Multi-Agent Approach for the Unification of Meteorological Data

dc.contributor.authorMelnyk, Karina
dc.contributor.authorKravets, Yaroslav
dc.contributor.authorLiutenko, Iryna
dc.contributor.authorYershova, Svitlana
dc.contributor.authorIvashchenko, Oksana
dc.contributor.authorYershov, Dmytro
dc.contributor.authorOdyntsova, Olena
dc.date.accessioned2026-05-19T07:28:19Z
dc.date.issued2023
dc.description.abstractThis study is devoted to the problem of preparing data for further analysis and evaluation of weather providers. The review of works in forecasting weather conditions domain has been conducted. The technology for solving the task of improving the quality of managerial decisions has been developed. The formalization of this process is presented in the form of a BPMN-diagram. The stage of data preparation for decision-making is considered. It is presented as a process of obtaining unified data from mixed data. The architecture of a multiagent system for searching, downloading and preparing data has been proposed. The Crawler Subsystem and the Unifier Subsystem were designed and implemented. A set of unified data quality indicators has proposed, as well as an approach for their evaluation.
dc.identifier.citationMelnyk K., Kravets Ya., Liutenko I., Yershova S., Ivashchenko O., Yershov D., Odyntsova O. Multi-Agent Approach for the Unification of Meteorological Data. Computational Linguistics and Intelligent Systems : proc. of the 7th Intern. Conf., April 20-21, 2023. Vol. 3 / ed.: N. Khairova, T. Hamon, N. Grabar, Ye. Burov ; Umeå University, Institut Galilée, University of Lille, Lviv Polytechnic National University. Kharkiv, 2023. 11 p. URL: https://ceur-ws.org/Vol-3403/paper37.pdf, (accessed 19.05.2026.).
dc.identifier.orcidhttps://orcid.org/0000-0001-9642-5414
dc.identifier.orcidhttps://orcid.org/0000-0002-3893-1607
dc.identifier.orcidhttps://orcid.org/0000-0003-4357-1826
dc.identifier.orcidhttps://orcid.org/0000-0003-3893-117X
dc.identifier.orcidhttps://orcid.org/0000-0003-3636-3914
dc.identifier.orcidhttps://orcid.org/0009-0001-9284-5873
dc.identifier.orcidhttps://orcid.org/0009-0005-8084-9526
dc.identifier.urihttps://repository.kpi.kharkov.ua/handle/KhPI-Press/102303
dc.language.isoen
dc.subjectweather forecast
dc.subjectraw data
dc.subjectdata quality
dc.subjectmulti-agent system
dc.subjectcrawler
dc.subjectunified data
dc.subjectdata cleaning
dc.titleMulti-Agent Approach for the Unification of Meteorological Data
dc.typeArticle

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