Abstract
The spatial distribution of permafrost and associated mean annual ground temperature (MAGT) and active layer thickness (ALT) are crucial data for hydrological studies. In this paper, we present the current state of knowledge on the spatial distribution of the permafrost properties of 29 river basins in Mongolia. The MAGT and ALT values are estimated by applying TTOP and Kudryavtsev methods. The main input of both methods is the spatially distributed surface temperature. We used the 8-day land surface temperature (LST) data from the day- and night-time Aqua and Terra images of the moderate resolution imaging spectroradiometer (MODIS). The gaps of the MODIS LST data were filled by spatial interpolation. Next, an LST model was developed based on 34 observational borehole data using a panel regression analysis (Baltagi, Econometric analysis of panel data, 3 edn, Wiley, New York, 2005). The model was applied for the whole country and covered the period from August 2012 to August 2013. The results show that the permafrost covers 26.3% of the country. The average MAGT and ALT for the permafrost region is − 1.6 °C and 3.1 m, respectively. The MAGT above -2 °C (warm permafrost) covers approximately 67% of the total permafrost area. The permafrost area and distribution in cold and warm permafrost varies highly over the country, in particular in regions where the river network is highly developed. High surface temperatures associated with climate change would result in changes of permafrost conditions, and, thus, would impact the surface water availability in these regions. The data on permafrost conditions presented in this paper can be used for further research on changes in the hydrological conditions of Mongolia.





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Baltagi BH (2005) Econometric analysis of panel data, 3rd edn. Wiley, New York
Etzelmuller B, Heggem ESF, Sharkhuu N, Frauenfelder R, Kaab A, Goulden C (2006) Mountain permafrost distribution modelling using a multi-criteria approach in the Hovsgol area, Northern Mongolia. Permafr Periglac Process 17:91–104. https://doi.org/10.1002/ppp554
Gonrachova OYu, Matyshak GV, Epstein HE, Sefilian AR, Bobrik AA (2019) Influence of snow cover on soil temperatures: Meso-and micro-scale topographic effects (a case study from the northern West Siberia discontinuous permafrost zone). CATENA. https://doi.org/10.1016/j.catena.2019.104224
Hachem S, Allard M, Duguay C (2009) Using the MODIS land surface temperature product for mapping permafrost: an application to northern Quebec and Labrador, Canada. Permafr Periglac Process. https://doi.org/10.1002/ppp672
Hall DK, Box JE, Casey KE, Hook JS, Shuman CA, Steffen K (2008) Comparison of satellite derived and mustrerin situ observations of ice and snow surface tempertaures over Greenland. Remote Sens Environ. https://doi.org/10.10106/j.re.2008.05.007
Huang R, Zhang Ch, Huang J, Zhu D, Wang L, Liu J (2015) Mapping of daily mean air tempertaure in agricultural regions using daytime and nighttime land surface temperatures derived from Terra and Aqua Modis data. Remote Sens 7:8728–8756. https://doi.org/10.3390/rs70708728
Iijima Yo, Ishikawa M, Ya Jambaljav (2012) Hydrological cycle in relation to permafrost environment in forest-grassland ecotone in Mongolia. J Japan Assoc Hydrol Sci 42(3):119 (Abstract in English)
Ishikawa M, Jambaljav Ya, Dashtseren A, Sharkhuu N, Davaa G, Yo I, Baatarbileg N, Yoshikawa K (2018) Thermal states, responsiveness and degredation of marginal permafrost in Mongolia. Permafr Periglac Process 29:271–282. https://doi.org/10.1002/ppp.1990
Jambaljav Ya et al (2013) Report on permafrost monitoring of Mongolia. Permafrost sector, Institute of Geography. Mongolian Academy of Sciences. No:201300095 (in Mongolian)
Jambaljav Ya, Gansukh Ya, Saruulzaya A, Sharkhuu, N (2017) Permafrost change in Mongolia. In: Nyamdavaa A, Avid B (eds) Environment of Mongolia, vol I. Admon Printing, Ulaanbaatar, pp 191–254 (in Mongolian)
Kynický J, Brtnický M, Vavříček D, Bartošová R, Majigsuren U (2009) Permafrost and climatic change in Mongolia. Sustainable Development and Bioclimate 1.vyd. Stara Lesna
Kudryavtsev VA (1974) Fundamentals in permafrost forecasting in geotechnical studies. University of Moscow, Moscow (in Russian)
Langer M, Westermann S, Heikenfeld M, Dorn W, Boike J (2013) Satellite-based modeling of permafrost temperatures in a tundra lowland landscape. Remote Sens Environ. https://doi.org/10.1016/j.rse.2013.03.11
Malamiri HR, Rousta I, Olafsson H, Zare H, Zhang H (2018) Atmosphere. https://doi.org/10.3390/atmos9090334
Metz M, Andreo V, Neteler M (2017) A newly fully gap-free time series of land surface tempertaure from MODIS LST data. Remote Sens 9(12):1333. https://doi.org/10.3390/rs9121333
Mustrer S, Langer M, Abnizova A, Young KL, Boike J (2015) Spatio-temporal sensitivity of MODIS land surface tempertuares anomalies indicates high potential for large scale land cover change detection in Arctic permafrost landscapes. Remote Sens Environ. https://doi.org/10.1016/j.rse.2015.06.017
Neteler M (2010) Estimating daily land surface temperatures in mountainous environments by reconstructed MODIS LST data. Remote Sens 2:333–351. https://doi.org/10.3390/rs1020333
Niu F, Yin G, Luo J, Lin Zh, Liu M (2018) Permafrost distribution along the Qinghai-Tibet enginerring corridor, China using High-resolution statistical mapping and modeling integrated with `remote sensing and GIS. Remote Sens 10(2):215. https://doi.org/10.3390/rs10020215
Pede T, Mountrakis G (2018) An empirical comparison of interpolation methods for MODIS 8-day land surface temperature composites across the conterminous United States. J Photogramm Remote Sens. https://doi.org/10.1016/j.isprsjprs.2018.06.003
Qi J, Niu Sh, Zhao Y, Liang M, Ding Y (2017) Response of vegetation growth to climatic factors in Shule river basin in Northwest China: A panel analysis. Sustainability 9(3):368. https://doi.org/10.3390/su9030368
Riseborough D, Nikolay S, Etzelmuller B, Gruver S, Marchneko S (2008) Recent advances in permafrost modeling. Permafr Periglac Process. 10.1002/ppp.615, p137-156
Romanovsky VE, Marchenko S (2009) The GIPL permafrost dynamics model. University of Alaska, Fairbanks
Romanovsky VE, Smith SL, Christiansen HH (2010) Permafrost thermal state in the polar Northern Hemisphere during the international polar year 2007–2009: a synthesis. Permafr Periglac Process. https://doi.org/10.1002/ppp.689
Runyan CW, D'Odorico P (2012) Ecohydrological feedbacks between permafrost and vegetation dynamics. Adv Water Resour. https://doi.org/10.1016/j.advwatres.2012.07.016
Sharkhuu N (2003) Recent changes in the permafrost of Mongolia. In: Proceeding of the 8th international conference on permafrost, pp 1029–1034
Sharkhuu N, Anarmaa Sh (2012) Effects of climate warming and vegetation cover on permafrost of Mongolia. In: Werger M, van Staalduinen M (eds) Eurasian Steppes. Ecological problems and livelihoods in a changing world. Plant and vegetation, vol 6. Springer, Dordrecht. https://doi.org/10.1007/978-94-007-3886-70_17
Shi K, Chen Y, Yu B, Xu T, Chen Z, Liu R, Li L, Wu J (2016) Modeling spatiotemporal CO2 (carbon dioxide) emission dynamics in China from DMSP-OLS nighttime stable light data using panel data analysis. Appl Energy 168(C):523–533. https://doi.org/10.1016/j.apenergy.2015.11.055
Smith MW, Riseborough DW (1996) Permafrost monitoring and detection of climate change. Permafr Periglac Process 7(4):301–309. https://doi.org/10.1002/(SICI)1099-1530(199610)7:4<301:AID-PPP231>3.0.CO;2-R
Smith SL, Romanovsky VE, Lewkowicz AG, Burn CR, Allard M, Clow GD, Yoshikawa K, Troop J (2010) Thermal state of permafrost in North America: a contribution to the international polar year. Permafr Pergilac Process. https://doi.org/10.1002/ppp.690
Tsogtbaatar J (2004) Deforestation and reforestation needs in Mongolia. For Ecol Manage. https://doi.org/10.1016/j.foreco.2004.06.011
Tumurbaatar D (2004) Seasonally frozen ground and permafrost in Mongolia. Urlakh Erdem Press, Ulaanbaatar
Wan Zh (2013) Collection-6 MODIS land surface temperature products users’ guide. ICESS, Santa Barbara, CA
Wang X, Chen R, Liu G, Han Ch, Yang Y, Song Y, Liu J, Liu Zh, Liu X, Guo Sh, Wang L, Zheng Q (2018) Responcse of low flows under climate warmng in high-altitude permafrost regions in wester China. Hydrol Process. https://doi.org/10.1002/hyp.13311
Wu Q, Zhang T, Liu Y (2010) Permafrost temperatures and thickness on the Qinghai-Tibet Plateau. Global Planet Change. https://doi.org/10.1016/j.gloplacha.2010.03.001
Wu P, Liang S, Wang XS, Feng Y, McKenzie M (2018a) Climate-induced hydrologic change in the source region of the Yellow river: a new assessment including varying permafrost. Hydrol Earth Syst Sci Discuss. https://doi.org/10.5194/hess-2017-744
Wu X, Nan Zh, Zhao Sh, Zhao L, Cheng G (2018b) Spatial modeling of permafrost distribution and properties on the Qinghai-Tibet Plateau. Permafr Peroglac Process. https://doi.org/10.1002/ppp.1971
Xu Y, Shen Y, Wu Z (2013) Spatial and temporal variations of land surface tempertaure over the Tibean Plateau based on harmonic analysis. Mt Res Dev 33(1):85–94. https://doi.org/10.1659/MRD-journal-d-12-00090.1
Yu D (2015) Exploring spatiotemporally varying regressed relationships: the geographically weighted panel regression analysis. In: International archives of the photogrammetry, remote sensing and spatial information sciences—ISPRS archives, vol 38, pp 134–139
Zhao L, Wu Q, Marchenko SS, Sharkhuu N (2010) Themal state permafrost and active layer in Central Asia during International polar year. Permafr Periglac Process 21:198–207. https://doi.org/10.1002/ppp.668
Zou D, Zhao L, Sheng Y, Chen J, Guojie Hu et al (2017) A new map of permafrost distribution on the Tibetan Plateau. Cryosphere 11(6):2527–2542. https://doi.org/10.5194/tc-11-2527-2017
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Zorigt, M., Myagmar, K., Orkhonselenge, A. et al. Modeling permafrost distribution over the river basins of Mongolia using remote sensing and analytical approaches. Environ Earth Sci 79, 308 (2020). https://doi.org/10.1007/s12665-020-09055-7
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DOI: https://doi.org/10.1007/s12665-020-09055-7

