Abstract
The paper provides the description of 13 structured and simulation modeling systems: AnyLogic, Arena, Bizagi Modeler, Business Studio, Enterprise Dynamics, ExtendSim, Flexsim, GPSS W, Plant Simulation, Process Simulator, Rand Model Designer, Simio Simul8. The routes of dynamic objects movement in modeling systems in structured models built in these SSMS are visually represented. SSMS are compared according to structural models of \(M{\slash }M{\slash }5\) queuing systems obtained in these SSMS and the difference of simulation modeling from analytical modeling results. The reliability was assessed by the values of mathematical expectation and standard deviations of quantity and time indexes. The paper aims to select SSMS for modeling probabilistic objects in conformity with the area the object refers to, consideration of simulation modeling results credibility, and users personal preferences as well.
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References
Kindler, E.: The modeling languages. In: Proceedings of the Workshop on Business Process Reference, BPRM (2005)
Borshev, A.V.: Simulation modeling: area state in 2015, tendency. In: Studies of the 7th Russian Scientific Practical Conference: Simulation Modeling. Theory and Practice, pp. 14–22 (2015). (in Russian)
Yakimov, I.M., Kirpichnokov, A.P., Zainullina, G.P., Yakhina, Z.T.: Validation evaluation of simulation modeling results by analytical modeling findings. Bull. Kazan Techn. Univ. 18(6), 173–178 (2015). Kazan. (in Russian)
Yakimov, I.M., Kirpichnikov, A.P., Zainullina, G.P., Isaeva, Y.G., Yakhina, Z.T.: Informational system o simulation and analytical modeling of queueing system. Bull. Kazan Techn. Univ. 19(5), 141–145 (2016). Kazan. (in Russian)
Mokshin, V.V., Yakimov, V.V.: System Modeling in AnyLogic: Tutorial Recomendation to Perform Laboratory Work. Shkola Publ., Kazan (2014). (in Russian)
Tayfur, A., Melamed, B.: Simulation Modeling and Analysis with ARENA. Elsevier, Inc., Amsterdam (2007)
Yue, W., Takahashi, Y., Takagi, H.: Advances in Queueing Theory and Network Applications. Springer, New York (2009). doi:10.1007/978-0-387-09703-9
Alfa, A.S.: Queueing Theory for Telecommunications. Springer, Boston (2010). doi:10.1007/978-1-4419-7314-6
Schriber, T.J.: Introduction to Simulation. Wiley, New York (1991)
Yakimov, I.M., Kirpichnikov, A.P., Mokshin, V.V., Alyautdinova, G.R., Paigina, L.R.: Simulation modeling of business processes in Bizagi Modeler. Bull. Kazan Technol. Univ. 18(9), 236–239 (2015). Kazan. (in Russian)
Basic elements of queuering theory. Application to the Modelling of Computer Systems, France (2015)
Guerreiro, S., Vasconcelos, A., Tribolet, J.: Enterprise dynamic systems control enforcement of run-time business transactions. In: Albani, A., Aveiro, D., Barjis, J. (eds.) EEWC 2012. LNBIP, vol. 110, pp. 46–60. Springer, Heidelberg (2012). doi:10.1007/978-3-642-29903-2_4
Zabawa, J., Radosiński, E.: Comparison of discrete rate modeling and discrete event simulation. methodological and performance aspects. In: Świątek, J., Wilimowska, Z., Borzemski, L., Grzech, A. (eds.) Information Systems Architecture and Technology. AISC, vol. 523, pp. 153–164. Springer, Cham (2017). doi:10.1007/978-3-319-46589-0_12
Gross, D., Harris, C.M.: Fundamentals of Queueing Theory, 2nd edn. Wiley, New York (1985)
Garrido, J.M.: Introduction to flexsim. In: Garrido, J.M. (ed.) Object Oriented Simulation. Springer, Boston (2009). doi:10.1007/978-1-4419-0516-1_3
Devyatkov, V.V.: Exceeded Editor of GPSS World: Main Possibilities. Print-Service Publ., Moscow (2013). (in Russian)
Bangsow, S.: Manufacturing Simulation with Plant Simulation and Simtalk. Springer, Heidelberg (2010). doi:10.1007/978-3-642-05074-9
ProModel’s Portfolio Simulation Solution. http://www.promodel.com
Tarasov, S.V.: Application experience of component modeling in Transas GroupS training system development for cargo-ballast and technological operations. Autom. Remote Control 77(6), 1106–1114 (2016)
Masmoudi, M., Leclaire, P., Cheutet, V., Casalino, E.: Modelling and simulation of the doctors’ availability in emergency department with SIMIO software. Case of study: Bichat-Claude Bernard hospital. In: Abbes, M.S., Choley, J.-Y., Chaari, F., Jarraya, A., Haddar, M. (eds.) Mechatronic Systems: Theory and Applications. LNME, pp. 119–129. Springer, Cham (2014). doi:10.1007/978-3-319-07170-1_12
Concannon, K., et al.: Simulation Modeling with SIMUL8, USA (2007)
Chakravarthy, S., Alfa, A.S.: A finite capacity queue with Markovian arrivals and two servers with group services. J. Appl. Math. Stoch. Anal. 7, 161–178 (1994)
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Yakimov, I., Kirpichnikov, A., Mokshin, V., Yakhina, Z., Gainullin, R. (2017). The Comparison of Structured Modeling and Simulation Modeling of Queueing Systems. In: Dudin, A., Nazarov, A., Kirpichnikov, A. (eds) Information Technologies and Mathematical Modelling. Queueing Theory and Applications. ITMM 2017. Communications in Computer and Information Science, vol 800. Springer, Cham. https://doi.org/10.1007/978-3-319-68069-9_21
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