| Personal | Interests |
Activities |
Awards |
Patents and Programms |
Projects | Publications | Levshun Dmitry SergeevichCitizenship: Belarus
Address academic (office):
St.Petersburg Federal Research Ceneter of the Russian Academy of Sciences
39, 14th Liniya, St.-Petersburg, 199178, Russia
Tel.: +7-(812)-328-2642
Fax: +7-(812)-328-4450
Position: Senior Research fellow
Levshun Dmitry Sergeevich, Senior researcher at Laboratory of Computer Security Problems of the St. Petersburg Federal Research Center of the Russian Academy of Science.
E-mail: levshun[AT]comsec[DOT]spb[DOT]ru http://comsec.spb.ru/levshun/
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Research interests
- Security by design, internet of things, cyber-physical systems, microcontroller-based systems, attacks modelling, attacker modelling.
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Academic background
- 2018-2021 - PhD student of the University of Toulouse III - Paul Sabatier (France), specialty "Informatics".
- 2018-2021 - PhD student of the University of Toulouse III - Paul Sabatier (France), specialty "Informatics".
- 2011-2017 - student of St. Petersburg State electrotechnical university ("LETI") of V. I. Ulyanov (Lenin) is appropriated, speciality "Computer security" (090301.65).
Qualification works
- Thesis in fulfilment of the requirements for the award of the degree of Candidate of Techincal Sciences "Models, algorithms and methodology for design of microcontroller-based physical security systems protected from cyber-physical attacks". Specialty: 05.13.19, Methods and systems of information security, information security (technical sciences). Dissertation Council of the ITMO University 02.18.00. Thesis defence: 15.12.2021. URL: https://dissovet.itmo.ru/dissertation/?number=476014.
- Thesis in fulfilment of the requirements for the award of the degree of Doctor of Philosophy in Computer Science "Models, algorithms and methodology for design of microcontroller-based physical security systems protected from cyber-physical attacks". Specialty: Computer Science. Dissertation Council of the University of Toulouse III - Paul Sabatier. Thesis defence: 15.12.2021.
- Graduate qualification work of a specialist "Secure access control system based on embedded devices". Specialty: 10.05.01, Computer security. Saint Petersburg Electrotechnical University "LETI" (ETU "LETI"). Defense date: 15.02.2017. URL: http://comsec.spb.ru/thesis/2017ÂÊÐ136247ËÅÂØÓÍ.pdf.
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Identifiers
Awards2021- Levshun Dmitry Sergeevich - 1st place award in the competition for the best scientific work among young scientists and specialists of the St. Petersburg Federal Research Center of the Russian Academy of Sciences, held in 2021.
2020- Levshun Dmitry Sergeevich - 3rd place award in the competition for the best scientific work among young scientists and specialists of the St. Petersburg Federal Research Center of the Russian Academy of Sciences, held in 2020.
- Levshun Dmitry Sergeevich - Fellowship of the President of Russian Federation for Ph.D. students in 2020/21 academic year.
- Levshun Dmitry Sergeevich - Fellowship of the President of Russian Federation for Ph.D. students studying in priority areas in 2020/21 academic year.
2019- Levshun Dmitry Sergeevich - Fellowship of the President of Russian Federation for Ph.D. students studying in priority areas in 2019/20 academic year.
2018- Levshun Dmitry Sergeevich - Fellowship of the Government of Russian Federation for Graduate Students studying in priority areas in 2018/19 academic year.
2017- Levshun Dmitry Sergeevich - 1st place award diploma according to the results of the contest for the best final qualifing work (project) of students of ETU "LETI" in 2017.
- Levshun Dmitry Sergeevich - Best graduated student of the Faculty of Computer Technologies and Informatics among specialists of ETU "LETI" in 2017. http://www.eltech.ru/ru/vypusknikam/luchshie-vypuskniki
- Levshun Dmitry Sergeevich - 3rd place award in the Jubilee competition for the best scientific paper among young scientists and specialists of SPIIRAS in 2017.
20162015Top Patents and ProgrammsPrograms and databases2020- Dmitry Levshun, Andrey Chechulin Component for the gathering of the quantitative data about users of the Vkontakte social network. Certificate No. 2020665860. Registered in the Computer Program Registry 01.12.2020.
- Dmitry Levshun, Andrey Chechulin Component for the news gathering from the Vkontakte social network. Certificate No. 2020665466. Registered in the Computer Program Registry 27.11.2020.
- Dmitry Levshun, Diana Gayfulina. Component for analyzing the behavior of users with the greatest dynamics of the results of Ammon's Ya-structured test. Certificate No. 2020666552. Registered in the Computer Program Registry 11.12.2020.
2019- Dmitry Levshun, Andrey Chechulin. The component for comments collection in the VKontakte social network. Certificate No 2019663976. Registered in the Computer Program Registry 29.10.2019.
- Dmitry Levshun, Andrey Chechulin, Igor Kotenko. Application for the analysis of the constructive, destructive and deficit components of the user's I-functions based on Ammon’s I-structural test. Certificate No 2019664059. Registered in the Computer Program Registry 30.10.2019.
- Dmitry Levshun, Andrey Chechulin. The visualization component for the results of a psychological tests based on Ammon's I-structural test. Certificate No 2019664301. Registered in the Computer Program Registry 05.11.2019.
- Dmitry Levshun, Igor Kotenko, Igor Saenko. Software implementation of the procedure for verification of access control policies based on attributes in the UPPAAL environment. Certificate No. 2019666578. Registered in the Computer Program Registry on 12.12.2019.
2018- Dmitry Levshun. Component of traffic generation for cyber-physical systems based on I2C protocol. Federal Service for Intellectual Property. Certificate No 2018664325. Registered in the Computer Program Registry 14.11.2018.
2017- Dmitry Levshun, Igor Kotenko, Andrey Chechulin. Repository for heterogeneous data from the hardware elements of the smart home. Federal Service for Intellectual Property. Certificate No 2017620996. Registered in the database Registry 01.09.2017.
2016- Dmitry Levshun, Andrey Chechulin, Igor Kotenko. System for support and management of database of the room access control and management system based on the contactless smart cards. Federal Service for Intellectual Property. Certificate No 2016612543. Registered in the Computer Program Registry 01.03.2016.
- Dmitry Levshun, Andrey Chechulin. Database of the logging server of a secure access control system for Smart House model. Federal Service for Intellectual Property. Certificate N 2016621608. Registered in the database Registry 29.11.2016.
- Dmitry Levshun, Andrey Chechulin, Igor Kotenko. Component implementing the network level of interaction between the controllers based on the I2C protocol. Federal Service for Intellectual Property. Certificate N 2016663951. Registered in the database Registry 20.12.2016.
2015- Dmitry Levshun, Andrey Chechulin. Room access control and management system embedded device's sketch based on the contactless smart cards. Federal Service for Intellectual Property. Certificate No 2015662137. Registered in the Computer Program Registry 17.11.2015.
Top ProjectsFormer Projects- Andrey Chechulin (Principal Investigator). Grant of Russian Science Foundation ¹ 18-71-10094-P "Monitoring and counteraction to malicious influence in the information space of social networks", 2021-2023 (Researcher).
- Igor Kotenko (Principal Investigator). "Models, techniques and methodology for design and verification of secure cyber-physical systems". Research grant # 19-37-90082 "PhD students" of Russian Foundation of Basic Research, 2019-2022 (Lead researcher).
- Andrey Chechulin (Principal Investigator). "Development of methods for vulnerabilities detection for human-computer interaction interfaces of the Smart City transport infrastructure". Research grant # 19-29-06099 of Russian Foundation of Basic Research, 2019-2022 (Researcher).
Report-2020-29-06099-short.pdf [application/pdf] (147123 bytes) Report-2022-29-06099-short.pdf [application/pdf] (123421 bytes) Report-2023-29-06099-short.pdf [application/pdf] (0 bytes) - Andrey Chechulin (Principal Investigator). "Security Aspects of Cyberphysical Systems". Research grant # 19-17-50205 of Russian Foundation of Basic Research, 2019-2020 (Lead researcher).
- Igor Kotenko (Principal Investigator) – State Contract No. 05.607.21.0322 "Development of methods, models, algorithms and software tools based on detecting deviations in heuristics of ultra-high volume traffic to detect network attacks and protect against them". Project of Russian Ministry of Education and Science in scope of the Program "Research and development in priority directions of evolution of the scientific and technological complex of Russia on 2014-2020", 2019-2020 (Researcher).
Report-FTP-Results-05.607.21.0322.pdf [application/pdf] (204912 bytes) - Igor Kotenko (Principal Investigator). "Monitoring and identification of destructive information impacts and negative personal tendencies of the younger generation when interacting with the Internet space on the basis of methods of neurocomputer and neural network processing of Internet content" Research grant # 18-29-22034 of Russian Foundation of Basic Research, 2018-2021 (Researcher).
Report-2019-18-29-22034-short.pdf [application/pdf] (147123 bytes) Report-2020-18-29-22034-short.pdf [application/pdf] (356989 bytes) - Igor Saenko (Principal Investigator). Grant of Russian Science Foundation ¹ 18-11-00302 "Intelligent digital network content processing for effective detection and counteraction of inappropriate, dubious and harmful information", 2018-2020 (Researcher).
RSF-Results-2018-18-11-00302-Eng.pdf [application/pdf] (94208 bytes) RSF-Results-2018-18-11-00302-Rus.pdf [application/pdf] (245760 bytes) - Andrey Chechulin (Principal Investigator). "Research, development and application of Augmented Reality technology for cyber and cyberphysical systems security data visualization" Research grant # 18-37-20047 of Russian Foundation of Basic Research, 2018-2020 (Researcher).
Report-2019-18-37-20047-short.pdf [application/pdf] (208896 bytes) - Igor Kotenko (Principal Investigator). NIR-FUND of ITMO University ¹ 717075 "Methods, Models, Methods, Algorithms, Protocols and Applications for ensuring Information Security of Cyber-Physical Systems", 2017-2019 (Researcher).
- Igor Kotenko (Principal Investigator) – Grant of Russian Science Foundation ¹ 15-11-30029 "Incident management and counteraction against targeted cyber-physical attacks in distributed largescaled mission critical systems taking into account cloud services and networks of the Internet of Things", 2015-2017., 2015-2017 (Researcher).
RSF-Results-2015-15-11-30029-Eng.pdf [application/pdf] (18843 bytes) RSF-Results-2015-15-11-30029-Rus.pdf [application/pdf] (128851 bytes) RSF-Results-2016-15-11-30029-Eng.pdf [application/pdf] (327680 bytes) RSF-Results-2016-15-11-30029-Rus.pdf [application/pdf] (442368 bytes) RSF-Results-2017-15-11-30029-Eng.pdf [application/pdf] (327680 bytes) RSF-Results-2017-15-11-30029-Rus.pdf [application/pdf] (438272 bytes) - Igor Kotenko (Principal Investigator) – State Contract No. 14.604.21.0137 "Development of the technologies of the interactive visualization of the unformalized heterogeneous data for decision support systems in scope of the information security monitoring and management in the information and telecommunication systems". Project of Russian Ministry of Education and Science in scope of the Program "Research and development in priority directions of evolution of the scientific and technological complex of Russia on 2014-2020", 2014-2016., 2014-2016 (Researcher).
14.604.21.0137_current_status.pdf [application/pdf] (138103 bytes) - Igor Kotenko (Principal Investigator) – State Contract No. 14.604.21.0147 "Development of the methods for aggregation, normalization, analysis and visualization of big arrays of the heterogeneous, structured, semi-structured and unstructured data for the security monitoring and management of the distributed network of the electronic consumer devices". Project of Russian Ministry of Education and Science in scope of the Program "Research and development in priority directions of evolution of the scientific and technological complex of Russia on 2014-2020", 2014-2016., 2014-2016 (Researcher).
14.604.21.0147_current_status.pdf [application/pdf] (142791 bytes) - Igor Kotenko (Principal Investigator). State Contract No. 14.604.21.0033 “Models, methods and software for development and analysis of information-telecommunication system security components for Internet of Things concept”. Project of Russian Ministry of Education and Science in scope of the Program "Research and development in priority directions of evolution of the scientific and technological complex of Russia on 2014-2020", 2014-2015., 2014-2015 (Researcher).
14.604.21.0033_current_status [application/pdf] (262992 bytes)
Top Main publicationsPapers2024- D.A. Levshun, D.S. Levshun, E.V. Doynikova, A.A. Branitskiy A., I.V. Kotenko. Considerations on sentiment of social network posts as a feature of destructive impacts // AI Communications. 2024. Ò. 37. ¹ 4. Ñ. 585-598. DOI: 10.3233/aic-230154 // https://elibrary.ru/item.asp?id=74004030
- D. Levshun, D. Vesnin. Exploring BERT for Predicting Vulnerability Categories in Device Configurations // Proceedings of the 10th International Conference on Information Systems Security and Privacy (ICISSP 2024). February 26-28, Rome, Italy. 2024. P. 452-461. DOI: 10.5220/0012471800003648
- D.S. Levshun. Architecture of the system for vulnerabilities detection and prediction in information systems based on artificial intelligence methods // Informatization and communications. 2024. No. 3. pp. 91-98. DOI: 10.34219/2078-8320-2024-15-3-91-98 // https://elibrary.ru/item.asp?id=63648823 (in Russian).
- D.S. Levshun, D.V. Vesnin, I.V. Kotenko. Prediction of vulnerability categories in configurations of devices using artificial intelligence methods // Questions of cybersecurity. 2024. No. 3 (61). pp. 33-39. DOI: 10.21681/2311-3456-2024-3-33-39 // https://elibrary.ru/download/elibrary_67219948_70034463.pdf // https://elibrary.ru/item.asp?id=67219948 (in Russian).
- V.A. Desnitsky, I.V. Kotenko, D.S. Levshun., I.B. Saenko. Concept of solving the issue of detecting malicious activity in the infrastructure of an industrial smart city // Current problems of infotelecommunications in science and education (Apino 2024). Collection of scientific articles of the XIII International Scientific, technical and scientific-methodical conference in 4 volumes.. St. Petersburg, 2024. pp. 272-276. // https://elibrary.ru/item.asp?id=67337383 (in Russian).
- D.S. Levshun. Architecture of a system for detecting and predicting vulnerabilities in information systems based on artificial intelligence methods // Actual problems of infotelecommunications in science and education (Apino 2024). Collection of scientific articles of the XIII International Scientific, technical and scientific-methodical conference in 4 volumes.. St. Petersburg, 2024. pp. 535-538 // https://www.elibrary.ru/item.asp?id=67337432&pff=1 (in Russian).
- V.V. Lavrentiev, D.C. Levshun. System architecture for automating the detection of vulnerabilities in large language models // Actual problems of infotelecommunications in science and education (Apino 2024). Collection of scientific articles of the XIII International Scientific, technical and scientific-methodical conference in 4 volumes.. St. Petersburg, 2024. pp. 539-543 // https://www.elibrary.ru/item.asp?id=67337433&pff=1 (in Russian).
2023- Dmitry Vesnin, Dmitry Levshun, Andrey Chechulin. Trademark Similarity Evaluation Using a Combination of ViT and Local Features // Information (Switzerland). 2023. Ò. 14. ¹ 7. Ñ. 398. DOI: 10.3390/info14070398 // DOI: 10.20944/preprints202306.0192.v1 // https://elibrary.ru/item.asp?id=63188086
- Dmitry Levshun, Olga Tushkanova, Andrey Chechulin. Two-model active learning approach for inappropriate information classification in social networks // International Journal of Information Security. 2023. Ò. 22. ¹ 6. Ñ. 1921-1936. DOI:10.1007/s10207-023-00726-7 // https://elibrary.ru/item.asp?id=63329930
- D.S. Levshun, A.A. Chechulin. Vulnerability categorization for fast multistep attack modelling // Conference of Open Innovations Association, FRUCT. 2023. ¹ 33. Ñ. 169-175. DOI:10.23919/FRUCT58615.2023.10143048 // https://elibrary.ru/item.asp?id=53943919
- Diana Gaifulina, Alexander Branitskiy, Dmitry Levshun, Elena Doynikova, Igor Kotenko. Sentiment Analysis of Social Network Posts for Detecting Potentially Destructive Impacts // Intelligent Distributed Computing XV. Studies in Computational Intelligence. 2023. pp. 203-212. DOI: 10.1007/978-3-031-29104-3_23
- Dmitry Levshun . Comparative Analysis of Machine Learning Methods in Vulnerability Metrics Transformation // Proceedings of the Seventh International Scientific Conference «Intelligent Information Technologies for Industry» (IITI’23). Lecture Notes in Networks and Systems. 2023. pp. 60-70. DOI: 10.1007/978-3-031-43792-2_6
- D. Levshun. Comparative analysis of machine learning methods in vulnerability categories prediction based on configuration similarity // Proceedings of the 16th International Symposium on Intelligent Distributed Computing (IDC-2023). September 13-15, Hamburg, Germany. 2023. P. 70-81
- D.S. Levshun. Hierarchical model for the design of microcontroller-based systems protected from cyber-physical attacks // Proceedings of educational institutions of Communications. 2023. Vol. 9. No. 1. pp. 105-115. DOI: 10.31854/1813-324X-2023-9-1-105-115 // https://elibrary.ru/item.asp?id=50416981 (in Russian).
- D.A. Levshun, D.S. Levshun. Approach for keylogger detection based on artificial intelligence methods // Informatization and Communications. 2023. No. 3. pp. 85-91. DOI: 10.34219/2078-8320-2023-14-3-85-91 // https://elibrary.ru/item.asp?id=54668230 (in Russian).
- D.S. Levshun. Approach to simulation modelling of critical infrastructure facilities for cyber-physical attacks analysis // In the collection: Actual problems of infotelecommunications in science and education (APINO 2023). Collection of scientific articles. XII International Scientific-technical and scientific-methodical Conference. In 4 t .. St. Petersburg, 2023. pp. 767-770. // https://elibrary.ru/item.asp?id=54033702 (in Russian).
2022- Elena Doynikova, Evgenia Novikova, Ivan Murenin, Maxim Kolomeec, Diana Gaifulina, Olga Tushkanova, Dmitry Levshun, Alexey Meleshko, Igor Kotenko. Security Measuring System for IoT Devices // Lecture Notes in Computer Science. 2022. Ò. 13106 LNCS. Ñ. 256-275. DOI: 10.1007/978-3-030-95484-0_16 // https://elibrary.ru/item.asp?id=48184836
- Dmitry Levshun, Andrey Chechulin and Igor Kotenko. A Technique for the Design of Abstract Models of Microcontroller-Based Physical Security Systems // Studies in Computational Intelligence. Springer, Cham. Vol. 1026. P. 397-406. DOI: 10.1007/978-3-030-96627-0_36. // https://elibrary.ru/item.asp?id=48587927
- Dmitry Levshun, Andrey Chechulin, Igor Kotenko. Security and privacy analysis of smartphone-based driver monitoring systems from the developer’s point of view // Sensors. 2022. Ò. 22. ¹ 13, P. 5063. DOI: 10.3390/s22135063 // https://elibrary.ru/item.asp?id=49158277
- Konstantin Izrailov, Dmitry Levshun, Igor Kotenko, Andrey Chechulin. Classification and analysis of vulnerabilities in mobile device infrastructure interfaces // Communications in Computer and Information Science. 2022. Ò. 1544. Ñ. 301-319. DOI: 10.1007/978-981-16-9576-6_21 // https://elibrary.ru/item.asp?id=48149713
- Dmitry Levshun, Olga Tushkanova, Andrey Chechulin. Active learning approach for inappropriate information classification in social networks // Proceedings of the 30th Euromicro International Conference on Parallel, Distributed and Network-Based Processing (PDP 2022). P. 283-289. DOI: 10.1109/PDP55904.2022.00050. // https://elibrary.ru/item.asp?id=48582978
- Igor Kotenko, Igor Saenko I.B., Andrey Chechulin, Dmitry Levshun, Sergei Bosyakov, Victor Kochin. The problem of using mobile robotic devices for perimeter monitoring: research analysis and solution approach // Informatization and Communication. 2022. No. 3. pp. 7-14. DOI: 10.34219/2078-8320-2022-13-3-7-14 // https://elibrary.ru/item.asp?id=49389505 (in Russian).
- E.V. Fedorchenko (Doynikova), E.S. Novikova, I.V. Kotenko, D.A. Gayfulina, O.N. Tushkanova, D.S. Levshun, A.V. Meleshko , I.N. Murenin, M.V. Kolomeets. The security and privacy measuring system for the internet of things devices // Cybersecurity issues. 2022. No. 5 (51). pp. 28-46. DOI: 10.21681/2311-3456-2022-5-28-46 // https://elibrary.ru/item.asp?id=50310106 (in Russian).
- D.S. Levshun. Approach for road surface quality monitoring based on intellectual analysis of smartphone’s sensors data // Informatization and Communication. 2022. No. 5. pp. 67-72. DOI: 10.34219/2078-8320-2022-13-5-67-72 // https://elibrary.ru/item.asp?id=49831802 (in Russian).
- Ksenia Zhernova, Konstantin Izrailov, Maxim Kolomeets, Dmitry Levshun, Andrey Chechulin. Conceptual model of the "system-operator" interaction interface based on visualization technologies that take into account the human cognitive apparatus // In the collection: Actual problems of infotelecommunications in science and education (APINO 2022). XI International Scientific-technical and scientific-methodical conference. St. Petersburg, 2022. pp. 460-463. // https://elibrary.ru/item.asp?id=49522737 (in Russian).
- Dmitry Levshun. A tool for the expert evaluation of the text publications tonality // In the collection: Actual problems of infotelecommunications in science and education (APINO 2022). XI International Scientific-technical and scientific-methodical conference. St. Petersburg, 2022. pp. 657-661. https://elibrary.ru/item.asp?id=49522784 (in Russian).
- D.S. Levshun, D.A. Gayfulina. Investigation of the role of assessing the tonality of text publications in solving the problem of identifying destructive information influences // In the collection: Pedagogy and psychology in medicine: problems, innovations, achievements. proceedings of the II All-Russian Scientific Congress with international participation. Moscow, 2022. pp. 114-118. // https://elibrary.ru/item.asp?id=49903579 (in Russian).
2021- Dmitry Levshun, Andrey Chechulin, Igor Kotenko. Design of secure microcontroller-based systems: application to mobile robots for perimeter monitoring // Sensors 2021. Vol. 21, ¹ 24. Ïîðÿäêîâûé íîìåð: 8451. DOI: 10.3390/s21248451. https://www.mdpi.com/1424-8220/21/24/8451 // https://elibrary.ru/item.asp?id=47541785 (Scopus, WoS, SJR=0.636, Q1)
- Maxim Kolomeets, Olga Tushkanova, Dmitry Levshun, Andrey Chechulin. Camouflaged bot detection using the friend list // Proceedings - 29th Euromicro International Conference on Parallel, Distributed and Network-Based Processing, PDP 2021. 29. 2021. Ñ. 253-259. DOI: 10.1109/PDP52278.2021.00048 // https://elibrary.ru/item.asp?id=46047553 (Scopus).
- Konstantin Izrailov, Dmitry Levshun, Andrey Chechulin. Vulnerability classification model for Smart City transport infrastructure interfaces. Systems of Control, Communication and Security, 2021, no. 5, pp. 199-223. DOI: 10.24412/2410-9916-2021-5-199-223 // https://elibrary.ru/item.asp?id=47141867 (in Russian).
- Dmitry Levshun. Architecture of the youth survey system in vkontakte social network for identifying negative personal trends // X International Scientific, Technical and Scientific Methodological Conference "Actual Problems of Information Telecommunications in Science and Education" (APINO-2021). February 24-25, 2021. Collection of scientific articles. Vol. 1. SPb., 2021. P. 570-572. URL: https://www.sut.ru/doci/nauka/1AEA/APINO/10-APINO-2021.%20T.1.pdf (in Russian) // https://elibrary.ru/item.asp?id=46275469
(in Russian).
- Dmitry Levshun. Algorithm for the formation of the component composition of a secure microcontroller-based system // XII Saint-Petersburg Interregional conference "Information security of regions of Russia (IBRR-2021)". The proceedings of the conference, 2021. P. 88-90. http://spoisu.ru/files/ibrr/ibrr2021/ibrr2021_materials.pdf (in Russian). // https://elibrary.ru/item.asp?id=49265525 (in Russian).
- Dmitry Levshun. Tool for automated passing of psychological tests on a social network // Proceedings of the I International Scientific Congress "Pedagogy and Psychology in Medicine: Problems, Innovations, Achievements". St. Petersburg, Russia, June 3-4, 2021. P. 159-164. https://www.elibrary.ru/download/elibrary_47190334_67120339.pdf (in Russian) // https://elibrary.ru/item.asp?id=47190334 (in Russian).
2020- Dmitry Levshun, Yannick Chevalier, Igor Kotenko, Andrey Chechulin. Design and verification of a mobile robot based on the integrated model of cyber-physical systems // Simulation Modelling Practice and Theory, 2020, Vol. 105, P. 102151. DOI: 10.1016/j.simpat.2020.102151 // https://elibrary.ru/item.asp?id=45422773
- Dmitry Levshun, Igor Kotenko, Andrey Chechulin. The Integrated Model of Secure Cyber-Physical Systems for their Design and Verification // Studies in Computational Intelligence. 2020. Ò. 868. Ñ. 333-343. DOI: 10.1007/978-3-030-32258-8_39 // https://elibrary.ru/item.asp?id=43207770
- A. Branitskiy, E. Doynikova, I. Kotenko, N. Krasilnikova, D. Levshun, A. Tishkov, N. Vanchakova. The Common Approach to Determination of the Destructive Information Impacts and Negative Personal Tendencies of Young Generation Using the Neural Network Methods for the Internet Content Processing // Studies in Computational Intelligence. 2020. Vol. 868 P. 302-310. DOI: 10.1007/978-3-030-32258-8_36. // https://elibrary.ru/item.asp?id=43208120
- Kotenko I., Saenko I., Levshun D. A model checking based approach for verification of attribute-based access control policies in cloud infrastructures // Advances in Intelligent Systems and Computing. 2020. Ò. 1156. Ñ. 165-175. DOI: 10.1007/978-3-030-50097-9_17 // https://elibrary.ru/item.asp?id=45438125 (Scopus)
- Dmitry Levshun, Diana Gaifulina, Andrey Chechulin and Igor Kotenko. Problematic Issues of Information Security of Cyber-Physical Systems // Informatics and Automation. Vol. 19. No. 5. 2020. P. 1050-1088. ISSN 2078-9181 (2078-9599). DOI: 10.15622/ia.2020.19.5.6. // https://elibrary.ru/item.asp?id=44269284 (in Russian).
- Dmitry Levshun, Yurii Bakhtin, Andrey Chechulin, Igor Kotenko. Analysis of Attack Actions on the Railway Infrastructure based on the Integrated Model // Communications in Computer and Information Science. Springer, Singapore, 2020. Vol. 1121. P. 145-162. DOI: 10.1007/978-981-15-9609-4_11 // https://elibrary.ru/item.asp?id=45173086
- Dmitry Levshun, Igor Kotenko, Andrey Chechulin. The application of the methodology for secure cyber–physical systems design to improve the semi-natural model of the railway infrastructure // Microprocessors and Microsystems. 2020. Ñ. 103482. DOI: 10.1016/j.micpro.2020.103482 // https://elibrary.ru/item.asp?id=45110890 (ÐÈÍÖ, Scopus)
- Kolomeets Maxim, Levshun Dmitry, Soloviev Sergei, Chechulin Andrey, Kotenko Igor. Social networks bot detection using Benford’s law // Â ñáîðíèêå: 13th International conference on Security of Information and Networks, SIN 2020. Proceedings of the 13th International Conference on Security of Information and Networks. Virtual, Online, 2020. Ñ. 3433589. DOI: 10.1145/3433174.3433589 // https://elibrary.ru/item.asp?id=46743261
- Daniel Zelle, Roland Rieke, Christian Plappert, Christoph Kraub, Dmitry Levshun, Andrey Chechulin. SEPAD - security evaluation platform for autonomous driving. Proceedings - 2020 28th Euromicro International Conference on Parallel, Distributed, and Network-Based Processing (PDP-2020) Vesteos, Sweden, March 11-13, 2020. P.413-420. DOI: 10.1109/PDP50117.2020.00070. // https://elibrary.ru/item.asp?id=43293732
- Dmitry Levshun. Formation of requirements for the design process of secure cyberphysical systems // Izvestiya vysshikh uchebnykh zavedeniy. Instrumentation. 2020. Vol. 63, No. 11. pp. 1040-1045. DOI: 10.17586/0021-3454-2020-63-11-1040-1045. // https://elibrary.ru/item.asp?id=44451452
(in Russian).
- Dmitry Levshun. An attacker model for a modern cyber-physical system // IX International Scientific, Technical and Scientific Methodological Conference "Actual Problems of Information Telecommunications in Science and Education" (APINO-2020). February 26-27, 2020. Collection of scientific articles. Vol. 1. SPb., 2020. P. 679-682. // https://elibrary.ru/item.asp?id=44604096 (in Russian).
- Dmitry Levshun, Sergey Ageev, Igor Saenko. Architecture of the verification system for information access control policies in cloud infrastructures // IX International Scientific, Technical and Scientific Methodological Conference "Actual Problems of Information Telecommunications in Science and Education" (APINO-2020). February 26-27, 2020. Collection of scientific articles. Vol. 1. SPb., 2020. P. 38-43. // https://elibrary.ru/item.asp?id=44603959 (in Russian).
- Dmitry Levshun. An approach to the formation of requirements in the design process of secure cyber-physical systems // IV Interregional Scientific-Practical Conference "Advanced National Information Systems and Technologies". September 22-26, 2020. Materials of the conference. P. 237-238. // https://elibrary.ru/item.asp?id=45844829 (in Russian).
- Dmitry Levshun. An approach to the formation of specifications of secure cyberphysical systems // IV Interregional Scientific-Practical Conference "Advanced National Information Systems and Technologies". September 22-26, 2020. Materials of the conference. P. 239-240. // https://elibrary.ru/item.asp?id=45844830 (in Russian).
- Dmitry Levshun, Anton Tishkov, Elena Doynikova. Annotation of social network posts and profiles in order to detect destructive impacts // IV Interregional Scientific-Practical Conference "Advanced National Information Systems and Technologies". September 22-26, 2020. Materials of the conference. P. 205-206. http://www.spoisu.ru/files/pnroit/pnroit-2020_materials.pdf // https://www.elibrary.ru/item.asp?id=45844814 (in Russian).
- Igor Saenko, Dmitry Levshun, Alexander Ivanov. Proposals for creating a system for verifying information access control policies in cloud infrastructures // IV Interregional Scientific-Practical Conference "Advanced National Information Systems and Technologies". September 22-26, 2020. Materials of the conference. P. 245-246. http://www.spoisu.ru/files/pnroit/pnroit-2020_materials.pdf // https://elibrary.ru/item.asp?id=45844832 (in Russian).
- D. S. Levshun. Requirements to the methodology for design and verification of secure cyber-physical systems // XVII St. Petersburg International Conference "Regional Informatics (RI-2020)". St. Petersburg, October 28-30, 2020, Part 1., pp.153-154 http://www.spoisu.ru/files/ri/ri2020/ri2020_materials_1.pdf // https://elibrary.ru/item.asp?id=49390769
(in Russian).
- A. A. Bogatyrev, A. A. Branitsky, N. P. Vanchakova, E. V. Doynikova, I. V. Kotenko, N. V. Krasilnikova, D. S. Levshun, A.V. Tishkov Methods of identifying and preventing destructive formats of communicative behavior of young people in social networks // Proceedings of the conference "Neuroinformatics-2020". P. 388-397 // https://elibrary.ru/item.asp?id=46415288 (in Russian).
2019- Alexander Branitskiy, Dmitry Levshun, Natalia Krasilnikova, Elena Doynikova, Igor Kotenko, Artem Tishkov, Nina Vanchakova, and Andrey Chechulin. Determination of Young Generation’s Sensitivity to the Destructive Stimuli based on the Information in Social Networks // Journal of Internet Services and Information Security (JISIS), Vol. 9, No. 3, August 2019. P. 1-20. DOI: 10.22667/JISIS.2019.08.31.001 // URL: http://isyou.info/jisis/vol9/no3/jisis-2019-vol9-no3-01.pdf. (Scopus, WoS, SJR=0.18, Q4) // https://elibrary.ru/item.asp?id=41700137
- D.A Bashmakov, A.V. Sivachev, D. El Baz, D. S. Levshun, A.G. Korobeynikov. Method for predicting pixel values in background areas in the problem of weighted steganalysis in the spatial domain of natural images under small payloads // Communications in Computer and Information Science. 2019. Ò. 971. Ñ. 65-82. DOI: 10.1007/978-981-13-3732-1_5 // https://elibrary.ru/item.asp?id=38666486
- Dmitry Levshun, Andrey Chechulin, Igor Kotenko, Yannick Chevalier. Design and verification methodology for secure and distributed cyber-physical systems // 10th IFIP International Conference on New Technologies, Mobility and Security (NTMS), Canary Islands, Spain, 2019. P. 8763814 DOI: 10.1109/NTMS.2019.8763814 // https://elibrary.ru/item.asp?id=41651124
- Dmitry Levshun, Andrey Chechulin, Igor Kotenko. A comprehensive model of secure cyber-physical systems for their design and verification // Proceedings of Educational Institutions of Communication. 2019. Vol. 5, No. 4. P. 114-123. DOI: 10.31854/1813-324X-2019-5-4-114-123 // https://elibrary.ru/item.asp?id=41664180 (in Russian).
- Dmitry Levshun, Igor Kotenko, Andrey Chechulin. Technique for design and verification of secure cyber-physical systems // Bulletin of the St. Petersburg State University of Technology and Design. Series 1. Natural and technical sciences. 2019. No. 4. P. 19-22. // https://elibrary.ru/item.asp?id=42485910 (in Russian).
- Igor Kotenko, Dmitry Levshun, Igor Saenko. Verification of Access Control Policies based on Attributes
in Cloud Infrastructures based on Model Checking // Systems of Control, Communication and Security, 2019. ¹ 4. P. 421-436. DOI: 10.24411/2410-9916-2019-10417 // https://elibrary.ru/item.asp?id=41567826 (in Russian).
- Dmitry Levshun, Oleg Pantjuhin, Igor Saenko. Assessment of the Quality of Access Control Policies in a Cloud Storage Based on the ABAC Access Control Model // VIII International scientific-technical and scientific-methodological Conference "Actual problems of infotelecommunications in science and education" (APINO 2019). St. Petersburg, February 27-28, 2019 (collection of scientific articles) Vol. 1. pp. 655–659. https://www.sut.ru/doci/nauka/1AEA/APINO/8-APINO%202019.%20Ò.1.pdf // https://elibrary.ru/item.asp?id=41383614 (in Russian).
- Igor Saenko, Vladimir Komashinskiy, Dmitry Levshun. Verification algorithms for access control policies based on the ABAC model // The V interregional scientific and practical conference "Perspective directions of development of domestic information technologies". September 24-28, 2019, Russia, Sevastopol. pp. 312-314 // https://elibrary.ru/item.asp?id=42944623 (in Russian).
- Igor Saenko, Sergey Bushuev, Dmitry Levshun. Quality assessment models for access control policies in cloud infrastructures // The V interregional scientific and practical conference "Perspective directions of development of domestic information technologies". September 24-28, 2019, Russia, Sevastopol. pp. 316-318. // https://elibrary.ru/item.asp?id=42944625 (in Russian).
- Igor Saenko , Dmitry Levshun, Sergey Ageev, Vladimir Komashinsky. Model of ensuring consistency of the access control policies of cloud storage on the basis of the ABAC model // XI Saint-Petersburg Interregional conference "Information security of regions of Russia (IBRR-2019)". The proceedings of conference, 2019. pp. 150-152. http://www.spoisu.ru/files/ibrr/ibrr2019/ibrr2019_materials.pdf // https://elibrary.ru/item.asp?id=45842706
(in Russian).
- Dmitry Levshun, Andrey Chechulin. The aspects of the verification of secure cyberphysical systems // XI Saint-Petersburg Interregional conference "Information security of regions of Russia (IBRR-2019)". October 23-25, 2019. Proceedings of the conference. P. 133-134. http://www.spoisu.ru/files/ibrr/ibrr2019/ibrr2019_materials.pdf // https://elibrary.ru/item.asp?id=46478813
(in Russian).
- Dmitry Levshun. Application of modeling for verification of the cyber-physical systems security // XI Saint-Petersburg Interregional conference "Information security of regions of Russia (IBRR-2019)". October 23-25, 2019. Proceedings of the conference. P. 131-132. http://www.spoisu.ru/files/ibrr/ibrr2019/ibrr2019_materials.pdf // https://elibrary.ru/item.asp?id=46470950 (in Russian).
2018- Dmitry Levshun, Andrey Chechulin, Igor Kotenko. A Technique for Design of Secure Data Transfer Environment: Application for I2C Protocol // Proceedings - 2018 IEEE Industrial Cyber-Physical Systems, ICPS 2018. 1. 2018. Ñ. 789-794. DOI: 10.1109/ICPHYS.2018.8390807. https://ieeexplore.ieee.org/document/8390807 // https://elibrary.ru/item.asp?id=35757740
- Dmitry Levshun, Yannick Chevalier, Igor Kotenko, Andrey Chechulin. Secure Communication in Cyber-Physical Systems // The 3rd International Symposium on Mobile Internet Security (MobiSec 2018). Cebu, Philippines, August 29-September 1, 2018. 9 p. http://isyou.info/conf/mobisec18/mobisec18-book-ver1.pdf.
- Igor Kotenko,Dmitry Levshun, Andrey Chechulin, Igor Ushakov, Andrey Krasov. An Integrated Approach to Provide Security of Cyber-Physical Systems Based on Microcontrollers // Cybersecurity issues.2018. No.3 (27) P.29 38. DOI: 10.21681/2311-3456-2018-3-29-38 // https://elibrary.ru/item.asp?id=36609968 (in Russian).
- Dmitry Levshun, Andrey Chechulin, Igor Kotenko. Design of Secure Data Transfer Environment Using the I2C Protocol as an Example // Information Security. Inside. 2018. No.4(82). P.54-62 // https://elibrary.ru/item.asp?id=35510042 (in Russian).
- Dmitry Levshun. Unification of connection between cyber-physical systems and sources of data // Information Technology and Telecommunications. 2018. Vol. 6 No. 3. pp. 28-37 https://www.sut.ru/doci/nauka/ITT/28-37.pdf
//https://elibrary.ru/item.asp?id=37179958 (in Russian).
- I.V. Kotenko, A.A. Chechulin, D.S. Levshun Modeling of railway transport infrastructure security monitoring systems // Transport security and technologies-2018. No.1 - P. 62-64 https://www.securitymedia.ru/issue_transport_issue_0_58.html (in Russian).
- Maxim Kolomeec, Dmitry Levshun. Data visualization for the identification and counteraction of undesirable information // Information technologies in Management (ITU-2018). conference materials. 2018. pp. 437-440. // https://elibrary.ru/item.asp?id=37028993 (in Russian).
- D.S. Levshun, Yu.E. Bakhtin. Emergency properties of cyber-physical systems // Materials of the conference "Information Technologies in Management" (ITU-2018). Saint-Petersburg, October 2-4, 2018. Saint-Petersburg: JSC "Concern" Central Research Institute "Electropribor", 2018. p. 441-445 // https://elibrary.ru/item.asp?id=37028994 (in Russian).
- Artem Kulakov, Dmitry Levshun. Hot-plugging of external electronic components to Arduino platform devices // Information technologies in Management (ITU-2018). conference materials. 2018. pp. 457-460. // https://elibrary.ru/item.asp?id=37028997 (in Russian).
- Maxim Kolomeec, Dmitry Levshun. Requirements for data visualization for identification and countermeasure selection for undesirable and abnormal information // Regional informatics "RI-2018". conference materials. Saint Petersburg, 2018. pp. 144-146. http://www.spoisu.ru/files/ri/ri2018/ri2018_materials.pdf // https://elibrary.ru/item.asp?id=44536648
(in Russian).
- D.S. Levshun. Mathematical model of cyber-physical system // Regional Informatics and information security. Collection of works. Issue 5 / SPOISU. - St. Petersburg, 2018. pp. 159-161. http://www.spoisu.ru/files/riib/riib_5_2018.pdf // https://elibrary.ru/item.asp?id=49241564 (in Russian).
- Bakhtin Yu. E., Levshun D. S. Development of semi-natural railway model for security incidents analysis // Materials of the conference "Information Technologies in Management" (ITU-2018). Saint-Petersburg, October 2-4, 2018. Saint-Petersburg: JSC "Concern" Central Research Institute "Electropribor", 2018. pp. 469-473 // https://elibrary.ru/item.asp?id=37029000
(in Russian).
2017- Dmitry Levshun, Andrey Chechulin, Igor Kotenko. Design Lifecycle for Secure Cyber-Physical Systems based on Embedded Devices // Proceedings of the 2017 IEEE 9th International Conference on Intelligent Data Acquisition and Advanced Computing Systems: Technology and Applications, IDAACS 2017. 9. 2017. Ñ. 277-282. DOI: 10.1109/IDAACS.2017.8095090 // https://elibrary.ru/item.asp?id=35530497
- Dmitry Levshun, Andrey Chechulin. Development of the information search interface in unified repository of multimedia data from field ethnographic expeditions // Universum: Technical science: digital science journal. 2017. ¹ 4(37). P. 15-21. https://7universum.com/ru/tech/archive/item/4623 // https://elibrary.ru/item.asp?id=29039410 (in Russian).
- Dmitry Levshun, Andrey Chechulin, Igor Kotenko. Design lifecycle for secure cyber-physical systems based on embedded devices. Information Security. Inside, ¹4(76), 2017. P.53-59. // https://elibrary.ru/item.asp?id=29966169
(in Russian).
- Igor Kotenko, Andrey Chechulin, Dmitry Levshun. Security analysis of railway transport infrastructure on the base of analytical modeling. Information Security. Inside, ¹6(78), 2017. P.48-57. // https://elibrary.ru/item.asp?id=30585609
(in Russian).
- Dmitry Levshun. Design of unified repository for multimedia data from field ethnographic expeditions // Information Technology and Telecommunications. 2017. Vol. 5. ¹ 3. P. 84–92. // https://elibrary.ru/item.asp?id=30725043 (in Russian).
- Dmitry Levshun. The approach to design of secure systems based on embedded devices // Regional informatics and information security. 2017. pp. 414-416. https://elibrary.ru/download/elibrary_35276265_33102548.pdf // https://elibrary.ru/item.asp?id=35276265
(in Russian).
- Dmitry Levshun. Reliable communication between cyberphysical elements of the situational monitoring system. The All-Russian Forum "The System of Distributed Situation Centers as the Basis for Digital Transformation of Public Administration" (SDSC-2017), Ð. 174-176 (in Russian).
- Dmitry Levshun. Features of the use of cyberphysical systems for monitoring security in situational centers. The All-Russian Forum "The System of Distributed Situation Centers as the Basis for Digital Transformation of Public Administration" (SDSC-2017), (accepted for printing). Ð. 172-174 (in Russian).
2016- Vasily Desnitsky, Dmitry Levshun, Andrey Chechulin and Igor Kotenko. Design Technique for Secure Embedded Devices: Application for Creation of Integrated Cyber-Physical Security System// Journal of Wireless Mobile Networks, Ubiquitous Computing, and Dependable Applications (JoWUA), June, 2016 Vol.7, No.2, P.60-80. http://isyou.info/jowua/papers/jowua-v7n2-4.pdf DOI: 10.22667/JOWUA.2016.06.31.060 // https://elibrary.ru/item.asp?id=27036091
- Igor Kotenko, Dmitry Levshun, Andrey Chechulin. Event correlation in the integrated cyber-physical security system // The 2016 XIX IEEE International Conference on Soft Computing and Measurements (SCM-2016), IEEE, St. Petersburg, Russia, May 2016 P.484-486. DOI: 10.1109/SCM.2016.7519820 // https://elibrary.ru/item.asp?id=27589708
- Vasily Desnitsky, Andrey Chechulin, Igor Kotenko, Dmitry Levshun, Maxim Kolomeec. Application of a Technique for Secure Embedded Device Design Based on Combining Security Components for Creation of a Perimeter Protection System // 24th Euromicro International Conference on Parallel, Distributed, and Network-Based Processing (PDP 2016). Heraklion, Crete,2016 February 17-19. IEEE Computer Society P.609-616. DOI: 10.1109/PDP.2016.99 // https://elibrary.ru/item.asp?id=27160200
- Andrey Fedorchenko, Dmitry Levshun, Andrey Chechulin, Igor Kotenko. An Analysis of Security Event Correlation Techniques in Siem-Systems. Part 1. SPIIRAS Proceedings. 2016. Issue 4(47). P.5-27. DOI: 10.15622/sp.47.1 http://ia.spcras.ru/index.php/sp/article/view/3366/1950 // https://elibrary.ru/item.asp?id=26498862 (in Russian).
- Vasily Desnitsky, Andrey Chechulin, Igor Kotenko, Dmitry Levshun, Maxim Kolomeec. Combined Design Technique for Secure Embedded Devices Exemplified by a Perimeter Protection System // SPIIRAS Proceedings. 2016. Issue 48. P.5-31. DOI: 10.15622/sp.48.1 // https://elibrary.ru/item.asp?id=27177922
(in Russian).
- Dmitry Levshun, Andrey Chechulin. Mathematical model for description of information objects of different types to organize the search of materials in a unified repository of multimedia data from field ethnographic expeditions // Innovations in science. 2016. No. 11 (60). pp. 21-29. // https://elibrary.ru/item.asp?id=27448577
(in Russian).
- Andrey Fedorchenko, Dmitry Levshun, Andrey Chechulin, Igor Kotenko. An Analysis of Security Event Correlation Techniques in Siem-Systems. Part 2 // SPIIRAS Proceedings. 2016. Issue 6(49). P.5-27. DOI: 10.15622/sp.49.11 // https://elibrary.ru/item.asp?id=27657130
(in Russian).
- Dmitry Levshun, Andrey Chechulin, Igor Kotenko. Architecture of integrated security system // Journal "Methods and technical means of information security" No. 25. pp.53-54. // https://elibrary.ru/item.asp?id=36546762 (in Russian).
- Igor Kotenko, Dmitry Levshun, Andrey Chechulin, Sergey Bushuev. Event correlation in the integrated cyber-physical security system. XIX International Conference on Soft Computing and Measurements (SCM'2016),Proceedings. Vol. 2, Saint-Petersburg, ETU "LETI". P.327-331. // https://elibrary.ru/item.asp?id=27187695 (in Russian).
- Dmitry Levshun, Andrey Chechulin, Igor Kotenko. Secure inter-controller interaction based on I2C protocol // XV Ànniversary Saint-Petersburg International Conference "Regional informatics-2016 (RI-2016)". Proceedings. St. Petersburg, 2016. P.169-170. http://www.spoisu.ru/files/ri/ri2016/ri2016_materials.pdf // https://elibrary.ru/item.asp?id=29348476 (in Russian).
- Dmitry Levshun, Andrey Chechulin. Comparison of approaches for the construction of a database for the organization of research materials in a unified repository for multimedia data from field ethnographic expeditions // Regional informatics "RI-2016". Conference materials. 2016. pp. 330-331. http://www.spoisu.ru/files/ri/ri2016/ri2016_materials.pdf // https://elibrary.ru/item.asp?id=29348408 (in Russian).
- Mikhail Bulgakov, Dmitry Levshun. The main challenges of the protection of physical security systems communication lines// 9th Conference on Information Technologies in Control (ITC) . Proceedings. St.Petersburg, Russia. October 4–6, 2016. P.665-669. // https://elibrary.ru/item.asp?id=27559693 (in Russian).
- Dmitry Levshun. The integration technique of access control system into integrated security system // Information technologies in management (ITU-2016). Materials of the 9th Conference on Management Problems. Chairman of the Presidium of the multi-conference V. G. Peshekhonov. 2016. pp. 735-739. // https://elibrary.ru/item.asp?id=27559705 (in Russian).
- Vasily Desnitsky, Dmitry Levshun. The choice and combination of elements for the construction of an integrated system of cyber-physical security // 18th International Conference “RusCrypto” on Cryptology, Steganography, Digital Signature and Security Systems. Solnechnogorsk, Russia. March 22-25, 2016. http://www.ruscrypto.ru/ (in Russian).
2015- Dmitry Levshun, Andrey Chechulin. Problems of construction a single repository of multimedia data from field ethnographic expeditions. Technical sciences – from theory to practice. 2015, ¹46, Novosibirsk, SibAK, P.25-30. (in Russian).
- Dmitry Levshun. Security event correlation process decomposition. Technical sciences – from theory to practice. 2015, ¹46, P.31-39. // https://elibrary.ru/item.asp?id=24395539 (in Russian).
- Dmitry Levshun, Andrey Chechulin, Maxim Kolomeec, Igor Kotenko. An architecture of access management system to a room on the base of contactless smart cards. IX Saint-Petersburg Interregional conference "Information security of regions of Russia (IBRR-2015)", Saint-Petersburg, October 28-30, 2015. The proceedings of conference, 2015. P.76. // https://elibrary.ru/item.asp?id=29348371 (in Russian).
- Dmitry Levshun, Maxim Kolomeec. Experience in developing of a distributed perimeter protection system based on elements of Internet of Things network. International scientific school "Incident management and countering targeted cyber-physical attacks in distributed large-scale critical systems (IM&CTCPA 2015)". SPIIRAS, St. Petersburg, 26-28 November 2015. http://www.comsec.spb.ru/imctcpa15/. (in Russian).
2014- Dmitry Levshun, Andrey Chechulin. Construction of the classification scheme for the existing methods of security events correlation. XIV Saint-Petersburg International Conference “Regional informatics-2014” (“RI-2014”). Proceedings. St. Petersburg, 2014. Ð.148-149. // https://elibrary.ru/item.asp?id=29293506 (in Russian).
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