Sovremennye problemy distantsionnogo zondirovaniya Zemli iz kosmosa, 2024, Vol. 21, No. 2, pp. 156-165
Evaluation of the effect of climatic variables on the dynamics of vegetation cover in Khakassia
1 Khakassian State University, Abakan, Russia
2 Sukachev Institute of Forest SB RAS, Krasnoyarsk, Russia
3 Siberian Federal University, Krasnoyarsk, Russia
Accepted: 07.03.2024
DOI: 10.21046/2070-7401-2024-21-2-156-165
In Southern Siberia, there is a mixed response of vegetation cover to climate change in the 21st century. In this work, a GIS analysis of the dependence of the dynamics of vegetation cover of Khakassia on climatic factors was carried out based on time series of the Normalized Difference Vegetation Index (NDVI; MODIS (Moderate Resolution Imaging Spectroradiometer) MOD13Q1). The influence of various climatic factors was assessed based on pixel-by-pixel estimations of multiple linear and hierarchical regressions. As a result of the calculations, maps of the coefficients of the variables for the best multiple regression equations and coefficients of determination were created, and the contribution of the analyzed climatic variables to the explained variance of the NDVI variation was assessed. In general, significant multiple linear regression equations (p < 0.05) of the NDVI dynamics (2000–2021) dependence on climate variables were observed for 53 % of the territory of Khakassia. The highest fraction of explained variance corresponded to summer precipitation (median value is 23.0 %), moisture (23.7 %), and soil temperature (22.0 %), as well as summer winds (22.8 %) and spring soil temperatures (22.7 %). The response of the vegetation cover was heterogeneous; in the forest-steppe and steppe zones, the amount of precipitation and soil moisture positively influenced the vegetation cover, and in the mountain-taiga zones, the air temperature had a positive effect. Winds and dry air had a negative impact.
Keywords: southern Siberia, Khakassia, vegetation cover, NDVI, climate, multiple regressions
Full textReferences:
- Bashalkhanova L. B., Bufal V. V., Rusanov V. I., Klimaticheskie usloviya osvoeniya kotlovin Yuzhnoi Sibiri (Climatic Conditions for the Development of the Basins of Southern Siberia), Novosibirsk: Nauka, 1989, 160 p. (in Russian).
- Demina A. V., Zhirnova D. F., Belokopytova L. V. et al., Detailing the climatic response of wood anatomical traits and xylogenesis phenology of Scots pine in the forest-steppes of southern Siberia, J. Siberian Federal University. Biology, 2022, Vol. 15(2), pp. 183–201 (in Russian), DOI: 10.17516/1997-1389-0382.
- Zhukova E. Yu., Belousova E. A., Musihina M. O., Sysoeva Yu. V., Characteristics of agrocenoses of Koybalskaya steppe of the Republic of Khakassia, Vestnik Khakasskogo gosudarstvennogo universiteta imeni N. F. Katanova, 2012, No. 2, pp. 9–11.
- Konovalova A. E., Konovalova M. E., Pimenov A. V., Specifics of growth by diameter of red male cones and yellow male cones forms of Scots pine, Siberian J. Forest Science, 2020, No. 3, pp. 63–72 (in Russian), DOI: 10.15372/SJFS20200306.
- Krivets S. A., Kerchev I. A., Bisirova E. M., Demidko D. A., Pet’ko V. M., Baranchikov Yu. N., Distribution of the four-eyed fir bark beetle Polygraphus proximus Blandf, Izvestiya Sankt-Peterburgskoi lesotekhnicheskoi akademii, 2015, No. 211, pp. 33–45 (in Russian).
- Kurbatsky V. I., Kuznetsov A. A., Influence of the technogenic factor on the vegetation covering of a mountain-wood zone of Republic Khakassia, Bull. Tomsk State University, Biology, 2011, Vol. 2(14), pp. 132–140 (in Russian).
- Kut’kina N. V., Restoration of long-fallow in the steppe catena of Khakassia, Nauchnaya zhizn’, 2019, Vol. 14, No. 10(98), pp. 1584–1596 (in Russian), DOI: 10.35679/1991-9476-2019-14-10-1584-1596.
- Makunina A. A., Fizicheskaya geografiya SSSR (Physical geography of the USSR), Moscow: Moscow Publ. House, 1985, 296 p. (in Russian).
- Martynova M. A., Progressive, normal and digressional secondary successions of foreign lands in the borders of systems of useful protective forest stripes of the Republic of Khakasia, Vestnik Kazanskogo gosudarstvennogo agrarnogo universiteta, 2019, No. 14, pp. 31–36 (in Russian), DOI: 10.12737/2073-0462-2020-31-36.
- Polyakova M. A., Ermakov N. B., The study of steppe vegetation spatial structure in Khakassia using satellite images of different resolution, Ekosistemy, 2019, No. 18(48), pp. 3–13 (in Russian).
- Shevyrnogov A. P., Botvich I. Yu., Kononova N. A. et al., Remote ground-based and satellite monitoring of vegetation, Herald of the Russian Academy of Sciences, 2018, Vol. 88, No. 11, pp. 1011–1017 (in Russian), DOI: 10.31857/S086958730002334-5.
- Shurkina A. I., Zorkina T. M., Shevyrnogov A. P., Study of the modern vegetation cover of the Republic of Khakassia based on the integration of satellite and ground data, Bull. KrasGAU, 2007, No. 5, pp. 65–70 (in Russian).
- Akaike H., A new look at the statistical model identification, IEEE Trans. Automatic Control, 1974, Vol. 19, No. 6, pp. 716–723, DOI: 10.1109/TAC.1974.1100705.
- Babushkina E. A., Belokopytova L. V., Zhirnova D. F. et al., Climatically driven yield variability of major crops in Khakassia (South Siberia), Intern. J. Biometeorology, 2018, Vol. 62, Article 201862, pp. 939–948, DOI: 10.1007/s00484-017-1496-9.
- Beguería S., Vicente-Serrano S. M., Reig F. et al., Standardized precipitation evapotranspiration index (SPEI) revisited: parameter fitting, evapotranspiration models, tools, datasets and drought monitoring, Intern. J. Climate, 2014, Vol. 34, Issue 10, pp. 3001–3023, DOI: 10.1002/joc.3887.
- Berner L. T., Goetz S. J., Satellite observations document trends consistent with a boreal forest biome shift, Global Change Biology, 2022, Vol. 28(10), pp. 3275–3292, DOI: 10.1111/gcb.16121.
- Botvich I. Yu., Zorkina T. M., The Restoration Dynamics of Fallow Vegetation in the Steppe Zone of the Khakassia Republic Based on Terrain and Satellite Data, Complex Systems Biophysics, 2019, Vol. 64, pp. 309–315, DOI: 10.1134/S0006350919020039.
- Carlson T. N., Ripley D. A., On the relation between NDVI, fractional vegetation cover, and leaf area index, Remote Sensing of Environment, 1997, Vol. 62(3), pp. 241–252, DOI: 10.1016/S0034-4257(97)00104-1.
- Ichii K., Kawabata A., Yamaguchi Y., Global correlation analysis for NDVI and climatic variables and NDVI trends: 1982–1990, Intern. J. Remote Sensing, 2002, Vol. 23(18), pp. 3873–3878, DOI: 10.1080/01431160110119416.
- Im S., Spatial analysis of vegetation cover response to climate trends in Khakassia (South Siberia), J. Mountain Science, 2023, Vol. 20, pp. 2869–2884, DOI: 10.1007/s11629-023-8096-4.
- Kharuk V. I., Im S. T., Petrov I. A. (2021a), Alpine ecotone in the Siberian Mountains: vegetation response to warming, J. Mountain Sciences, 2021, Vol. 18, pp. 3099–3108, DOI: 10.1007/s11629-021-6876-2.
- Kharuk V. I., Im S. T., Petrov I. A. et al. (2021b), Climate-driven conifer mortality in Siberia, Global Ecology and Biogeography, 2021, Vol. 30, Issue 2, pp. 543–556, DOI: 10.1111/geb.13243.
- Kharuk V. I., Petrov I. A., Im S. T. et al., Tree clusters migration into alpine tundra, Siberia, J. Mountain Science, 2022, Vol. 19(12), pp. 3426–3440, DOI: 10.1007/s11629-022-7555-7.
- Ponomarev E. I., Shvetsov E. G., Kharuk V. I., Fires in the Altai-Sayan region: Landscape and ecological confinement, Izvesita, Atmospheric and Oceanic Physics, 2015, No. 52(7), pp. 725–736, DOI: 10.1134/S0001433816070069.
- Semenov Y. M., Lysanova G. I., The Landscape Map of Khakassia, Bull. Irkutsk State University, 2016, Vol. 18, pp. 128–139, https://izvestiageo.isu.ru/en/journal?id=23.
- Shi S., Wang P., Zhang Y. et al., Cumulative and time-lag effects of the main climate factors on natural vegetation across Siberia, Ecological Indicators, 2021, Vol. 133, Article 108446, DOI: 10.1038/s41558-019-0688-1.
- Shvetsov E. G., Golyukov A. S., Kharuk V. I., Long-term dynamics of forest fires in Southern Siberia, Contemporary Problems of Ecology, 2023, Vol. 16, pp. 205–216, DOI: 10.1134/S1995425523020154.