Preventive analytics in safety problems to develop critical infrastructures

A. J. Fridman

Nečetkie sistemy i mâgkie vyčisleniâ, Tome 17 (2022) no. 2, pp. 41-54.

Résumé

This paper proposes a method for situational modeling of industrial-natural complexes (INCs) at various levels of their safety management: from solving issues of strategic development for systems of a regional scale and above to operative control of the structure for specialized INCs when multiple decision-making is required on a limited set of known alternatives. The method provides an intellectualized computational-logical processing of information regarding different types of characteristics of such complexes with the possibility of their analysis and comparison in statics and dynamics. The relevance of the work is determined by the complication of INCs in the modern world with the resulted strengthening of their influence on each other, and on the other hand, by the emergence of large amounts of additional information about the behavior of INCs in connection with the accelerating development of the Internet of Things. The novelty of the proposed approach lies in unification of using tools for studying complex non-stationary structures within the framework of the cause-and-effect paradigm, as well as in focusing on applying expert knowledge for setting and solving problems of multi-criteria comparison and selection of preferred options for the structure of an INC. The resulting alternatives, if necessary, can be further investigated in more detail by their imitation with using digital twins of INC’s components specialized for solving safety problems.

Détail

Keywords: intelligent information technology, situational safety modeling, industrial and natural complex, strategic and operational management, preventive analytics, situational digital twin.

Bibliographie

[1] GOST 27.002-89: Nadezhnost v tekhnike. Osnovnye ponyatiya. Terminy i opredeleniya (in Russian)

[2] Ryabinin I. A., Reliability and safety of structurally complex systems, Polytechnic, SPb., 2000 (in Russian)

[3] Forrester Dzh., Mirovaya dinamika, AST Publ., Moscow; Terra Fantastica, SPb., 2003 (in Russian)

[4] Jilani A. A., Nadeem A., Kim T. H., Cho E. S., “Formal Representations of the Data Flow Diagram: A Survey”, Proc. of the 2008 Advanced Software Engineering and Its Applications, IEEE Computer Society, Washington, USA, 2008

[5] Nam Pyo.Suh., Axiomatic Design – Advances and Applications, Oxford University Press, New York, 2007

[6] Celko J., Joe Celko's Trees and Hierarchies in SQL for Smarties, Second Edition, Elsevier Inc., 2012

[7] Hunt J., The Unified Process for Practitioners: Object-oriented Design, UML and Java, Springer, 2000 | Zbl

[8] Fridman A. Ya., Kurbanov V. G., “Situational modeling of reliability and safety of industrial and natural systems”, Information and control systems, 2014, no. 4 (71) (in Russian)

[9] Fridman A. Ya., Kurbanov V. G., “Formal conceptual model of industrial-natural complex as a means of control of computational experiment”, SPIIRAN Proceedings, 2014, no. 6 (37) (in Russian)

[10] Yasinovskij S. I., “Intelligent Hybrid Adoption Support System RDO solutions: yesterday, today, tomorrow”, Soft measurements and calculations, 2018, no. 12 (13) (in Russian)

[11] Negri E., “A review of the roles of Digital Twin in CPS-based production systems”, Procedia Manufacturing, 2017, no. 11

[12] Pospelov D. A., Situational management: theory and practice, Nauka Publ., Moscow, 1986 (in Russian)

[13] Mesapovich M., Mako D., Takakhapa I., Teoriya ierarkhicheskikh mnogourovnevykh sistem, Mir Publ., Moscow, 1973 (in Russian)

[14] Borisov V. V., Zernov M. M., “Realizatsiya situatsionnogo podkhoda na osnove nechetkoj ierarkhicheskoj situatsionno-sobytijnoj seti”, Artificial intelligence and decision-making, 2009, no. 1 (in Russian)

[15] Fridman A. Ya., “Koordinatsiya i planirovanie upravlenij v lokalno organizovannykh ierarkhicheskikh sistemakh”, Sixth International Conference “System Analysis and Information Technologies”, SAIT-2015 (g. Svetlogorsk, Rossiya), ISA RAN, Moscow, 2015 (in Russian)

[16] Salukvadze M. E., Vector optimization problems in control theory, Metsniereba, Tbilisi, 1975 (in Russian)

[17] Fridman A. Ya., “Expert space for situational modeling of industrial and natural systems”, Bulletin of the Witte Moscow University, 2014, no. 1 (4) (in Russian)

[18] Endsley M. R., “Final Reflections: Situation Awareness Models and Measures”, Journal of Cognitive Engineering and Decision Making, 9:1 (2015)

[19] Fridman A., Kulik B., “Situation Awareness in Modeling Industrial-Natural Complexes”, International Conference on Cyber-Physical Systems and Control, CPS'2019, v. 95, Lecture Notes in Networks and Systems, 2020

[20] Kulik B. A., Fridman A. Ya., “Quantitative assessment of situational awareness in the conceptual modeling system”, System analysis in design and management: collection of scientific papers of the XXIII International Scientific and Practical Conference, Polytech Press Publishing House, SPb., 2019 (in Russian)

[21] Fridman A., Oleynik A., “Modelling of Situation Awareness in Net-Centric Commercial Systems”, Proceedings of 34th European Simulation and Modelling Conference, ESM-2020, Toulouse, France, 2020 | MR

[22] A.V. Kolesnikov.(ed. )., Kognitivnyj podkhod k otsenke situatsionnoj osvedomlennosti v setetsentricheskikh sistemakh grazhdanskogo naznacheniya. Gibridnye i sinergeticheskie intellektualnye sistemy, Publishing House of the BFU named after I. Kant, Kaliningrad, 2020 (in Russian)