Model for integrated water resource management based on digital technologies in climate instability conditions

N.A. Zhilnikova

Saint Petersburg State University of Aerospace Instrumentation,

RF, Saint-Petersburg, Bolshaya Morskaia, 67, lit. A

E-mail: n.zhilnikova@guap.ru

DOI: 10.33075/2220-5861-2025-4-136-146

UDC 551.583022                                                    

EDN: https://elibrary.ru/xfgrmk

Abstract:

In the face of growing climate uncertainty and increasing anthropogenic pressure on the environment, the issue of ensuring sustainable water use is particularly pressing, requiring the development of innovative tools for effective planning. This article focuses on the development of an integrated water resources management system aimed at minimizing climate risks for all water users within territorial natural and production complexes. A digital platform architecture for monitoring water use efficiency is developed. It enables the collection, integration, and analysis of diverse data (hydrological, meteorological, and production) in near real time. A water consumption forecasting methodology is proposed, based on a multifactor model that takes into account both deterministic (seasonality, production cycles) and stochastic (extreme weather events) components. This approach enables an accurate quantitative assessment of climate risks using a ranking matrix, which forms the basis for informed management decisions and the development of preventive measures. The model, implemented using machine learning algorithms and predictive analytics, provides adaptive management of water resource systems, enabling a strategic transition from reactive to proactive management in conditions of highly volatile climate parameters and increasing the sustainability of water management activities.

Keywords: climate risks, predictive analytics, adaptive management, water resource system, territorial natural-production complex, water use, forecasting

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REFERENCES

  1. WMO Global Annual to Decadal Climate Update 2025–2029. World Meteorological Organization, 26 p.
  2. Doklad ob osobennostjah klimata na territorii Rossijskoj Federacii za 2024 god (Report on climate features in the Russian Federation for 2024). Moscow, 2025, 135 p.
  3. Zhil’nikova N.A., Baranova A.A., Smirnova V.O., and Shishkin I.A. Modelirovanie normirovanija tehnogennoj nagruzki ot predprijatij-vodopol’zovatelej v territorial’nyh prirodno-proizvodstvennyh kompleksah (Modeling the regulation of man-made loads from water-using enterprises in territorial natural-production complexes). Sistemy kontrolja okruzhajushhej sredy, 2022, No 3 (49), pp. 79–83. https://doi.org/10.33075/2220-5861-2022-3-79-83.
  4. Zhil’nikova N.A., Baranova A.A., and Shishkin I.A. Osobennosti upravlenija slozhnymi vodno-resursnymi sistemami pri izmenenii klimata (Features of managing complex water resource systems under climate change). Kompetentnost’ / Competency (Russia), 2023, No 9–10/2023, pp. 38–45. https://doi.org/10.24412/1993-8780-2023-9-38-46
  5. Kirillova A.S. Iskusstvennyj intellekt i izmenenie klimata: modeli predskazanija klimaticheskih katastrof na osnove IoT-dannyh (Artificial Intelligence and Climate Change: Climate Disaster Prediction Models Based on YoT Data). Informacionnye tehnologii v stroitel’nyh, social’nyh i jekonomicheskih sistemah, 2025, No 1(35), pp. 82–84.
  6. Perkov S.I. and Litvinov V.N. Obrabotka dannyh distancionnogo zondirovanija zemli v monitoringe zagrjaznenija melkovodnyh vodojomov (Processing of remote sensing data in monitoring pollution of shallow water bodies). Perspektiva-2024: Mezhdunarodnaya nauchnaya konferenciya studentov, aspirantov I molodih uchenuh, Kabardino-Balkarskij gosudarstvennyj universitet im. H.M. Berbekova. Proceedings of International Scientific Conference for students, postgraduates and young scientists, Nalchik, 26–29 April 2024. Nalchik: Kabardino-Balkarian State University, 2024, pp. 392–395.
  7. Mahkamova D.A. Cifrovizacija jekologicheskogo monitoringa: vozmozhnosti i vyzovy v uslovijah Chetvjortoj promyshlennoj revoljucii (Digitalization of Environmental Monitoring: Opportunities and Challenges in the Fourth Industrial Revolution). Jekonomika i socium, 2025, No 6-1(133), pp. 1176–1179.
  8. Sokolova K. and Ushakova G. Cifrovizacija v oblasti jekologicheskogo monitoringa Regional’naja informatika (Digitalization in the field of environmental monitoring Regional informatics) (RI-2020): materialy XVII Sankt-Peterburg Mezhdunarodnaya konferenciya. Proceedings of XVII Saint-Petersburg International Conference, Saint-Petersburg, 28–30 October 2020. Saint-Petersburg: St. Petersburg Society of Informatics, Computer Engineering, Communication Systems and Control, 2020, Vol. 2, pp. 191–192.
  9. Gladkova E.D. Cifrovizacija v jekologii: ispol’zovanie tehnologij dlja monitoringa prirodnyh resursov (Digitalization in Ecology: Using Technology to Monitor Natural Resources). Aktual’nye problemy prirodopol’zovanija i prirodoobustrojstva: sb.st. VII Mezhdunarodnoy nauchno-prakticheskoy konferencii. (Current issues of nature management and environmental management), VII International Scientific and Practical Conference, Penza, 28–29 November 2024. Penza: Penza State Agrarian University, 2024, pp. 38–41.
  10. Mihajlova K.S. and Geraseva K.M. Monitoring zagrjaznenija okruzhajushhej prirodnoj sredy (Monitoring environmental pollution). Aktual’nye voprosy nauki i obrazovanija 2025: sb.st. III Mezhdunarodnoy nauchno-prakticheskoy konferencii (Current issues of nature management and environmental management), III International Scientific and Practical Conference, Penza, 23 May 2025. Penza: Science and Education, IP G.Ju. Guljaev, 2025, pp. 71–73.
  11. Evstigneev V.P., Naumova V.A., Voronin D.Ju. et al. Perehod k adaptivnoj sisteme klimaticheskogo monitoringa v uslovija menjajushhegosja klimata (Transition to an adaptive climate monitoring system in a changing climate). Sistemy kontrolja okruzhajushhej sredy–2021: tez. dokl. Mezhdunarodnoy nauchno-prakticheskoy konferencii (Monitoring systems of environment-2021): International Scientific and Practical Conference, Sevastopol, 09–12 November 2021. Sevastopol: IP A.S. Kulikov, 2021, pp. 62.
  12. Jakovleva E.N., Jashalova N.N., Ruban D.A., Vasil’cov V.S. et al. Metodicheskie podhody k ocenke prirodno-klimaticheskih riskov v celjah ustojchivogo razvitija gosudarstva (Methodological approaches to assessing natural and climatic risks for the purposes of sustainable development of the state). Uchenye zapiski Rossijskogo gosudarstvennogo gidrometeorologicheskogo universiteta, 2018, No 52, pp. 120–137.
  13. Golofast A.A. and Timofeeva T.B. Analiz sovremennyh tendencij izmenenija klimata i svjazannyh s nimi riskov (Analysis of current climate change trends and associated risks). Cifrovaja transformacija upravlenija: problemy i reshenija (Digital Transformation of Management: Challenges and Solutions): Proceedings of the VII All-Russia Scientific and Practical Conference, Moscow, 24 April 2025. Moscow: State University of Management, 2025, pp. 29–34.
  14. Konstantinov D.V. Analiz izmenenij klimaticheskih uslovij na territorii Sankt-Peterburga i ih vlijanie na sistemu vodootvedenija (Analysis of climate change in St. Petersburg and its impact on the wastewater disposal system). Vodoochistka, 2025, No 5(249), pp. 40–45.

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