Skip to main content

Advertisement

Log in

The paleoclimatic environment reconstruction of Lop Nur in NW China in UAV spectroscopy

  • Published:
Journal of Oceanology and Limnology Aims and scope Submit manuscript

Abstract

The change in the ecological environment in the arid core area is a critical issue in the context of global warming. To study the paleoclimate evolution, precise identification of minerals deposited in Asia’s arid hinterland, Lop Nur Salt Lake, NW China was conducted. The hyperspectral data of the salt crust was sampled to identify the species and content of sedimentary minerals, and the multispectral photos were used to reconstruct the salt crust morphology using the unmanned aerial vehicles platform. The SUnSAL (sparse unmixing by variable splitting and augmented Lagrangian) method was employed to inverse the sedimentary mineral components along the shoreline. The heterogeneity of salt and clay minerals in bright and dark ear-shaped strips was evaluated. The paleoclimatic environment associated with salt lake extinction was reconstructed by analyzing paleoclimate records of sediments, spectral reflectance and morphology of the salt crust. Results show that: (1) the variations in the micro-geomorphology of the salt crust are obviously the reason for the formation of bright and dark ear-shaped strips and the differences in the species and relative content of the sedimentary minerals are the microscopic reason. The high ratio of sedimentary salt minerals to clay minerals (RS/C) contributes to the high reflectivity, and the salt crust presents a bright texture. The low RS/C results in the low reflectivity, salt crust presents a dark texture; (2) the bright and dark ear-shaped strips represent warm-arid and cold-humid climates. The shape of the Lop Nur Lake shoreline evolved due to alternating warm-dry and cold-humid paleoclimate changes.

This is a preview of subscription content, log in via an institution to check access.

Access this article

Price excludes VAT (USA)
Tax calculation will be finalised during checkout.

Instant access to the full article PDF.

Similar content being viewed by others

Data Availability Statement

The data that support the findings of this study are available from the corresponding author upon reasonable request.

References

  • Altaner S P, Ylagan R F. 1997. Comparison of structural models of mixed-layer illite/smectite and reaction mechanisms of smectite illitization. Clays & Clay Minerals, 45(4): 517–533.

    Google Scholar 

  • Azareh A, Sardooi E R, Gholami H et al. 2021. Detection and prediction of lake degradation using landscape metrics and remote sensing dataset. Environmental Science and Pollution Research, 28(21): 27283–27298, https://doi.org/10.1007/S11356-021-12522-8.

    Google Scholar 

  • Benison K C, Goldstein R H. 2001. Evaporites and siliciclastics of the Permian Nippewalla Group of Kansas, USA: a case for non-marine deposition in saline lakes and saline pans. Sedimentology, 48(1): 165–188, https://doi.org/10.1046/j.1365-3091.2001.00362.x.

    Google Scholar 

  • Bioucas-Dias J M, Figueiredo M A T. 2010. Alternating direction algorithms for constrained sparse regression: application to hyperspectral unmixing. In: 2010 2nd Workshop on Hyperspectral Image and Signal Processing: Evolution in Remote Sensing. IEEE, Reykjavik, Iceland. p.1–4.

    Google Scholar 

  • Bischoff J L, Cummins K. 2001. Wisconsin glaciation of the Sierra Nevada (79, 000–15, 000 yrB. P.) as recorded by rock flour in sediments of Owens Lake, California. Quaternary Research, 55(1): 14–24.

    Google Scholar 

  • Braitsch O. 1971. Salt Deposits Their Origin and Composition. Springer-Verlag, Berlin, Heidelberg. p.77–79.

    Google Scholar 

  • Cai A M, Shao Y, Gong H Z et al. 2011. Analysis of Lop Nur “ear” features in remote sensing image and its environmental meaning. Spectroscopy and Spectral Analysis, 31(6): 1633–1638. (in Chinese with English abstract)

    Google Scholar 

  • Crowley J K. 1993. Mapping playa evaporite minerals with AVIRIS data: a first report from Death Valley, California. Remote Sensing of Environment, 44(2–3): 337–356.

    Google Scholar 

  • Chipman J W. 2019. A multisensor approach to satellite monitoring of trends in lake area, water level, and volume. Remote Sensing, 11(2): 158, https://doi.org/10.3390/rs11020158.

    Google Scholar 

  • Eckstein J, Bertsekas D P. 1992. On the Douglas-Rachford splitting method and the proximal point algorithm for maximal monotone operators. Mathematical Programming, 55(1–3): 293–318.

    Google Scholar 

  • Ehrmann W U, Melles M, Kuhn G et al. 1992. Significance of clay mineral assemblages in the Antarctic Ocean. Marine Geology, 107(4): 249–273.

    Google Scholar 

  • Ekercin S, Örmeci C. 2010. Evaluating climate change effects on water and salt resources in Salt Lake, Turkey using multitemporal SPOT imagery. Environmental Monitoring & Assessment, 163(1–4): 361–368.

    Google Scholar 

  • Fagel N, Debrabant P, André L. 1994. Clay supplies in the Central Indian Basin since the Late Miocene: climatic or tectonic control? Marine Geology, 122(1–2): 151–172.

    Google Scholar 

  • Fasnacht L, Vogt M L, Renard P et al. 2019. A 2D hyperspectral library of mineral reflectance, from 900 to 2500 nm. Scientific Data, 6(1): 268.

    Google Scholar 

  • Gabay D, Mercier B. 1976. A dual algorithm for the solution of nonlinear variational problems via finite element approximation. Computers & Mathematics with Applications, 2(1): 17–40.

    Google Scholar 

  • Gao Z H. 2013. Analyzing the “ear” feature of Lop Nur using Pol-SAR data. Acta Geodaetica et Cartographica Sinica, 42(1): 154. (in Chinese with English abstract)

    Google Scholar 

  • Glowinski R, Marroco A. 1975. Sur l’approximation, par éléments finis d’ordre un, et la résolution, par pénalisation-dualité d’une classe de problèmes de Dirichlet non linéaires. ESAIM: Mathematical Modelling and Numerical Analysis-Modélisation Mathématique et Analyse Numérique, 9(R2): 41–76.

    Google Scholar 

  • Gong H Z, Shao Y, Wang G J et al. 2013. Polarimetric and scattering properties of subsurface saline lacustrine deposits in Lop Nur Lake Basin, China using synthetic aperture radar data. Chinese Journal of Geophysics, 56(2): 431–440. (in Chinese with English abstract)

    Google Scholar 

  • Han W T, Gu S Q, Cai K Q. 1982. On the formative conditions of polyhalite in the six-component system K+, Na+, Mg2+, Ca2+/Cl, SO 2−4 , H2O. Chinese Science Bulletin, (12): 1319–1324.

  • Heinz D C, Chang C I. 2001. Fully constrained least squares linear spectral mixture analysis method for material quantification in hyperspectral imagery. IEEE Transactions on Geoscience and Remote Sensing, 39(3): 529–545.

    Google Scholar 

  • Honty M, Uhlík P, Šucha V et al. 2004. Smectite-to-illite alteration in salt-bearing bentonites (the east Slovak Basin). Clays & Clay Minerals, 52(5): 533–551.

    Google Scholar 

  • Hu D S, Zhang H J, Xu B et al. 2007. The quaternary sedimentary sequence and potassium deposit in the Luobu Lake, China. Oceanologia et Limnologia Sinica, 38(3): 279–288. (in Chinese with English abstract)

    Google Scholar 

  • Hu Z K, Tan D B, Wen X F et al. 2021. Investigation of dynamic lake changes in Zhuonai Lake-Salt Lake Basin, Hoh Xil, using remote sensing images in response to climate change (1989–2018). Journal of Water and Climate Change, 12(6): 2199–2216.

    Google Scholar 

  • Iordache M D, Tits L, Bioucas-Dias J M et al. 2014. A dynamic unmixing framework for plant production system monitoring. IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, 7(6): 2016–2034.

    Google Scholar 

  • Jiang W T, Peacor D R. 1994. Formation of corrensite, chlorite and chlorite-mica stacks by replacement of detrital biotite in low-grade pelitic rocks. Journal of Metamorphic Geology, 12(6): 867–884.

    Google Scholar 

  • Jin Z D. 2011. Composition, origin and environmental interpretation of minerals in lake sediments and recent progress. Journal of Earth Sciences and Environment, 33(1): 34–44, 77. (in Chinese with English abstract)

    Google Scholar 

  • Kong D Y, Li B G, Ma L C et al. 2016. Seasonal change of water absorption capability and moisture content of the top salt-crust in Lop Nur Dry Lake. Acta Geoscientica Sinica, 37(2): 185–192. (in Chinese with English abstract)

    Google Scholar 

  • Kumar U, Milesi C, Nemani R R et al. 2015. Sparse unmixing via variable splitting and augmented Lagrangian for vegetation and urban area classification using Landsat data. The International Archives of the Photogrammetry, Remote Sensing and Spatial Information Sciences, XL-7/W4: 59–65.

    Google Scholar 

  • Lagacherie P, Baret F, Feret J B et al. 2008. Estimation of soil clay and calcium carbonate using laboratory, field and airborne hyperspectral measurements. Remote Sensing of Environment, 112(3): 825–835.

    Google Scholar 

  • Lan J H, Zou J L, Hao Y S et al. 2018. Research progress on unmixing of hyperspectral remote sensing imagery. Journal of Remote Sensing, 22(1): 13–27.

    Google Scholar 

  • Li M H, Fang X M, Galy A et al. 2020. Hydrated sulfate minerals (bloedite and polyhalite): formation and paleoenvironmental implications. Carbonates and Evaporites, 35(4): 126, https://doi.org/10.1007/s13146-020-00660-y.

    Google Scholar 

  • Ma L C, Li B G, Jiang P A et al. 2007. The correlation between the electromagnetic induction measurements and pixel values associated with the “Great Ear” rings in Lop Nur. Chinese Journal of Geophysics, 50(2): 651–654. (in Chinese with English abstract)

    Google Scholar 

  • Ma L C, Li B G, Jiang P A et al. 2011. Sedimentary features, origin and paleoenvironmental significance of “Great Ear” salt pans in the Lop Nor Playa. Acta Sedimentologica Sinica, 29(1): 125–133. (in Chinese with English abstract)

    Google Scholar 

  • Mader D, Blaskow R, Westfeld P et al. 2015. UAV-based acquisition of 3D point cloud-A comparison of a low-cost laser scanner and SFM-TOOLS. The International Archives of the Photogrammetry, Remote Sensing and Spatial Information Sciences, XL-3/W3: 335–341.

    Google Scholar 

  • Masson T, Mura M D, Dumont M et al. 2017. Using time series to improve endmembers estimation on multispectral images for snow monitoring. In: 2017 IEEE International Geoscience and Remote Sensing Symposium (IGARSS). IEEE, Fort Worth, TX, USA. p.233–236.

    Google Scholar 

  • McLaren S, Wallace M W, Reynolds T. 2012. The late Pleistocene evolution of palaeo Megalake Bungunnia, southeastern Australia: a sedimentary record of fluctuating lake dynamics, climate change and the formation of the modern Murray River. Palaeogeography, Palaeoclimatology, Palaeoecology, 317–318: 114–127, https://doi.org/10.1016/j.palaeo.2011.12.020.

    Google Scholar 

  • Nanis H, Aly M H. 2020. Desegregation of remote sensing and GIS to characterize fluctuations in the surface water area of Afar Lakes, Ethiopia. Geocarto International, 35(9): 976–990, https://doi.org/10.1080/10106049.2018.1559884.

    Google Scholar 

  • Nascimento J M P, Bioucas-Dias J M, Alves J M R et al. 2014. Parallel hyperspectral unmixing on GPUs. IEEE Geoscience and Remote Sensing Letters, 11(3): 666–670.

    Google Scholar 

  • Omrani M, Shahbazi F, Feizizadeh B et al. 2021. Application of remote sensing indices to digital soil salt composition and ionic strength mapping in the east shore of Urmia Lake, Iran. Remote Sensing Applications: Society and Environment, 22: 100498. Plaza A, Martinez P, Perez R et al. 2002. Spatial/spectral endmember extraction by multidimensional morphological operations. IEEE Transactions on Geoscience and Remote Sensing, 40(9): 2025–2041.

    Google Scholar 

  • Qin X G, Liu J Q, Jia H J et al. 2012. New evidence of agricultural activity and environmental change associated with the ancient Loulan Kingdom, China, around 1500 years ago. The Holocene, 22(1): 53–61.

    Google Scholar 

  • Qin Y S. 1987. Geology of the East China Sea. Science Press, Beijing, China. (in Chinese with English abstract)

    Google Scholar 

  • Ren L F, Chen Y J. 1984. On the division of diagenesis stages according to the transformation of clay minerals. Oil & Gas Geology, 5(4): 325–334. (in Chinese with English abstract)

    Google Scholar 

  • Rokni K, Ahmad A, Selamat A et al. 2014. Water feature extraction and change detection using multitemporal Landsat imagery. Remote Sensing, 6(5): 4173–4189.

    Google Scholar 

  • Shao Y, Gong H Z. 2011. Primary interpretation on shorelines of vanished Lop Nur Lake using multi-source SAR data. Journal of Remote Sensing, 15(3): 645–650.

    Google Scholar 

  • Shao Y, Gong H Z, Elachi C et al. 2022. The lake-level changes of Lop Nur over the past 2000 years and its linkage to the decline of the ancient Loulan Kingdom. Journal of Hydrology: Regional Studies, 40: 101002.

    Google Scholar 

  • Song Y G. 2009. Sedimentary mineralogy and its application for paleoenvironmental reconstruction. Journal of East China Institute of Technology, 32(4): 313–323. (in Chinese with English abstract)

    Google Scholar 

  • Stoner E R, Baumgardner M F. 1981. Characteristic variations in reflectance of surface soils. Soil Science Society of America Journal, 45(6): 1161–1165, https://doi.org/10.2136/sssaj1981.03615995004500060031x.

    Google Scholar 

  • Sun X H, Liu C L, Xuan Z Q. 2010. Study of minerals in potassium-bearing strata of Lop Nur Salt Lake, Xinjiang, by means of scanning electron microscopy. Mineral Deposits, 29(4): 631–639.

    Google Scholar 

  • Sun Z Y, Chen Y Q, Yang L et al. 2017. Small unmanned aerial vehicles for low-altitude remote sensing and its application progress in ecology. Chinese Journal of Applied Ecology, 28(2): 528–536. (in Chinese with English abstract)

    Google Scholar 

  • Thiry M. 2000. Palaeoclimatic interpretation of clay minerals in marine deposits: an outlook from the continental origin. Earth-Science Reviews, 49(1–4): 201–221.

    Google Scholar 

  • Wang L F, Gong H Z, Shao Y. 2014. Precise topography assessment of Lop Nur Lake Basin using GLAS altimeter. IOP Conference Series: Earth and Environmental Science, 17(1): 012140.

    Google Scholar 

  • Wang Z, Zhang X L, Zhang F et al. 2020. Estimation of soil salt content using machine learning techniques based on remote-sensing fractional derivatives, a case study in the Ebinur Lake Wetland National Nature Reserve, Northwest China. Ecological Indicators, 119: 106869, https://doi.org/10.1016/j.ecolind.2020.106869.

    Google Scholar 

  • Warren J K. 1989. Evaporite Sedimentology: Importance in Hydrocarbon Accumulation. Prentice Hall, Englewood Cliffs, America. p.1–37.

    Google Scholar 

  • Watlet A, Triantafyllou A, Kaufmann O et al. 2016. Comparison of 3D point clouds produced by LIDAR and UAV photoscan in the Rochefort Cave (Belgium). In: EGU General Assembly Conference Abstracts. EGU, Vienna, Austria.

    Google Scholar 

  • Wang Z C, 2011. Discussion on the disappearing of Loulan City and the change of Lop Nur. Arid Land Geography, 34(2): 236–242. (in Chinese with English abstract)

    Google Scholar 

  • Xie L W, Huang S J, Li F. 2004. High resolution remote sensing research of climatic change of Lop Nur saline in past 2000 years. Journal of Chengdu University of Technology (Science & Technology Edition), 31(3): 301–306. (in Chinese with English abstract)

    Google Scholar 

  • Xu W N, Bu L Z, Kong W G et al. 2017. Monitoring of the dynamic change of Zabuye Salt Lake: a remote sensing approach. Science & Technology Review, 35(6): 89–96.

    Google Scholar 

  • Yang X H, Xu X, Xiao L X et al. 2020. Evolution trend and driving force analysis of the Chaerhan Salt Lake. Remote Sensing for Land and Resources, 32(1): 130–137. (in Chinese with English abstract)

    Google Scholar 

  • Yao X J, Sun M P, Gong P et al. 2018. Overflow probability of the Salt Lake in Hoh Xil Region. Journal of Geographical Sciences, 28(5): 647–655.

    Google Scholar 

  • Yuan J, Zhang Y J, Gao F P. 2018. An overview on linear hyperspectral unmixing. Journal of Infrared and Millimeter Waves, 37(5): 553–571. (in Chinese with English abstract)

    Google Scholar 

  • Zhang S Y, Hua W S, Ying J J et al. 2021. Research on the development of hyperspectral linear unmixing. Laser Journal, 42(3): 17–21. (in Chinese with English abstract)

    Google Scholar 

  • Zhang T T, Shao Y, Gong H Z et al. 2014. Salt content distribution and paleoclimatic significance of the Lop Nur “e ar” feature: results from analysis of EO-1 Hyperion imagery. Remote Sensing, 6(8): 7783–7799.

    Google Scholar 

  • Zhang X F, Zheng M P. 2017. Research progress of salt minerals in Qinghai-Tibetan Plateau. Science & Technology Review, 35(12): 72–76. (in Chinese with English abstract)

    Google Scholar 

  • Zhang Z, Ding J L, Wang J J et al. 2017. Observational study on salt dust aerosol optical properties using the ground-based and satellite remote sensing. Journal of Remote Sensing, 21(5): 665–678. (in Chinese with English abstract)

    Google Scholar 

  • Zhang Z B, Nie F J, Liu C L et al. 2011. Paleoclimate of “big ear” lake area of Lop Nur in quaternary period. Petroleum Geology and Oilfield Development in Daqing, 30(5): 40–45. (in Chinese with English abstract)

    Google Scholar 

  • Zhao Y J, Xia X C, Wang F B et al. 2006. Features and causes of formation on ring-shaped salt crust in Lop Nur region of Xinjiang, China. Arid Land Geography, 29(6): 779–783. (in Chinese with English abstract)

    Google Scholar 

  • Zheng M P, Zhang Y S, Liu X F et al. 2016. Progress and prospects of Salt Lake research in China. Acta Geologica Sinica (English Edition), 90(4): 1195–1235.

    Google Scholar 

  • Zheng X Y, Zhang M G, Xu C et al. 2002. China Salt Lake Annals. Science Press, Beijing, China. 415p. (in Chinese)

    Google Scholar 

  • Zhou Z J. 1994. Summary of the studying for illitization of the smectite on its controlling factors, transformation mechanism and models. Geological Science and Technology Information, 13(4): 41–46. (in Chinese with English abstract)

    Google Scholar 

Download references

Author information

Authors and Affiliations

Authors

Corresponding author

Correspondence to Tingting Zhang.

Additional information

Supported by the National Natural Science Foundation of China (Nos. 42071313, 41571363), the Science and Technology Project for Black Soil Granary (No. XDA28080500), and the Scientific Investigation of Natural and Cultural Heritage of Lop Nur Region (No. 2014FY210500)

Electronic supplementary material

Rights and permissions

Reprints and permissions

About this article

Check for updates. Verify currency and authenticity via CrossMark

Cite this article

Yang, L., Zhang, T., Gong, H. et al. The paleoclimatic environment reconstruction of Lop Nur in NW China in UAV spectroscopy. J. Ocean. Limnol. 41, 1425–1443 (2023). https://doi.org/10.1007/s00343-022-1341-9

Download citation

  • Received:

  • Accepted:

  • Published:

  • Issue Date:

  • DOI: https://doi.org/10.1007/s00343-022-1341-9

Keyword

Navigation