Abstract
Studying the spatial–temporal evolution of oasis urban landscape patterns can provide a unique reference for future sustainable development. This study aimed to characterize the spatio-temporal evolution of landscape patterns in the past 20 years. The remote sensing and spatial analysis techniques included land transfer matrix, orientation evolution combined with landscape index, natural driving factor, and mass center migration model. The results showed that (1) two decades of urbanization brought prominent LULC changes. An increase of 464.8 km2 in the building area denoted the dominant change. (2) Changes in building, bare land, and green space occurred mainly in the northwest orientation. The patch Aggregation Index (AI) increased continually during building expansion. Meanwhile, the Landscape Division Index (DIVISION) experienced a progressive and complementary decline. (3) Increase in building land was associated with topography (DEM) and vegetation cover (NDVI). A lower elevation induced a larger building increment. Around NDVI average value for bare land (0.137) and farmland (0.477), building land had the largest expansion, verifying its principal land sources. (4) The center of gravity of building land overall migrated towards the north, and green space and bare land towards the south due to building encroachment. The findings could inform future sustainable urban development.
![](https://cdn.statically.io/img/media.springernature.com/m312/springer-static/image/art%3A10.1007%2Fs11356-022-22484-0/MediaObjects/11356_2022_22484_Fig1_HTML.png)
![](https://cdn.statically.io/img/media.springernature.com/m312/springer-static/image/art%3A10.1007%2Fs11356-022-22484-0/MediaObjects/11356_2022_22484_Fig2_HTML.png)
![](https://cdn.statically.io/img/media.springernature.com/m312/springer-static/image/art%3A10.1007%2Fs11356-022-22484-0/MediaObjects/11356_2022_22484_Fig3_HTML.png)
![](https://cdn.statically.io/img/media.springernature.com/m312/springer-static/image/art%3A10.1007%2Fs11356-022-22484-0/MediaObjects/11356_2022_22484_Fig4_HTML.png)
![](https://cdn.statically.io/img/media.springernature.com/m312/springer-static/image/art%3A10.1007%2Fs11356-022-22484-0/MediaObjects/11356_2022_22484_Fig5_HTML.png)
![](https://cdn.statically.io/img/media.springernature.com/m312/springer-static/image/art%3A10.1007%2Fs11356-022-22484-0/MediaObjects/11356_2022_22484_Fig6_HTML.png)
![](https://cdn.statically.io/img/media.springernature.com/m312/springer-static/image/art%3A10.1007%2Fs11356-022-22484-0/MediaObjects/11356_2022_22484_Fig7_HTML.png)
![](https://cdn.statically.io/img/media.springernature.com/m312/springer-static/image/art%3A10.1007%2Fs11356-022-22484-0/MediaObjects/11356_2022_22484_Fig8_HTML.png)
![](https://cdn.statically.io/img/media.springernature.com/m312/springer-static/image/art%3A10.1007%2Fs11356-022-22484-0/MediaObjects/11356_2022_22484_Fig9_HTML.png)
![](https://cdn.statically.io/img/media.springernature.com/m312/springer-static/image/art%3A10.1007%2Fs11356-022-22484-0/MediaObjects/11356_2022_22484_Fig10_HTML.png)
![](https://cdn.statically.io/img/media.springernature.com/m312/springer-static/image/art%3A10.1007%2Fs11356-022-22484-0/MediaObjects/11356_2022_22484_Fig11_HTML.png)
Similar content being viewed by others
Data availability
The datasets used and analyzed during the current study are available from the corresponding author on reasonable request.
References
Bellón B, Blanco J, Vos AD, Roque F, Renaud PC (2020) Integrated landscape change analysis of protected areas and their surrounding landscapes: application in the Brazilian Cerrado. Remote Sens 12(9):1413
Bai CJ (2018) Study on the land use change in Urumqi in the past 30 years based on RS technology. XinJiang University, Urumqi ((in Chinese))
Cai P, Hamdi R, He H, Luo G, Wang J, Zhang M, Li C, Termonia P, De Maeyer P (2020) Numerical study of the interaction between oasis and urban areas within an arid mountains-desert system in Xinjiang, China. Atmosphere 11(1):85
Chen D, Yang D, Zhang X, Zhao Y, Zhang Y (2018) Spatial suitability evaluation of an arid city based on the perspective of major function oriented zoning: a case study of Urumqi city in Xinjiang, China. Sustainability 10(9):3004
Corry RC, Nassauer JI (2005) Limitations of using landscape pattern indices to evaluate the ecological consequences of alternative plans and designs. Landsc Urban Plan 72(4):265–280
Deng ZY, Cao JS, Hu YD (2020) Spatial and temporal evolution of landscape pattern in downtown area of Jixi City, China. Eur J Remote Sens 53:104–113
Duan Y, Wang X, Wei Y (2020) Land use change analysis of Daishan Island using multi-temporal remote sensing imagery. Arab J Geosci 13(15):1–9
Feng Y, Zhong FL, Huang CL, Gu J, Ge YC, Song XY (2020) Spatiotemporal distribution and the driving force of the food-energy-water nexus index in Zhangye, northwest China. Sustainability 12(6):2309
Gong Z, Zhang Y, Gong H, Zhao W (2011) Evolution of wetland landscape pattern and its driving factors in Beijing. Acta Geogr Sin 66(1):77–88
He HS, DeZonia BE, Mladenoff DJ (2000) An aggregation index (AI) to quantify spatial patterns of landscapes. Landscape Ecol 15(7):591–601
Hu W-F, Yao J-Q, He Q, Yang Q (2015) Spatial and temporal variability of water vapor content during 1961–2011 in Tianshan Mountains, China. J Mt Sci 12(3):571–581
Huang L, Bai J, Yan D, Chen B, Xiao R, Gao H (2012) Changes of wetland landscape patterns in Dadu River catchment from 1985 to 2000, China. Front Earth Sci 6(3):237–249
Hui Y, Liu SQ, Zhang HQ, Guo SL (2011) The dynamic evolution track and the coupling mode analysis for economic gravity center and population gravity center in the contiguous areas of Sichuan, Yunnan and Guizhou Province. Energy Procedia 13:10052–10060
Jaeger JAG (2000) Landscape division, splitting index, and effective mesh size: new measures of landscape fragmentation. Landscape Ecol 15(2):115–130
Jia L, Ma Q, Du C, Hu G, Shang C (2020) Rapid urbanization in a mountainous landscape: patterns, drivers, and planning implications. Landscape Ecol 35(11):2449–2469
Jin JL (2018) Research on spatio-temporal evolution of urban greenspace patterns in typical Pan-Pacific metropolises. Chinese Academy of Forestry, Beijing ((in Chinese))
Klein L, Salvatore D (2013) Shift in the world economic center of gravity from G7 to G20. J Policy Model 35(3):416–424
Lee CB (2018) A study on evaluating competitiveness of China’s inland ports. Int Commer Inform Rev 20(2):301–322
Li B, Shi X, Wang H, Qin M (2020a) Analysis of the relationship between urban landscape patterns and thermal environment: a case study of Zhengzhou City, China. Environ Monit Assess 192(8):1–13
Li JH, Zhou KC, Dong HM, Xie BG (2020b) Cultivated land change, driving forces and its impact on landscape pattern changes in the Dongting Lake Basin. Int J Environ Res Public Health 17(21):7988
Li M, Ren X, Zhou L, Zhang F (2016) Spatial mismatch between pollutant emission and environmental quality in China — a case study of NOx. Atmos Pollut Res 7(2):294–302
Li X, Xiong S, Li Z, Zhou M, Li H (2019a) Variation of global fossil-energy carbon footprints based on regional net primary productivity and the gravity model. J Clean Prod 213(MAR.10):225���241
Li J, Wang HL (1989) Regional soil distribution characteristics and mapping progress of 1:1,000,000 Urumqi size soil map. Soils 21(006):317–321 ((in Chinese))
Li QF, Zhang ZD, Wan LL et al (2019b) Landscape pattern optimization in Ningjiang River Basin based on landscape ecological risk assessment. Acta Geogr Sin 074:1420–1437 ((in Chinese))
Liu F, Qin T, Girma A, Wang H, Weng B, Yu Z, Wang Z (2019) Dynamics of land-use and vegetation change using NDVI and transfer matrix: a case study of the Huaihe River Basin. Pol J Environ Stud 28(1):213–223
Masoodian SA, Montazeri M (2021) Quantifying of surface urban cool island in arid environments case study: Isfahan metropolis. Landscape Ecol Eng 17(2):147–156
McGrane SJ (2016) Impacts of urbanization on hydrological and water quality dynamics, and urban water management: a review. Hydrol Sci J 61(13):2295–2311
Ma G (2018) Analysis of expansion and driving forces of construction land in downtown area of Urumqi. Xinjiang University, Urumqi ((in Chinese))
Ning QM, Ouyang HY, Tang FH et al (2020) Temporal and spatial evolution of landscape pattern in Dongting Lake area under the influence of land use change. Econ Geogr 40:196–203 ((in Chinese))
Omurakunova G, Bao A, Xu W, Duulatov E, Jiang L, Cai P, Abdullaev F, Nzabarinda V, Durdiev K, Baiseitova M (2020) Expansion of impervious surfaces and their driving forces in highly urbanized cities in Kyrgyzstan. Int J Environ Res Public Health 17(1):362
Pal S, Ziaul S (2016) Detection of land use and land cover change and land surface temperature in English Bazar urban centre, Egyptian. J Remote Sens Space Sci 20(1):125–145
Saghafi M (2018) Evaluating and classifying restrictions and hydrogeomorphic hazards for sustainable urban development planning in dry areas (case study: Birjand, South Khorasan Province, Iran). Nat Hazards 93(1):219–236
Shi L, Halik U, Abliz A, Mamat Z, Welp M (2020) Urban green space accessibility and distribution equity in an arid oasis city: Urumqi, China. Forests 11(690):1–17
Silva P, Li L (2017) Mapping urban expansion and exploring its driving forces in the City of Praia, Cape Verde, from 1969 to 2015. Sustainability 9(8):1434
Sun ZC, Yu SS, Guo HD, Wang CZ, Zhang ZX, Xu R (2021) Assessing 40 years of spatial dynamics and patterns in megacities along the Belt and Road region using satellite imagery. Int J Digit Earth 14(1):71–87
Shi TG, Shi H (2021) Urban expansion and its temporal and spatial driving forces of Urumqi based on geo-detector method. Arid Land Geography 44(03):867–876 (in Chinese)
Tang JM, Di LP, Rahman MS, Yu ZQ (2019) Spatial-temporal landscape pattern change under rapid urbanization. J Appl Remote Sens 13(2):024503
Tian J (2015) A case study of Urumqi: research on urban comprehensive carrying capacity in arid and semi-arid region based on the sustainable development. East China Normal University, Shanghai ((in Chinese))
Ustaoglu E, Williams B (2017) Determinants of urban expansion and agricultural land conversion in 25 EU countries. Environ Manage 60(4):717–746
Wan Q, Yang XH, Yin PJ, Bao H (2020) Low embankment dynamic response under vehicle traffic loads in arid-oasis areas. J Mt Sci 17(7):1776–1789
Wang W, Yang Z, Kong J, Cheng D, Duan L, Wang Z (2013) Ecological impacts induced by groundwater and their thresholds in the arid areas in northwest China. Environ Eng Manag J 12(7):1497–1507
Wang YF, Shen YM, Chen SJ, Li WD (2012) Range effect of the correlations among landscape metrics. Chin J Ecol 31(08):2091
Wu W, Zhao S, Henebry GM (2019) Drivers of urban expansion over the past three decades: a comparative study of Beijing, Tianjin, and Shijiazhuang. Environmental Monitoring and Assessment 191(1):34
Wu JS, Luo KY, Zhao YH (2020) The evolution of urban landscape pattern and its driving forces of Shenzhen from 1996 to 2015. Geogr Res 39(08):1725–1738 ((in Chinese))
Xie QJ, Sun Q, Ouyang ZL (2020) Monitoring spatiotemporal evolution of urban heat island effect and its dynamic response to land use/land cover transition in 1987–2016 in Wuhan, China. Appl Sci-Basel 10(24):9020
Xue J, Gui D, Zhao Y, Lei J, Feng X, Zeng F, Zhou J, Mao D (2015) Quantification of environmental flow requirements to support ecosystem services of oasis areas: a case study in Tarim Basin, northwest China. Water 7(10):5657–5675
Xiong YK, Zhang QL (2019) Cropping structure extraction with NDVI time-series images in the northern Tianshan Economic Belt. Arid Land Geography 42:1105–1114 ((in Chinese))
Yang Y, Wong L, Chen C, Chen T (2014) Using multitemporal Landsat imagery to monitor and model the influences of landscape pattern on urban expansion in a metropolitan region. J Appl Remote Sens 8(1):083639
Yang YY, Liu YS, Li YR, Du GM (2018) Quantifying spatio-temporal patterns of urban expansion in Beijing during 1985–2013 with rural-urban development transformation. Land Use Policy 74:220–230
Ye QH, Chen SL, Huang C, Xue YC, Tian GL, Chen SP, Shi YN, Liu QS, Liu GH (2007) Characteristics of landscape information Tupu of the Yellow River swings and its subdeltas during 1855–2000. Sci China Ser D-Earth Sci 50(10):1566–1577
Zhang B, Hou P, Xu HT, Zhao YH, Bai JJ, Liu XL (2021a) The spatiotemporal evolution analysis of ecosystem pattern in wenchuan (magnitude 8.0) earthquake disaster area, China. Int J Environ Res Public Health 18(5):2490
Zhang JQ, Zhu YQ, Fan FL (2016) Mapping and evaluation of landscape ecological status using geographic indices extracted from remote sensing imagery of the Pearl River Delta, China, between 1998 and 2008. Environ Earth Sci 75(4):327
Zhang Q, Chen C, Wang J, Yang D, Zhang Y, Wang Z, Gao M (2020) The spatial granularity effect, changing landscape patterns, and suitable landscape metrics in the Three Gorges Reservoir Area, 1995–2015. Ecol Ind 114:106259
Zhang Y, Zhang J, Yang Z, Li J (2012) Analysis of the distribution and evolution of energy supply and demand centers of gravity in China. Energy Policy 49:695–706
Zhang LF, Fang CL, Gao Q (2021b) Spatial and temporal expansion of urban landscape and multi-scene simulation of urban agglomeration in northern slope of Tianshan Mountains. Acta Ecol Sin 41(4):1267–1279 ((in Chinese))
Zhu YF, Wang CK, Sakai T (2019) Remote sensing-based analysis of landscape pattern evolution in industrial rural areas: a case of southern Jiangsu, China. Sustainability 11(18):4994
Acknowledgements
We thank the editors and reviewers for their comments and suggestions on our manuscript.
Funding
This research was supported by the Strategic Priority Program of the CAS, Pan-Third Pole Environment Study for a Green Silk Road (XDA20040400).
Author information
Authors and Affiliations
Contributions
Daosheng Chen: software, data curation, writing—original draft preparation, formal analysis, methodology. Fei Zhang: conceptualization, funding acquisition. Chi Yung Jim: writing—reviewing and editing. Jupar Bahtebay: supervision.
Corresponding author
Ethics declarations
Ethics approval and consent to participate
Not applicable.
Consent for publication
Not applicable.
Competing interests
The authors declare no competing interests.
Additional information
Responsible Editor: Philippe Garrigues
Publisher's note
Springer Nature remains neutral with regard to jurisdictional claims in published maps and institutional affiliations.
Rights and permissions
Springer Nature or its licensor holds exclusive rights to this article under a publishing agreement with the author(s) or other rightsholder(s); author self-archiving of the accepted manuscript version of this article is solely governed by the terms of such publishing agreement and applicable law.
About this article
Cite this article
Chen, D., Zhang, F., Jim, C.Y. et al. Spatio-temporal evolution of landscape patterns in an oasis city. Environ Sci Pollut Res 30, 3872–3886 (2023). https://doi.org/10.1007/s11356-022-22484-0
Received:
Accepted:
Published:
Issue Date:
DOI: https://doi.org/10.1007/s11356-022-22484-0