Abstract
The recent droughts in Iran have contributed to declining runoff, diminishing lake water levels, and rising salt levels due to lower runoff. This study aims to quantify how the recent changes affected to investigate the trend of land surface albedo in Iran between 2000 and 2018. Accessing field data from the Iran is difficult, and thus the common understanding of climate change in the region is strongly based on satellite data. We use remotely sensed data of land surface albedo, land surface temperature (LST), number of snow-covered days (SCDs), normalized difference vegetation index (NDVI), and the land cover type, obtained from Moderate Resolution Imaging Spectroradiometer (MODIS). The results show decreasing trends in albedo and SCDs by − 0.02 and − 0.52, respectively, and upward trends in the LST and NDVI data by 0.07 °C and 0.009, respectively. Due to the recent drought condition in Iran, SCDs decreased significantly, which might explain the reason behind the albedo decreases in winter time in Iran.
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Data availability
Data of visible black-sky albedo (VBSA) was collected from the MODIS website: (1) https://lpdaac.usgs.gov/product_search; (2) https://search.earthdata.nasa.gov/. The data used in this study can be downloaded from the above website.
Code availability
In this paper, custom code in MATLAB software has been used.
References
Adab H, Amirahmadi A, Atabati A (2014) Relating vegetation cover with land surface temperature and surface albedo in warm period of year using MODIS imagery in north of Iran. Phys Geogr Res Q 46:419–434. https://doi.org/10.22059/jphgr.2014.52994
Akhavan Qalibaf M, Alipour H, Guliev E, Kurnova M, Mokhtari M (2019) The investigation of land cover area change using MODIS images. J Hydrogeomorphol 5:97–113
Alaei Taleghani M (2003) Geomorphology of Iran, Tehran, Gomes Press :5–17
Alba E, Pereira RS, Marchesan J, Silva EA, de Batista F, Kazama V, Schuh M, Spiazzi JA (2018) Albedo Trend Analyses in Atlantic Forest Biome Areas. J Agric Sci 10:298–307. https://doi.org/10.5539/jas.v10n10p298
Alibakhshi S, Hovi A, Rautiainen M (2019) Temporal dynamics of albedo and climate in the sparse forests of Zagros. Sci Total Environ 663:596–609
Alibakhshi S (2020) Remotely sensed monitoring of land surface albedo and ecosystem dynamics. ISBN: 978-952-64-0130-0, Pages: 77 + app. 141. Series: Aalto University publication series DOCTORAL DISSERTATIONS, 183/2020
Arkian F, Karimkhani M, Taheri HR (2014) Variability and trends in the duration and depth of snow cover in Iran in thirty years. J Earth Sci Clim Chang 5:1
Azarafza M, Mokhtari MH (2013) Evaluation of drought effect on Urmia Lake salinity changes using remote sensing techniques. Sci Res J Arid Biome 3:1–14
Azizi G, Rahimi M, Mohammadi H, Khoshakhlagh F (2017) Spatio-temporal variations of snow cover in the southern slope of central Alborz. Phys Geogr Res Q 49:381–393. https://doi.org/10.22059/jphgr.2017.217393.1006943
Betts RA (2000) offset of the potential carbon sink from boreal forestation by decreases in surface albedo. Nature 408:187–190. https://doi.org/10.1038/35041545
Bounoua CGJ, Los SO, Sellers PJ, Dazlich DA, Tucker CJ, Randall DA (2000) Sensitivity of climate to changes in NDVI. J Clim 13:2277–2292. https://doi.org/10.1175/1520-0442(2000)013%3C2277:SOCTCI%3E2.0.CO;2
Charney JG (1975) Dynamics of deserts and drought in the Sahel. Q J R Meteorol Soc 101:193–202
Chrysoulakis N, Mitraka Z, Gorelick N (2019) Exploiting satellite observations for global surface albedo trends monitoring. Theoret Appl Climatol 137:1171–1179
Craft KM, Horel JD (2019) Variations in surface albedo arising from flooding and desiccation cycles on the Bonneville Salt Flats, Utah. J Appl Meteorol Climatol 58(4):773–785
Ebrahime H, Ghani A, Malakoti H (2012) Trend of snow cover detection using satellite data from MODIS over snow-rich areas in Iran. Nivar 36:3–10
Emami N (2017) Thermodynamic analysis of temporal changes in salt concentration in saline lakes Master Thesis University of Sharif Supervisor: Dr. Massoud Tajrishi
Evans JP, Meng X, McCabe MF (2017) Land surface albedo and vegetation feedbacks enhanced the millennium drought in south-east Australia. Hydrol Earth Syst Sci 21(1):409–422
Fassnacht SR, Cherry ML, Venable NBH, Saavedra F (2016) Snow and albedo climate change impacts across the United States Northern Great Plains. Cryosphere 10:329–339. https://doi.org/10.5194/tc-10-329-2016
Fathi M, Madadi A, Beheshti E, Sarmasty N (2015) Assessment of Urmia lake water level fluctuations and increase in salt areas in the north west Iran. Phys Geogr Res Q 47:271–285. https://doi.org/10.22059/jphgr.2015.54463
Fattahi E, moghimi S, (2019) Investigation of snow cover changes affected by climate change In North West of Iran. Res Geogr Sci 19:47–63
Govaerts Y, Lattanzio A (2008) Estimation of surface albedo increase during the eighties Sahel drought from Meteosat observations, Global Planet. Change 64:139–145. https://doi.org/10.1016/j.gloplacha.2008.04.004
Hadian F, Jafari R, Bashari H, Ramezani N (2013) Investigating the effects of Hanna Dam construction on long-term land use/cover changes. IJAE 2:101–114
He T, Liang S, Song DX (2014a) Analysis of global land surface albedo climatology and spatial-temporal variation during 1981–2010 from multiple satellite products. J Geophys Res: Atmos 119:10281–10298
He T, Liang S, Wang D, Shi Q, Tao X (2014b) Estimation of high-resolution land surface shortwave albedo from AVIRIS data. IEEE J Sel Top Appl Earth Obser Remote Sens 7:4919–4928
Hu Y, Hou M, Zhao C, Zhen X, Yao L, Xu Y (2019) Human-induced changes of surface albedo in Northern China from 1992-. Int J Appl Earth Obs Geoinf 79:184–191. https://doi.org/10.1016/j.jag.2019.03.018
Hulme M, Osborn TJ, Johns TC (1998) Precipitation sensitivity to global warming: comparison of observations with HadCM2 simulations. Geophys Res Lett 25:3379–3382
Ilkhani E, Atai M, Khalokakaei R (2015) Environmental impact assessment in open pit mines, case study: the Sangan Iron Ore Mine in Khaf. Iran J Min Eng 33:81–93
Kamali M, YouneszadehJalili S (2016) Investigation of land use changes in Urmia Lake catchment area using satellite images, technical report, planning and integration of Urmia Lake Rehabilitation Center. Sharif University of Technology (RSRC), Remote sensing Research center
Karbalaee AR, Hedjazizadeh Z, Masoodian SA (2021) Spatiotemporal variations of albedo using MODIS and PCA analysis in Iran. Theor Appl Climatol 1–6
Kefayat Motlagh OR, Khosravi M, Masoodian S, Keykhosravi Kiani M, Hamidianpour M (2020) Analysis of long-term mean of red band albedo in Iran. Phys Geog Res Q 52(1):85–94. https://doi.org/10.22059/jphgr.2020.284888.1007413
Keikhosrvai Kiany M, Masoodian SA, Balling RC Jr (2021) Climatology and variability of the start, end, and length of the frost-free season across Iran. Climate Res 84:59–73
Keikhosrvai Kiany M, Masoodian SA (2017) Identification of snow reservoirs in Iran. Phys Geogr Res Q 49(3):395–408. https://doi.org/10.22059/jphgr.2017.212604.1006908
Kendall MG (1975) Rank correlation measures. Charles Griffin, London
Khosravi M, Tavousi T, Raeespour K, Omidi Ghaleh Mohammadi M (2017) A survey on snow cover variation in Mount Zardkooh-Bakhtyare using remote sensing (R.S). Hydrogeomorphology 4(12):25–44
Lak R, Darvishi khatooni J (2016) Depositional environments and brine composition of Urmia Lake: implications on appropriate solution to restoration. Journal of Natural Environment 69:835–851. https://doi.org/10.22059/jne.2016.61884
Li Q, Ma M, Wu X, Yang H (2018) Snow cover and vegetation-induced decrease in global albedo from 2002 to 2016. J Geophy Res: Atmos 123(1):124–138
Malian A, Mohammadi A, Alimohammadi A, Valiallahi J (2017) Surrounding environment change during the past 60 years by means of remote sensing. Geobased Analyses 3:43–62
Mann HB (1945) Nonparametric tests against trend. Econometrica: J Econ Soc: 245–259
Masoodian SA, Soltani Akmal F (2018) Albedo climatology in Iran using CRD data Master Thesis Department of Natural Geography University of Isfahan Isfahan Iran
Mohammadi Ahmadmahmoudi P, Khoorani A (2019) Snow Cover Changes of Zagros Range in 2001–2016 Using Daily Data of MODIS. J Earth Space Phys 45:355–371. https://doi.org/10.22059/jesphys.2019.256133.1006997
Mohtadi M (2017) The effect of land use and climate change on land degradation in Miandoab plain. Master Thesis of Urmia University, Urmia, Iran
Omidi Ghaleh Mohammadi M (2014a) An investigation of changes in snow cover levels in Zardkooh Bakhtiari heights using remote sensing. Master Thesis of Sistan and Baluchestan University. Sistan and Baluchestan, Iran.
Omidi Ghaleh Mohammadi S (2014b) Analysis of changes in snow cover levels at Dena heights using remote sensing. Master Thesis of Yazd University, Yazd, Iran
Partal T, Kahya E (2006) Trend analysis in Turkish precipitation data. Hydrol Process: Int J 20:2011–2026
Riggs GA, Hall DK, Salomonson VV (2006) MODIS Snow Products User Guide Collection 5. http://modis-snow-ice.gsfc.nasa.gov/sugkc2.html
Sabziparvar AA, Ghahfarokhi SMM, Khorasani HT (2020) Long-term changes of surface albedo and vegetation indices in north of Iran. Arab J Geosci 13:117
Samiei M, Ghazavi R, Pakparvar M, Vali AA (2017) The effect of climate change on Maharlo lake level change using satellite image processing. J RS GIS Natural Resour 1:1–18
Soleimani K, Darvishi S, Shokrian F, Rashidpour M (2019) Monitoring temporal-spatial changes of snow cover using MODIS images (Case study: Kurdistan province). Iran Remote Sensing and GIS 10:77–104
Van De Kerchove R, Lhermitte S, Veraverbeke S, Goossens R (2013) Spatio-temporal variability in remotely sensed land surface temperature, and its relationship with physiographic variables in the Russian Altay Mountains. Int J Appl Earth Obs Geoinf 20:4–19
Wan Z (2008) new refinements and validation of the MODIS land-surface temperature/emissivity products. Remote Sens Environ 112(1):59–74
Wan Z, Zhang Y, Zhang Q, Li ZL (2002) Validation of the land-surface temperature products retrieved from Terra Moderate Resolution Imaging Spectroradiometer data. Remote Sens Environ 83(1–2):163–180
World meteorological organization (Geneva) (1996) Guide to meteorological instruments and methods of observation Secretariat of the World Meteorological Organization
Youneszadeh Jalili S, Kamali M, Daneshkar Arasteh P (2017) Analytical Study of Land Use Changes (Irrigated Agriculture) in the Watershed of Lake Urmia using Landsat Imagery. JWSS. 20: 15–28 URL: http://jstnar.iut.ac.ir/article-1-3432-fa.html.
Zhang X, Liang S, Wang K, Li L, Gui S (2010) Analysis of global land surface shortwave broadband albedo from multiple data sources. IEEE J Sel Top Appl Earth Obs Remote Sens 3(3):296–305
Zhang M, Huang X, Chuai X, Yang H, Lai L, Tan J (2015) Impact of land use type conversion on carbon storage in terrestrial ecosystems of China: A spatial-temporal perspective. Sci Rep 5:10233. https://doi.org/10.1038/srep10233
Zhou L, Dickinson RE, Tian Y, Zeng X, Dai Y, Yang ZL, Schaaf CB, Gao F, Jin Y, Strahler A, Myneni RB, Yu H, Wu W, Shaikh M (2003) Comparison of seasonal and spatial variations of albedos from Moderate-Resolution Imaging Spectroradiometer (MODIS) and Common Land Model J Geophys Res Atmos 108 https://doi.org/10.1029/2002jd003326
Acknowledgements
The authors thank the Iran National Science Foundation (INSF) for the support of this article (n. 98024996). We also thank the MODIS albedo science team and the Land Processes Distributed Active Archive Center (LP DAAC) for providing the MCD43A3v006 albedo data.
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All authors contributed to the study conception and design. Material preparation, data collection and analysis were performed by Ali Reza Karbalaee, Zahra Hedjazizadeh, Seyed Abolfazl Masoodian, and Mohammad Sadegh Keikhosravi-Kiany. The first draft of the manuscript was written by Ali Reza Karbalaee. And all authors commented on previous versions of the manuscript. All authors read and approved the final manuscript.
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Karbalaee, A.R., Hedjazizadeh, Z., Masoodian, S.A. et al. Investigating the land surface albedo trend in Iran using remote sensing data. Theor Appl Climatol 150, 389–403 (2022). https://doi.org/10.1007/s00704-022-04171-9
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DOI: https://doi.org/10.1007/s00704-022-04171-9