G. V. Rybina - Dr.Sc. (Eng.), Professor, National Research Nuclear University MEPhI. E-mail: galina@ailab.mephi.ru V. M. Rybin - Dr.Sc. (Eng.), Professor, National Research Nuclear University MEPhI. E-mail: galina@ailab.mephi.ru S. S. Parondzhanov - Ph.D. (Eng.), Associate Professor, National Research Nuclear University MEPhI. E-mail: galina@ailab.mephi.ru Soe Thi Ha Aung - Post-graduate Student, National Research Nuclear University MEPhI. E-mail: galina@ailab.mephi.ru

In this article features of the application of simulation modeling in the construction of dynamic integrated expert systems are considered. Problems of integrating methods and simulation modeling tools with the technology of dynamic integrated expert systems developed on the basis of task-oriented methodology and AT-TECHNOLOGY workbench are investigated in the context of the modern stage of simulation modeling development. Moreover, main principles of the construction of a simulation modeling subsystem are considered, a structure of the basic components of the current version of the simulation modeling subsystem are described, a technology of constructing simulation models using the tools of the simulation modeling subsystem is described and an example of the construction of a simulation model by using the simulation modeling subsystem (dynamic version of the AT-TECHNOLOGY workbench) is given in the end.

 

1. Rybina G.V., Rybin V.M., So Ti KHa Aung.Nekotorye aspekty primenenija imitacionnogo modelirovanija v dinamicheskikh integrirovannykh ehkspertnykh sistemakh // Pribory i sistemy. Upravlenie, kontrol, diagnostika. 2014. № 3. C. 35-45.
2. Plotnikov A.M., Ryzhikov JU.I., Sokolov B.V.Sovremennoe sostojanie i tendencii razvitija imitacionnogo modelirovanija v Rossijjskojj Federacii // VVseross. nauchno-praktich. konf. po imitacionnomu modelirovaniju i ego primeneniju v nauke i promyshlennosti «Imitacionnoe modelirovanie. Teorija i praktika». Sb. dokladov. T. 1. SPb.: OAO «Centr tekhnologii i sudostroenija». 2011. S. 55-61.
3. Lychkina N.N. Innovacionnye paradigmy imitacionnogo modelirovanija i ikh primenenie v sfere upravlencheskogo konsaltinga, logistiki i strategicheskogo menedzhmenta // Sovremennye tekhnologii upravlenija logisticheskojj infrastrukturojj. III: Sb. nauch. st. M.: EHs-Si-EHmKonsalting. 2012. C. 9-28.
4. Averill M., Kelton W. Simulation modeling and analysis. 3rd ed. McGraw-Hill,Inc. 2000. 760 p.
5. Banks J. Handbook of Simulation: Principles, Methodology, Advances, Applications and Practice. Wiley. 1998. 864 p.
6. Rybina G.V. Teorija i tekhnologija postroenija integrirovannykh ehkspertnykh sistem. M.: Nauchtekhlitizdat. 2008. 482 s.
7. Rybina G.V., Deineko A.O. Distributed Knowledge Acquisition for the Automatic Construction of Integrated Expert Systems // Scientific and Technical Information Processing. 2011.V. 38. № 6. P. 1-7.
8. Taratukhin V.V. Integracija sistem imitacionnogo modelirovanija i ehkspertnykh sistem v SAPR // KII-98. SHestaja nacionalnaja konf. s mezhdunarodnym uchastiem. Sb. nauch. trudovv 3-khtt. Pushhino: RAII. 1998. T.2. S. 461-465.
9. Seidel S., Donath U., Haufe J. Towards an integrated simulation and virtual commissioning environment for controls of material handling systems // Proceedings of the 2012 Winter Simulation Conference. 2012. P. 2852-2863.
10. Lychkina N.N. Sovremennye tekhnologii imitacionnogo modelirovanija i ikh primenenija v informacionnykh biznes-sistemakh i sistemakh podderzhki prinjatija reshenijj // IIVseross. nauchno-prakticheskaja konferencija po imitacionnomu modelirovaniju i ego primeneniju v nauke i promyshlennosti «Imitacionnoe modelirovanie. Teorija i praktika». Sb. dokladov. T. 1. SPb.: FGUP CNII tekhnologii sudostroenija. 2005. S. 26-31.
11. Pidd M. Computer simulation in Management Science. 5th ed. Chichester: Wiley. 2004. 328 p.
12. Rybina G.V., Parondzhanov S.S. Tekhnologija postroenija dinamicheskikh intellektualnykh sistem: Ucheb. posobie. M.: NIJAU MIFI. 2011. 240 s.
13. Osipov G.S. Metody iskusstvennogo intellekta. M.: Fizmatlit. 2011. 296 s.
14. Makarov I.M., Lokhin V.M., Manko S.V., Romanov M.P. Iskusstvennyjj intellekt i intellektualnye sistemy upravlenija. M.: Nauka. 2006. 333 s.
15. Rybin V.M. Intellektualnoe upravlenie na osnove dinamicheskikh integrirovannykh ehkspertnykh sistem // Informacionno-izmeritelnye i upravljajushhie sistemy. 2011. № 6. S. 16-19.
16. Vagin V.N., Eremeev A.P. Nekotorye bazovye principy postroenija intellektualnykh sistem podderzhki prinjatija reshenijj realnogo vremeni // Izvestija RAN. TiSU. 2001. № 6. S. 114-123.
17. Bashlykov A.A., Eremeev A.P. Semioticheskie sistemy realnogo vremeni dlja intellektualnojj podderzhki prinjatija reshenijj pri upravlenii slozhnymi tekhnologicheskimi obektami // Informacionno-izmeritelnye i upravljajushhie sistemy. 2013. № 5. S.49-57.
18. Tarasov V.B. Ot mnogoagentnykh sistem k intellektualnym organizacijam: filosofija, psikhologija, informatika. M.:EHditorialURSS. 2002. 352 s.
19. Fougères A. Modelling and simulation of complex systems: an approach based on multi-level agents // IJCSI International Journal of Computer Science Issues. November 2011. V. 8. Issue 6. № 1. P. 8-17.
20. Rybina G.V., Parondzhanov S.S. Modeling of Intelligent Agent Interactions for Multiagent Systems // Scientific and Technical Information Processing. 2010. V. 37. № 5. P. 318-327.
21. Aksenov K.A., Smolijj E.F. Multiagentnoe imitacionnoe modelirovanie biznes-processov i organizacionno-tekhni­cheskikh sistem, sreda BPSIM // VVseross. nauchno-praktich. konf. po imitacionnomu modelirovaniju i ego primeneniju v nauke i promyshlennosti «Imitacionnoe modelirovanie. Teorija i praktika». Sb. dokladov. T.1. SPb.: OAO «Centr tekhnologii i sudostroenija». 2011. S. 11-19.
22. Rybina G.V. Prakticheskoe primenenie zadachno-orientirovannojj metodologii postroenija integrirovannykh ehkspertnykh sistem (obzor prilozhenijj v staticheskikh i dinamicheskikh problemnykh oblastjakh) // Pribory i sistemy. Upravlenie, kontrol, diagnostika. 2011. № 12. S. 10-28.
23. Rybina G.V.Integrirovannye ehkspertnye sistemy // Pribory i sistemy. Upravlenie, kontrol, diagnostika. 2011. № 4. S. 22-47.
24. Rybina G.V. Tekhnologija postroenija integrirovannykh ehkspertnykh sistem na osnove zadachno-orientirovannojj metodologii // Pribory i sistemy. Upravlenie, kontrol, diagnostika. 2011. № 6. S. 28-42.
25. Rybina G.V. Teoreticheskie osnovy zadachno-orientirovannojj metodologii postroenija integrirovannykh ehkspertnykh sistem // Pribory i sistemy. Upravlenie, kontrol, diagnostika. 2011. № 7. S. 27-42.
26. Rybina G.V. Modeli i metody realizacii intellektualnojj tekhnologii postroenija integrirovannykh ehkspertnykh sistem // Pribory i sistemy. Upravlenie, kontrol, diagnostika. 2011. № 10. S. 27-37.
27. Rybina G.V. Instrumentalnyjj kompleks AT-TEKHNOLOGIJA dlja podderzhki postroenija integrirovannykh ehkspertnykh sistem: obshhaja kharakteristika i perspektivy razvitija // Pribory i sistemy. Upravlenie, kontrol, diagnostika. 2011. № 11. C. 17-40.
28. Rybina G.V., Demidov D.V., SHancer D.I., Mozgachev A.V. Dinamicheskie integrirovannye ehkspertnye sistemy: novye vozmozhnosti instrumentalnogo kompleksa AT-TEKHNOLOGIJA // Informacionno-izmeritelnye i upravljajushhie sistemy. 2011. № 6. S. 7-15.
29. Rybina G.V., Mozgachev A.V., So Ti KHa Aung.Postroenie dinamicheskikh integrirovannykh ehkspertnykh sistem na osnove zadachno-orientirovannojj metodologii // Informacionno-izmeritelnye i upravljajushhie sistemy. 2012. № 8. T. 10. S. 4-12.
30. Rybina G.V.EHkspertnye sistemy i instrumentalnye sredstva dlja ikh razrabotki: nekotorye itogi // Informacionno-izmeritelnye i upravljajushhie sistemy. 2013. T. 11. № 5. S. 35-48.
31. Rybina G.V.Instrumentalnye sredstva dlja postroenija dinamicheskikh integrirovannykh ehkspertnykh sistem: razvitie kompleksa AT-TEKHNOLOGIJA // Iskusstvennyjj intellekt i prinjatie reshenijj. 2010. № 1. S. 41-48.
32. Rybina G., Shantzer D.I., Mozgachev A.V. Some aspects of evolution of tools for support dynamic integrated expert systems development // Proceedings of First Russia and Pacific Conference on Computer Technology and Applications (RPC 2010). 6-9 September 2010. Vladivostok (Russia). Vladivostok: IACPFEBRAS. 2010. P. 136-139.
33. Rybina G.V., SHancer D.I., Mozgachev A.V., Blokhin JU.M. Dinamicheskie intellektualnye sistemy na osnove integrirovannykh ehkspertnykh sistem // Pribory i sistemy. Upravlenie, kontrol, diagnostika. 2012. № 5. S. 13-19.
34. Rybina G.V., SHancer D.I., Lipatov A.A. Imitacionnoe modelirovanie vneshnego mira pri postroenii dinamicheskikh integrirovannykh ehkspertnykh sistem // XIII nac. konf. po iskusstvennomu intellektu s mezhdunar. uchastiem. Trudy konf. T.3. Belgorod: Izd-vo BGTU. 2012. S.179-185.
35. Rybina G.V., Mozgachev A.V., Parondzhanov S.S., So Ti KHa Aung. Dinamicheskie integrirovannye ehkspertnye sistemy: metody predstavlenija i obrabotki temporalnykh znanijj // Pribory i sistemy. Upravlenie, kontrol, diagnostika. 2013. № 6. S. 63-73.
36. Rybina G.V., Rybin V.M., Parondzhanov S.S., SoeThi Ha Aung. Some aspects of simulation application in dynamic integrated expert systems // Life Science Journal. 2014. V. 11. № 8. P. 145-149.
37. Emeljanov V.V., JAsinovskijj S.I. Vvedenie v intellektualnoe imitacionnoe modelirovanie slozhnykh diskretnykh sistem i processov. JAzykRDO. M.: ANVIK. 1998. 533c.