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Article

Climate Impact on the Seasonal and Interannual Variation in NDVI and GPP in Mongolia

by
Justinas Kilpys
1,*,
Egidijus Rimkus
1,
Oyunsanaa Byambasuren
2,3,
Jambajamts Lkhamjav
4 and
Tseren-Ochir Soyol-Erdene
2,5
1
Institute of Geosciences, Vilnius University, LT-03101 Vilnius, Lithuania
2
Department of Environmental and Forest Engineering, School of Engineering and Technology, National University of Mongolia, Ulaanbaatar 14201, Mongolia
3
Regional Central Asia Fire Management Resource Center, National University of Mongolia, Ulaanbaatar 14201, Mongolia
4
Department of Meteorology and Hydrology, School of Science and Art, National University of Mongolia, Ulaanbaatar 14201, Mongolia
5
Center for Environmental Technology and Development, National University of Mongolia, Ulaanbaatar 14201, Mongolia
*
Author to whom correspondence should be addressed.
Atmosphere 2025, 16(11), 1307; https://doi.org/10.3390/atmos16111307 (registering DOI)
Submission received: 13 October 2025 / Revised: 17 November 2025 / Accepted: 18 November 2025 / Published: 19 November 2025
(This article belongs to the Section Climatology)

Abstract

This study examined the influence of climate variability on vegetation dynamics in Mongolia from 2000 to 2024, using ERA5-Land reanalysis data together with the Normalized Difference Vegetation Index (NDVI) and Gross Primary Productivity (GPP) indicators. The results show a statistically significant mean annual air temperature increase of 0.94 °C, with the most pronounced warming occurring in March (>1.5 °C/10 years). Annual precipitation increased by 32 mm (~13%), mainly in the northern and eastern regions. At the same time, the maximum NDVI increased at a rate of 0.025 units/10 years, particularly in the north and east, while no change or slight decline was observed in the central steppes during May–June. During the study period, the average annual GPP increased by 38%, from 0.25 to 0.35 kgCm−2, with the highest gains observed in northern forests and eastern steppes. Correlation analysis revealed that NDVI is most sensitive to temperature in early spring (r = 0.31) and to precipitation in summer (r = 0.45–0.50). GPP primarily is driven by temperature in spring (r = 0.68) and by precipitation during summer (r = 0.30). The results of this study indicate that vegetation productivity in Mongolia is sensitive to seasonal climate variability, with temperature being the primary factor influencing spring growth and precipitation controlling summer growth.
Keywords: climate change; NDVI; GPP; temperature; precipitation; Mongolia; steppes climate change; NDVI; GPP; temperature; precipitation; Mongolia; steppes
Graphical Abstract

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MDPI and ACS Style

Kilpys, J.; Rimkus, E.; Byambasuren, O.; Lkhamjav, J.; Soyol-Erdene, T.-O. Climate Impact on the Seasonal and Interannual Variation in NDVI and GPP in Mongolia. Atmosphere 2025, 16, 1307. https://doi.org/10.3390/atmos16111307

AMA Style

Kilpys J, Rimkus E, Byambasuren O, Lkhamjav J, Soyol-Erdene T-O. Climate Impact on the Seasonal and Interannual Variation in NDVI and GPP in Mongolia. Atmosphere. 2025; 16(11):1307. https://doi.org/10.3390/atmos16111307

Chicago/Turabian Style

Kilpys, Justinas, Egidijus Rimkus, Oyunsanaa Byambasuren, Jambajamts Lkhamjav, and Tseren-Ochir Soyol-Erdene. 2025. "Climate Impact on the Seasonal and Interannual Variation in NDVI and GPP in Mongolia" Atmosphere 16, no. 11: 1307. https://doi.org/10.3390/atmos16111307

APA Style

Kilpys, J., Rimkus, E., Byambasuren, O., Lkhamjav, J., & Soyol-Erdene, T.-O. (2025). Climate Impact on the Seasonal and Interannual Variation in NDVI and GPP in Mongolia. Atmosphere, 16(11), 1307. https://doi.org/10.3390/atmos16111307

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