), “A Petri Net Based Simulation Approach for Evaluating Benefits of Time Temperature Indicator and Wireless Technologies in Perishable Goods Retail Management” FOODSIM'2002 The Second International Conference on Simulation and Modeling in the Food and Bio-Industry, http://www.infosys.com/technology/tl_pervasive_infrastructure.asp (last accessed on July 03, 2004). Chopra S. and P. Meindl (2001), Supply Chain Management: Strategy, Planning, and operation, Prentice Hall, Upper Saddle River, New Jersey Coloured Petri Nets at the University of Aarhus, www.daimi.au.dk/CPnets (last accessed on April 20, 2005). CPN Tools: http://wiki.daimi.au.dk/cpntools (last accessed on April 20, 2005). der Vorst V., Jack G.A.J., A. J.M. Beulens and P. van Beek (2000). “Modeling and Simulating Multi-Echelon Food Systems”, European Journal of Operational Research, Vol. 122, pages 354-366. Dong M. and F.Frank Chen (2001), “Process modeling and analysis of manufacturing supply chain networks using object-oriented Petri nets” Robotics and Computer-Integrated Manufacturing, Volume 17, Issues1-2, pp. 121-129 Help for Visual Basic for Applications, Microsoft Office, 2000 http://wsdn.microsoft.com/vbasic Jensen K. (1997), Coloured Petri Nets. Basic Concepts, Analysis Methods and Practical Use.Volume 1,2,3, Springer-Verlag Kemper P. (2000), “Logistic Processes go Petri nets” .Philippi, In: Philippi, Stephan: Fachberichte Informatik, No. 7-2000: 7. Workshop Algorithmen und Werkzeuge für Petrinetze, Koblenz, Germany, pages 69-74. Landeghem R.V. and C.-V. Bobeanu (2002), “Formal modelling Of Supply Chain: An Incremental Approach Using Petri Nets”, Proceedings 14th European Simulation Symposium A. Verbraeck, W. Krug, eds. (c) SCS Europe BVBA http://www.scs-europe.net/services/ess2002/PDF/log-15.pdf (last accessed on February, 2005). Liu Y., Fang S., Fang Z., Hipel K. W. (2012). Petri net model for supply-chain quality conflict resolution of complex product, Kybernetes, Vol. 41, No 7/8 Makajić-Nikolić D, Panić B. and Vujošević M. (2004), "Bullwhip Effect аnd Supply Chain Modelling аnd Analysis Using CPN Tools", Fifth Workshop and Tutorial on Practical Use of Coloured Petri Nets and the CPN Tools, Aarhus, Denmark, pages 219-234, http://www.daimi.au.dk/CPnets/workshop04/cpn/papers/makajic-nikolic_panic_vujosevic.pdf (last accessed on April 25, 2005). Makajic-Nikolic D., Vujosevic M. (2002), "An Application of Coloured Petri Nets to Business Process Reengineering", 6th Balkan Conference on Operational Research, Greece Makajić-Nikolić D, Vujošević M, Panić B. (2006) „A Supply Chain Simulation Model Based On Hierarchical Coloured Petri Net“, International Scientific Days „Competitiveness in the EU - Challenge for the V4 Countries, 17 - 18, 2006, Nitra, Slovak Republic, http://www.fem.uniag.sk/mvd2006/zbornik/sekcia7/s7_panic_biljana_195.pdf, pp. 1431-1436 Malone, T.W., Crowston, K., Lee, J., Pentland, B. et al. (1999) “Tools for Inventing Organizations: Toward a Handbook of Organizational Processes”, Management Science, Vol 45, No 3, pp 425-443 Sterman J. D. (1992), “Teaching Takes Off: Flight Simulators for Management Education” OR/MS Today (Oct), 40-44 The Near Beer Game at http://www.forio.com/nearbeer.htm Truong T. H. and F Azadivar (2003), “Simulation Based Optimization For Supply Chain Configuration Design”, Proceedings of the 2003 Winter Simulation Conference, pages. 1268-1275. http://www.informs-cs.org/wsc03papers/158.pdf , (last accessed on October, 2004). von Mevius M. and R. Pibernik (2004), “Process Management in Supply Chains – A New Petri-Net Based Approach” Proceedings of the 37th Annual Hawaii International Conference on System Sciences (HICSS'04) Big Island, Hawaii http://csdl.computer.org/comp/proceedings/hicss/2004/2056/03/205630071b.pdf (last accessed on April 12, 2005). Zegordi S. H., Davarzani H. (2012). Developing a supply chain disruption analysis model: Application of colored Petri-nets, Expert Systems with Applications, 39 (2), 2102-2111 Zhang H., Cheng N. (2014). Risk Modelling of Retail Supply Chain based on Fuzzy Petri Nets, Information Technology Journal, Vol 13, Iss 11, 1813-1818
Year 2015, Volume: 2 , 27 - 35, 01.09.2015

Abstract

References

  • Bhushan N. and K. Gummaraju (2002), “A Petri Net Based Simulation Approach for Evaluating Benefits of Time Temperature Indicator and Wireless Technologies in Perishable Goods Retail Management” FOODSIM'2002 The Second International Conference on Simulation and Modeling in the Food and Bio-Industry, http://www.infosys.com/technology/tl_pervasive_infrastructure.asp (last accessed on July 03, 2004). Chopra S. and P. Meindl (2001), Supply Chain Management: Strategy, Planning, and operation, Prentice Hall, Upper Saddle River, New Jersey Coloured Petri Nets at the University of Aarhus, www.daimi.au.dk/CPnets (last accessed on April 20, 2005). CPN Tools: http://wiki.daimi.au.dk/cpntools (last accessed on April 20, 2005). der Vorst V., Jack G.A.J., A. J.M. Beulens and P. van Beek (2000). “Modeling and Simulating Multi-Echelon Food Systems”, European Journal of Operational Research, Vol. 122, pages 354-366. Dong M. and F.Frank Chen (2001), “Process modeling and analysis of manufacturing supply chain networks using object-oriented Petri nets” Robotics and Computer-Integrated Manufacturing, Volume 17, Issues1-2, pp. 121-129 Help for Visual Basic for Applications, Microsoft Office, 2000 http://wsdn.microsoft.com/vbasic Jensen K. (1997), Coloured Petri Nets. Basic Concepts, Analysis Methods and Practical Use.Volume 1,2,3, Springer-Verlag Kemper P. (2000), “Logistic Processes go Petri nets” .Philippi, In: Philippi, Stephan: Fachberichte Informatik, No. 7-2000: 7. Workshop Algorithmen und Werkzeuge für Petrinetze, Koblenz, Germany, pages 69-74. Landeghem R.V. and C.-V. Bobeanu (2002), “Formal modelling Of Supply Chain: An Incremental Approach Using Petri Nets”, Proceedings 14th European Simulation Symposium A. Verbraeck, W. Krug, eds. (c) SCS Europe BVBA http://www.scs-europe.net/services/ess2002/PDF/log-15.pdf (last accessed on February, 2005). Liu Y., Fang S., Fang Z., Hipel K. W. (2012). Petri net model for supply-chain quality conflict resolution of complex product, Kybernetes, Vol. 41, No 7/8 Makajić-Nikolić D, Panić B. and Vujošević M. (2004), "Bullwhip Effect аnd Supply Chain Modelling аnd Analysis Using CPN Tools", Fifth Workshop and Tutorial on Practical Use of Coloured Petri Nets and the CPN Tools, Aarhus, Denmark, pages 219-234, http://www.daimi.au.dk/CPnets/workshop04/cpn/papers/makajic-nikolic_panic_vujosevic.pdf (last accessed on April 25, 2005). Makajic-Nikolic D., Vujosevic M. (2002), "An Application of Coloured Petri Nets to Business Process Reengineering", 6th Balkan Conference on Operational Research, Greece Makajić-Nikolić D, Vujošević M, Panić B. (2006) „A Supply Chain Simulation Model Based On Hierarchical Coloured Petri Net“, International Scientific Days „Competitiveness in the EU - Challenge for the V4 Countries, 17 - 18, 2006, Nitra, Slovak Republic, http://www.fem.uniag.sk/mvd2006/zbornik/sekcia7/s7_panic_biljana_195.pdf, pp. 1431-1436 Malone, T.W., Crowston, K., Lee, J., Pentland, B. et al. (1999) “Tools for Inventing Organizations: Toward a Handbook of Organizational Processes”, Management Science, Vol 45, No 3, pp 425-443 Sterman J. D. (1992), “Teaching Takes Off: Flight Simulators for Management Education” OR/MS Today (Oct), 40-44 The Near Beer Game at http://www.forio.com/nearbeer.htm Truong T. H. and F Azadivar (2003), “Simulation Based Optimization For Supply Chain Configuration Design”, Proceedings of the 2003 Winter Simulation Conference, pages. 1268-1275. http://www.informs-cs.org/wsc03papers/158.pdf , (last accessed on October, 2004). von Mevius M. and R. Pibernik (2004), “Process Management in Supply Chains – A New Petri-Net Based Approach” Proceedings of the 37th Annual Hawaii International Conference on System Sciences (HICSS'04) Big Island, Hawaii http://csdl.computer.org/comp/proceedings/hicss/2004/2056/03/205630071b.pdf (last accessed on April 12, 2005). Zegordi S. H., Davarzani H. (2012). Developing a supply chain disruption analysis model: Application of colored Petri-nets, Expert Systems with Applications, 39 (2), 2102-2111 Zhang H., Cheng N. (2014). Risk Modelling of Retail Supply Chain based on Fuzzy Petri Nets, Information Technology Journal, Vol 13, Iss 11, 1813-1818
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Details

Journal Section Articles
Authors

Dragana Makajıć-nıkolıć This is me

Biljana Panıć This is me

Bisera Andrıć Gušavac This is me

İvana Kovačevıć This is me

Publication Date September 1, 2015
Published in Issue Year 2015 Volume: 2

Cite

APA Makajıć-nıkolıć, D., Panıć, B., Andrıć Gušavac, B., Kovačevıć, İ. (2015). LEARNING ABOUT THE BULLWHIP EFFECT USING COLORED PETRI NET SIMULATOR. The Eurasia Proceedings of Educational and Social Sciences, 2, 27-35.