GIS-BASED MAPPING OF VEGETATION COVER IN CHERNIHIV’S GREEN INFRASTRUCTURE
DOI:
https://doi.org/10.58407/bht.2.26.4Keywords:
green infrastructure, remote sensing, Random Forest, syntaxonomy, ChernihivAbstract
Purpose of the work. To map the vegetation cover of the structural elements of Chernihiv city’s green infrastructure (GI) network using geographic information systems, with a syntaxonomic characterization of the identified plant communities.
Methodology. Is based on the integration of three components: automated land-cover classification using the Random Forest algorithm in the Google Earth Engine cloud platform, based on median Sentinel-2 composites (summer and spring, 2020 and 2024), NDVI/EVI/LAI vegetation indices and SRTM terrain parameters; field geobotanical relevés using the Braun-Blanquet method at key network sites; and expert syntaxonomic interpretation of the mapped polygons in QGIS. Classification accuracy was assessed on an independent validation sample (n = 578).
Scientific novelty. Lies in the fact that, for the first time for a Ukrainian city, remote-sensing-based GIS mapping was integrated with syntaxonomic attribution of vegetation at the class and association level (Braun-Blanquet approach) within a coherent GI network model (first- and second-order cores, connecting corridors); it was established that the spatial configuration of syntaxa is strongly determined by the city's geomorphological structure, and that the digital elevation model proved to be the most important predictive feature of the classification model, outranking spectral bands and vegetation indices.
Conclusions. The land-cover classification achieved an Overall Accuracy of 95.85 % (Kappa = 0.942). The Chernihiv GI network comprises 12 structural elements (five first-order cores, three second-order cores, three connecting corridors, and one specialized techno-memorial node – the "Yatsevo" necropolis) with a total area of 1397.1 ha, within which eight vegetation types were identified. The pine-forest (Podusivskyi forest, Yalivshchyna) and floodplain (Kordivka) cores are the most intact, together accounting for almost 78 % of the network area, whereas connecting corridors and the "Yatsevo" necropolis show the highest degree of fragmentation and the lowest vegetation index values (edge density up to 1192 m/ha, NDVI as low as 0.527) and require priority ecological optimization measures.
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References
Adamenko, T. I. (2014). Agroclimatic zoning of the territory of Ukraine taking into account climate change (in Ukrainian). Cherkasy: RIA BLITs. (in Ukrainian)
Адаменко Т. І. Агрокліматичне зонування території України з урахуванням зміни клімату / за ред. А. М. Цвєткової. Черкаси: «РІА» БЛІЦ, 2014.
Bowler, D. E., Buyung-Ali, L., Knight, T. M., & Pullin, A. S. (2010). Urban greening to cool towns and cities: A systematic review of the empirical evidence. Landscape and Urban Planning, 97(3), 147–155. https://doi.org/10.1016/j.landurbplan.2010.05.006
Braun-Blanquet, J. (1964). Pflanzensoziologie: Grundzüge der Vegetationskunde (3rd ed.). Springer-Verlag.
Breiman, L. (2001). Random forests. Machine Learning, 45(1), 5–32. https://doi.org/10.1023/A:1010933404324
Capotorti, G., Alós Ortí, M. M., Copiz, R., Fusaro, L., Mollo, B., Salvatori, E., & Zavattero, L. (2019). Biodiversity and ecosystem services in urban green infrastructure planning. Urban Forestry & Urban Greening, 37, 87–96. https://doi.org/10.1016/j.ufug.2017.12.014
Catalano, C., Pasta, S., & Guarino, R. (2021). A plant sociological procedure for the ecological design and enhancement of urban green infrastructure. In C. Catalano, M. B. Andreucci, R. Guarino, F. Bretzel, M. Leone, & S. Pasta (Eds.), Urban services to ecosystems (Future City, Vol. 17, pp. 31–60). Springer. https://doi.org/10.1007/978-3-030-75929-2_3
Cegielska, K., Piotrowski, P., & Kukulska-Kozieł, A. (2022). Urban green spaces: how geospatial information can help identify diversity. A case study from eastern Lesser Poland. Bulletin of Geography. Socio-economic Series, 58, 7–29. https://doi.org/10.12775/bgss-2022-0031
Dobrinić, D., Miler, M., & Medak, D. (2025). Mapping the green urban: a comprehensive review of materials and learning methods for green infrastructure mapping. Sensors, 25(2), 464. https://doi.org/10.3390/s25020464
Dubińska, A. M., Dyderski, M. K., & Niemczyk, M. (2025). How does non-native Robinia pseudoacacia L. affect urban forest biodiversity? Urban Forestry & Urban Greening, 113, Article 129079. https://doi.org/10.1016/j.ufug.2025.129079
EUR-Lex. (n.d.). Document 52013DC0249. Green Infrastructure (GI) – Enhancing Europe's Natural Capital. European Union. https://eur-lex.europa.eu/legal-content/EN/TXT/?uri=celex:52013DC0249
Farr, T. G., P. A. Rosen, E. Caro, R. Crippen, R. Duren, S. Hensley, M. Kobrick, et al. (2007). The Shuttle Radar Topography Mission. Reviews of Geophysics, 45(2), RG2004.. https://doi.org/10.1029/2005RG000183
Gitelson, A. A., Viña, A., Ciganda, V., Rundquist, D. C., & Arkebauer, T. J. (2005). Remote estimation of canopy chlorophyll content in crops. Geophysical Research Letters, 32(8), L08403. https://doi.org/10.1029/2005GL022688
GMAO. (n.d.). MERRA-2: Modern-Era Retrospective analysis for Research and Applications, Version 2. NASA GMAO. https://gmao.gsfc.nasa.gov/gmao-products/merra-2/
Goncharenko, I., Semenishchenkov, Yu., Tsakalos, J., & Mucina, L. (2020). Thermophilous oak forests of the steppe and forest-steppe zones of Ukraine and Western Russia. Biologia, 75, 337-353. https://doi.org/10.2478/s11756-019-00413-w
Gorelick, N., Hancher, M., Dixon, M., Ilyushchenko, S., Thau, D., & Moore, R. (2017). Google Earth Engine: Planetary-scale geospatial analysis for everyone. Remote Sensing of Environment, 202, 18–27. https://doi.org/10.1016/j.rse.2017.06.031
Hansen, R., & Pauleit, S. (2014). From Multifunctionality to Multiple Ecosystem Services? A Conceptual Framework for Multifunctionality in Green Infrastructure Planning for Urban Areas. AMBIO, 43, 516–529. https://doi.org/10.1007/s13280-014-0510-2
Hegedüšová, K., Žarnovičan, H., Kanka, R., Šuvada, R., Kollár, J., Galvánek, D., & Roleček, J. (2021). Thermophilous oak forests in Slovakia: Vegetation classification and an expert system. Preslia, 93(2), 89–123. https://doi.org/10.23855/preslia.2021.089
Hislop, S., Soto-Berelov, M., Jellinek, S., Chee, Y.E. and Jones, S (2025). Monitoring riparian vegetation in urban areas with Sentinel-2 satellite imagery. Ecological Management & Restoration, 26, e12624. https://doi.org/10.1111/emr.12624
Huang, H., Fu, D., Ding, G., Yan, C., Xie, X., Gao, Y., & Liu, Q. (2024). Construction and optimization of Green Infrastructure Network in mountainous cities: A case study of Fuzhou, China. Scientific Reports, 14, Article 11936. https://doi.org/10.1038/s41598-024-57567-0
Huete, A., Didan, K., Miura, T., Rodriguez, E. P., Gao, X., & Ferreira, L. G. (2002). Overview of the radiometric and biophysical performance of the MODIS vegetation indices. Remote Sensing of Environment, 83(1–2), 195–213. https://doi.org/10.1016/S0034-4257(02)00096-2
Itescu, Y., & Jeschke, J. M., 2024, Assessing the conservation value of cemeteries to urban biota around the world. Conservation Biology, 38, e14322. https://doi.org/10.1111/cobi.14322
Lafortezza, R., Chen, J., van den Bosch, C. K., & Randrup, T. B. (2018). Nature-based solutions for resilient landscapes and cities. Environmental Research, 165, 431–441. https://doi.org/10.1016/j.envres.2017.11.038
Liu, H. Q., & Huete, A. (1995). A feedback based modification of the NDVI to minimize canopy background and atmospheric noise. IEEE Transactions on Geoscience and Remote Sensing, 33(2), 457–465. https://doi.org/10.1109/36.377946
Liu, Y., Huang, T. T., & Zheng, X. (2022). A method of linking functional and structural connectivity analysis in urban green infrastructure network construction. Urban Ecosystems, 25(3), 909–925. https://doi.org/10.1007/s11252-022-01201-2
Li, L., & Carter, J. (2025). Exploring the relationship between urban green infrastructure connectivity, size and multifunctionality: a systematic review. Landscape Ecology, 40(3), 61. https://doi.org/10.1007/s10980-025-02069-1
Lukash, O., Karpenko, Yu., Sverdlov, V., & Yakovenko, O. (2020). Parki krajobrazowe regionu czernihowskiego (Ukraina Północna). In M. Kunz (Ed.), Rola i funkcjonowanie parków krajobrazowych w rezerwatach biosfery (pp. 365–378). Wydawnictwo Naukowe UMK. (in Polish)
Lukash, O. V. (2021). Steppe oak forest with Prunus mahaleb L. in the city of Chernihiv. In Modern phytosozological research in Ukraine (Iss. 4, pp. 48–52). Talkom. (in Ukrainian)
Лукаш О. В. Остепнена діброва з Prunus mahaleb L. у місті Чернігові // Сучасні фітосозологічні дослідження в Україні: зб. наук. праць. Вип. 4. Київ: Талком, 2021. С. 48–52.
Lukash, O., Hutnyk, Ye., & Morskyi, V. (2023). Succession of vegetation of roadside lawns in the city of Chernihiv. Biota, Human, Technology, (3), 41–56. https://doi.org/10.58407/bht.3.23.5 (in Ukrainian)
Лукаш О., Гутник Є., Морський В. Сукцесії рослинності придорожніх газонів міста Чернігова у зв'язку антропогенним тиском та змінами погодно-кліматичних умов. Biota, Human, Technology. 2023. №3. С. 41–56. https://doi.org/10.58407/bht.3.23.5
Lukash, O., Morskyi, V., & Strilets, S. (2026). Cemeteries as nodes of urban green infrastructure: assessing ecological risks in war-affected areas of "Yatsevo" necropolis, Chernihiv, Ukraine. Ecological Questions, 37(3). https://doi.org/10.12775/EQ.2026.039
Morar, C., Lukić, T., Valjarević, A., Niemets, L., Kostrikov, S., Sehida, K., Telebienieva, I., Kliuchko, L., Kobylin, P., & Kravchenko, K. (2022). Spatiotemporal analysis of urban green areas using change detection: A case study of Kharkiv, Ukraine. Frontiers in Environmental Science, 10, Article 823129. https://doi.org/10.3389/fenvs.2022.823129
Morskyi, V., Aravin, M., Morska, I., & Lukash, O. (2026). Geomorphological and climatic factors of formation and optimization of the green infrastructure network of Chernihiv city. In Biogeosphere and Socium: International Scientific Conference (pp. 426–429). (in Ukrainian)
Морський В., Аравін М., Морська І., Лукаш О. Геоморфологічні та кліматичні чинники формування та оптимізації мережі зеленої інфраструктури міста Чернігова. Biogeosphere and Socium: International Scientific Conference (25–27 березня 2026 р., Берегове, Україна). С. 426–429.
Mucina, L., Büultmann, H., Dierßen, K., Theurillat, J.-P., Raus, T., Čarni, A., Šumberová, K., Willner, W., Dengler, J., García, R. G., Chytrý, M., Hájek, M., Di Pietro, R., Iakushenko, D., Pallas, J., Daniёls, F. J. A., Bergmeier, E., Guerra, A. S., Ermakov, N., Valachovič, M., Schaminće, J. H. J., Lysenko, T., Didukh, Y. P., Pignatti, S., Rodwell, J. S., Capelo, J., Weber, H. E., Solomeshch, A., Dimopoulos, P., Aguiar, C., Hennekens, S. M., & Tichý, L. (2016). Vegetation of Europe: hierarchical floristic classification system of vascular plant, bryophyte, lichen, and algal communities. Applied Vegetation Science, 19(S1): 3–264. https://onlinelibrary.wiley.com/doi/epdf/10.1111/avsc.12257
Neyns, R., & Canters, F. (2022). Mapping of Urban Vegetation with High-Resolution Remote Sensing: A Review. Remote Sensing, 14(4), 1031. https://doi.org/10.3390/rs14041031
Onyshchenko, V. A. (2006). Vegetation classification. In T. L. Andriyenko (Ed.), Phytodiversity of Ukrainian Polissya and its conservation. Fitosotsiotsentr. (in Ukrainian; full details to be confirmed)
Онищенко В. А. Класифікація рослинності // Фіторізноманіття Українського Полісся та його охорона / за ред. Т. Л. Андрієнко. Київ: Фітосоціоцентр, 2006.
POWO. (2024). Plants of the World Online. Royal Botanic Gardens, Kew. http://www.plantsoftheworldonline.org/
QGIS Development Team. (2024). QGIS Geographic Information System (Version 3.x) [Computer software]. QGIS Association. https://www.qgis.org
Rouse, J. W., Haas, R. H., Schell, J. A., & Deering, D. W. (1974). Monitoring vegetation systems in the Great Plains with ERTS. In Third Earth Resources Technology Satellite-1 Symposium (Vol. 1, pp. 309–317). NASA SP-351. https://ntrs.nasa.gov/citations/19740022614
Sallay, Á., Tar, I. G., Mikházi, Z., Takács, K., Furlan, C., & Krippner, U., 2023, The role of urban cemeteries in ecosystem services and habitat protection. Plants, 12(6): 1269. https://doi.org/10.3390/plants12061269
Varricchione, M., Laura Carranza, M., D’Angeli, C., Carla de Francesco, M., Innangi, M., Santoianni, L. A., & Stanisci, A. (2024). Exploring the distribution pattern of native and alien forests and their woody species diversity in a small Mediterranean city. Plant Biosystems - An International Journal Dealing with All Aspects of Plant Biology, 158(6), 1335–1346. https://doi.org/10.1080/11263504.2024.2415613
Verkhovna Rada of Ukraine. (2025). Law of Ukraine "On the Improvement of Settlements" (Document 2807-IV). (in Ukrainian)
Верховна Рада України. Закон України «Про благоустрій населених пунктів» (документ 2807-IV, чинна редакція від 30.08.2025). URL: https://zakon.rada.gov.ua/laws/show/2807-15#Text
Wang, D., Xu, P., An, B. and Guo, Q. (2024) Urban Green Infrastructure: Bridging Biodiversity Conservation and Sustainable Urban Development through Adaptive Management Approach. Frontiers in Ecology and Evolution, 12, 1440477. https://doi.org/10.3389/fevo.2024.1440477
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