ARTIFICIAL INTELLIGENCE AND DECISION MAKINGARTIFICIAL INTELLIGENCE AND DECISION MAKINGИскусственный интеллект и принятие решений2071-859426528110.14357/20718594240201DOQSYODecision Support SystemsСистемы поддержки принятия решенийResearch ArticlePatterns of human-machine collaboration in decision support systemsПаттерны человеко-машинного сотрудничества в системах поддержки принятия решенийSmirnovAlexander V.СмирновАлександр Викторович
Russian Federation

Doctor of technical sciences, professor, Chief researcher

доктор технических наук, профессор, главный научный сотрудник

smir@iias.spb.suLevashovaTatiana V.ЛевашоваТатьяна Викторовна
Russian Federation

Candidate of technical sciences, Senior researcher

кандидат технических наук, старший научный сотрудник

tatiana.levashova@iias.spb.suSt. Petersburg Federal Research Center of the Russian Academy of SciencesСанкт-Петербургский Федеральный исследовательский центр РАН0508202423170210202402102024Copyright ©; 2024, ФИЦ ИУ РАНCopyright ©; 2024,2024ФИЦ ИУ РАНhttps://journals.rcsi.science/2071-8594/article/view/265281

An overview of collaboration patterns is given. Common concepts are identified that collab oration pattern models, meta-models of pattern modelling languages, and ontology pattern models use in the pattern representations. A conceptual model for the usage of human-machine collaboration patterns in decision support is proposed. Options for the model usage are considered.

Приводится обзор паттернов сотрудничества. Идентифицируются общие концепты, используемые для обозначения элементов в существующих моделях паттернов сотрудничества и метамоделях языков моделирования паттернов. Предлагается концептуальная модель использования паттернов человеко-машинного сотрудничества при поддержке принятия решений. Рассматриваются варианты использования этой модели.

decision supporthuman-machine collaborationcollaboration patternsconceptual modelподдержка принятия решенийчеловеко-машинное сотрудничествопаттерны сотрудничестваконцептуальная модельLarichev O., Krasnenker A., Sternin M. Prinyatie reshenij v or ganizaciyah s ispol'zovaniem kollektivnogo opyta menedzherov - metodika i avtomatizirovannaya sistema pod derzhki [Decision-making in enterprises using collective man ager experiences – methodology and automatic decision sup port system] // Electronic resource // Direktor informacionnoj sluzhby [Director of Information Service]. 2002. № 3. URL: https://www.osp.ru/cio/2002/03/172085?ysclid=lr7wyg5w6m 233980994 (accessed 11.01.2024).Ларичев О., Красненкер А., Стернин М. Принятие решений в организациях с использованием коллективного опыта менеджеров - методика и автоматизированная система поддержки // Электронный ресурc // Директор информационной службы. 2002. № 3. URL: https://www.osp.ru/cio/2002/03/172085?ysclid=lr7wyg5w6m 233980994 (доступ 11.01.2024).Alexander C., Ishikawa S., Silverstein M. A pattern language. Oxford: Oxford University Press, 1977. P. 1141.Svishchev A.V., Kravtsova E.Y. Analiz arhitekturnyh sha blonov proektirovaniya dlya konstruirovaniya programmnogo obespecheniya [Analysis of architectural design patterns for software design] // Mezhdunarodnyj zhurnal informacionnyh tekhnologij i energoeffektivnosti [International Journal of Information Technology and Energy Efficiency]. 2023. V. 8. No 4 (30). P. 49–54.Свищёв А.В., Кравцова Е.Ю. Анализ архитектурных шаблонов проектирования для конструирования программного обеспечения // Международный журнал информационных технологий и энергоэффективности. 2023. Т. 8. № 4 (30). С. 49–54.Papageorgiou N., Verginadis Y., Apostolou D., Mentzas G. A collaboration pattern model for virtual organisations // Leveraging knowledge for innovation in collaborative net works. PRO-VE 2009. Ed. by L.M. Camarinha-Matos, I.Paraskakis, H. Afsarmanesh. IFIP Advances in Information and Communication Technology. 307. Berlin, Hei delberg: Springer, 2009. P. 61–68.Papageorgiou N., Verginadis Y., Apostolou D., Mentzas G. A collaboration pattern model for virtual organisations // Leveraging knowledge for innovation in collaborative networks. PRO-VE 2009. Ed. by L.M. Camarinha-Matos, I.Paraskakis, H. Afsarmanesh. IFIP Advances in Information and Communication Technology. 307. Berlin, Heidelberg: Springer, 2009. P. 61–68.Verginadis Y., Apostolou D., Papageorgiou N., Mentzas G. An architecture for collaboration patterns in agile event-driven environments // 2009 18th IEEE International Work shops on Enabling Technologies: Infrastructures for Collaborative Enterprises. IEEE, 2009. P. 227–230.Verginadis Y., Apostolou D., Papageorgiou N., Mentzas G. An architecture for collaboration patterns in agile event- driven environments // 2009 18th IEEE International Workshops on Enabling Technologies: Infrastructures for Collaborative Enterprises. IEEE, 2009. P. 227–230.Briol P. BPMN, the Business Process Modeling Notation. 1st ed. Morrisville: Lulu.com, 2008. P. 124.Vo T.T., Coulette B., Tran H.N., Lbath R. Defining and us ing collaboration patterns for software process development // Proceedings of the 3rd International Conference on model-driven engineering and software development (MODELSWARD 2015) – CMDD. Setúbal: SciTePress, 2015. P. 557–564.Vo T.T., Coulette B., Tran H.N., Lbath R. Defining and using collaboration patterns for software process development // Proceedings of the 3rd International Conference on model-driven engineering and software development (MODELSWARD 2015) – CMDD. Setúbal: SciTePress, 2015. P. 557–564.Workflow Patterns // Electronic resource. Ed. by W. Aalst, A. Hofstede. Workflow Patterns Initiative. URL: http://workflowpatterns.com (accessed 21.12.2023).Workflow Patterns // Electronic resource. Ed. by W. Aalst,A. Hofstede. Workflow Patterns Initiative. URL: http://workflowpatterns.com (accessed 21.12.2023).Software & systems process engineering meta-model spec ification. OMG Specifications. formal/2008-04-01. Needham: OMG, 2008. P. 236.Software & systems process engineering meta-model specification. OMG Specifications. formal/2008-04-01. Needham: OMG, 2008. P. 236.Diggelen J., Johnson M. Team design patterns // Proceedings of the 7th International Conference on human-agent in teraction. New York: ACM, 2019. P. 118–126.Diggelen J., Johnson M. Team design patterns // Proceedings of the 7th International Conference on human-agent interaction. New York: ACM, 2019. P. 118–126.Gottesdiener E. Decide how to decide // Electronic resource// Software Development Magazine. 2001. No 1. URL: https://www.ebgconsulting.com/Pubs/Articles/Deci deHowToDecideGottesdiener.pdf (accessed 21.12.2023).Gottesdiener E. Decide how to decide // Electronic resource// Software Development Magazine. 2001. No 1. URL: https://www.ebgconsulting.com/Pubs/Articles/Deci deHowToDecide-Gottesdiener.pdf (accessed 21.12.2023).Barchetti U., Antonio C., Guido A.L., Mainetti L. Modelling collaboration processes through design patterns // Computing and Informatics. 2011. V. 30. No 1. P. 113–135.Eoyang G. Patterns of collaboration // Electronic resource. Site of Human Systems Dynamics Institute, 2018. URL: https://www.hsdinstitute.org/resources/patterns-of- collaboration.html (accessed 21.12.2023).Eoyang G. Patterns of collaboration // Electronic resource. Site of Human Systems Dynamics Institute, 2018. URL: https://www.hsdinstitute.org/resources/patterns-of-collaboration.html (accessed 21.12.2023).Schmeil A., Eppler M.J. Formalizing and promoting collab oration in 3D virtual environments – A blueprint for the creation of group interaction patterns // Facets of Virtual Envi ronments. FaVE 2009. Ed by F. Lehmann-Grube, J. Sablat nig. Lecture Notes of the Institute for Computer Sciences, Social Informatics and Telecommunications Engineering.33. Berlin, Heidelberg: Springer, 2010. P. 121–134.Schmeil A., Eppler M.J. Formalizing and promoting collaboration in 3D virtual environments – A blueprint for the creation of group interaction patterns // Facets of Virtual Environments. FaVE 2009. Ed by F. Lehmann-Grube, J. Sablatnig. Lecture Notes of the Institute for Computer Sciences, Social Informatics and Telecommunications Engineering. 33. Berlin, Heidelberg: Springer, 2010. P. 121–134.Vreede G.J., Kolfschoten G.L., Briggs R.O. ThinkLets: a collaboration engineering pattern language // International Journal of Computer Applications in Technology. 2006. V. 25. No 2/3. P. 140–154.Deokar A.V., Kolfschoten G.L., Vreede G.J. Prescriptive workflow design for collaboration-intensive processes using the collaboration engineering approach // Global Journal of Flexible Systems Management. 2008. V. 9. No 4. P. 11–20.Toniolo A., Cerutti F., Norman T.J., Oren N., Allen J.A., Sri vastava M., Sullivan P. Human-machine collaboration in intel ligence analysis: An expert evaluation // Intelligent Systems with Applications. 2023. V. 17. Article ID: 200151.Toniolo A., Cerutti F., Norman T.J., Oren N., Allen J.A., Srivastava M., Sullivan P. Human-machine collaboration in intelligence analysis: An expert evaluation // Intelligent Systems with Applications. 2023. V. 17. Article ID: 200151.de Moor A. Community memory activation with collabora tion patterns // Electronic resource // Proceedings of the 3rd Prato International Community Informatics Conference (CIRN 2006). Ed. by L. Stillman, G. Johanson. Melbourne: Centre for Community Networking Research, Monash Uni versity, 2006. 1 CD. File: 2006\prato2006\demoorfinal.zip.de Moor A. Community memory activation with collaboration patterns // Electronic resource // Proceedings of the 3rd Prato International Community Informatics Conference (CIRN 2006). Ed. by L. Stillman, G. Johanson. Melbourne: Centre for Community Networking Research, Monash University, 2006. 1 CD. File: 2006\prato2006\demoorfinal.zip.Sowa J.F. Conceptual structures: information processing in mind and machine. 1st ed. Boston: Addison-Wesley, 1983. P. 481.Dorn C., Edwards G., Medvidovic N. Analyzing design tradeoffs in largescale sociotechnical systems through simulation of dynamic collaboration patterns // On the Move to Meaningful Internet Systems: OTM 2012. Ed. By R. Meersman et al. Lecture Notes in Computer Science. 7565. Berlin, Heidelberg: Springer, 2012. P. 362–379.Dorn C., Edwards G., Medvidovic N. Analyzing design tradeoffs in large-scale socio-technical systems through simulation of dynamic collaboration patterns // On the Move to Meaningful Internet Systems: OTM 2012. Ed. By R. Meersman et al. Lecture Notes in Computer Science. 7565. Berlin, Heidelberg: Springer, 2012. P. 362–379.Petrovsky A.B. Group Verbal Decision Analysis: Theory and Applications. Studies in Systems, Decision and Control. 451. Cham: Springer International Publishing, 2023. P. 257.Smirnov A., Ponomarev A., Levashova T., Shilov N. Con ceptual framework of a human-machine collective intelligence environment for decision support // Proceedings of the Bulgarian Academy of Sciences. Sofia, Bulgaria. 2022. V. 75. No 1. P. 102–109.Smirnov A., Ponomarev A., Levashova T., Shilov N. Conceptual framework of a human-machine collective intelligence environment for decision support // Proceedings of the Bulgarian Academy of Sciences. Sofia, Bulgaria. 2022. V. 75. No 1. P. 102–109.