Filling gaps in PM2.5 time series: A broad evaluation from statistical to advanced neural network models

• Ruslan Safarov,

  Roles Conceptualization, Project administration, Supervision, Writing – review & editing

  Affiliations Department of Chemistry, Faculty of Natural Sciences, L.N. Gumilyov Eurasian National University, Astana, Kazakhstan, Department of Chemistry and Chemical Technology, Kh. Dosmukhamedov Atyrau University, Atyrau, Kazakhstan

  https://orcid.org/0000-0003-2158-6330

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• Zhanat Shomanova ,

  Roles Data curation, Funding acquisition, Validation

  * E-mail: zshoman@yandex.ru (ZS); nosenko1980@yandex.ru (YN)

  Affiliation Higher School of Natural Science, Margulan University, Pavlodar, Kazakhstan

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• Yuriy Nossenko ,

  Roles Investigation, Methodology, Writing – original draft

  * E-mail: zshoman@yandex.ru (ZS); nosenko1980@yandex.ru (YN)

  Affiliation Higher School of Natural Science, Margulan University, Pavlodar, Kazakhstan

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• Eldar Kopishev,

  Roles Formal analysis, Resources

  Affiliation Department of Chemistry, Faculty of Natural Sciences, L.N. Gumilyov Eurasian National University, Astana, Kazakhstan

  https://orcid.org/0000-0002-7209-2341

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• Zhuldyz Bexeitova,

  Roles Investigation, Writing – original draft

  Affiliation Association of legal entities «Petrochemical Products Producers and Consumers Association (Petrochemical Association)», Astana, Kazakhstan

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• Ruslan Kamatov

  Roles Data curation, Software, Visualization

  Affiliation Department of Science, Faculty of Natural Sciences, L.N. Gumilyov Eurasian National University, Astana, Kazakhstan

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