Abstract
Context
Urbanization in mountainous areas concentrates in intermountain basins (locally named as “bazi”) formed by various geomorphological processes, resulted in a unique urban landscape patterns (ULP) and hierarchically structured determinants.
Objectives
Detecting ULP in basins across the mountainous Yunnan Province in Southwest China; disentangling the impacts of physical and social drivers on ULP in basins of variable sizes and administrative levels.
Methods
Five indices of ULP were extracted from Landsat 8 OLA, and linked to causal variables of basin geomorphology, land cover types, administrative structure, road network, within-basin topography and climate; and generalized linear regression and random forest models were applied to estimate factor importance for variation of ULP within basins.
Results
(1) The capital cities of Yunnan Province and its 100% prefectures, 70% counties and 30% townships were located inside a total of 1198 basins with the area ranging from 1.0 to 1385.1 km2. (2) ULP patterns in basins of county and higher administrative levels were prominently constrained by physical and social features of basins, and were less interpretable in basins of lower administrative level. (3) Basin area but not shape showed dominant impact on ULP, with direct limit effect revealed only in basins of small size and high administrative level. The administrative structure dominated the spatial configuration of ULP (i.e. patch density, connectance and agglomeration) in basins, and regulated the role of road system, topography and climate with hierarchical differences.
Conclusions
The ULP in mountain areas was co-dominated by physical and social features of basins. Mountain urbanization impacts should be reduced by rational urban development planning harmonizing physical constraints and administrative optimization.
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References
Arnold C, Gibbons C (1996) Impervious surface coverage: the emergence of a key environmental indicator. J Am Plan Assoc 62(2):243–258
Bai X, Shi P, Liu Y (2014) Realizing China’s urban dream. Nature 509:158–160
Bosch M, Jaligot R, Chenal J (2020) Spatiotemporal patterns of urbanization in three Swiss urban agglomerations: insights from landscape metrics, growth modes and fractal analysis. Landsc Ecol 35:879–891
Breiman L (2001) Random forests. Mach Learn 45:5–32
Cao S, Hu D, Hu Z, Zhao W, Chen S, Yu C (2018) Comparison of spatial structures of urban agglomerations between the Beijing-Tianjin-Hebei and Boswash based on the subpixel-level impervious surface coverage product. J Geogr Sci 28(3):306–322
Cheng J, Masser I (2003) Urban growth pattern modeling: a case study of Wuhan city, PR China. Landsc Urban Plan 62:199–217
Dai E, Wang Y, Ma L, Yin L, Wu Z (2018) ‘Urban-Rural’ gradient analysis of landscape changes around cities in mountainous regions: a case study of the Hengduan Mountain Region in Southwest China. Sustainability 10:1019. https://doi.org/10.3390/su10041019
Dame J, Schmidt S, Müller J, Nüsser M (2019) Urbanization and socio-ecological challenges in high mountain towns: insights from Leh (Ladakh), India. Landsc Urban Plan 189:189–199
Deng W, Tang W (2013) General directions and countermeasures for urbanization development in mountain areas of China. J Mt Sci 31:168–173
Dietzel C, Herold M, Hemphill J, Clarke K (2005) Spatiotemporal dynamics in California’s Central Valley: empirical links to urban theory. Int J Geogr Inf Sci 19:175–195
Ding Y, Peng J (2018) Impacts of urbanization of mountainous areas on resources and environment: based on ecological footprint model. Sustainability 10:765.
Fang J, Ohsawa M, Kira T (1996) Vertical vegetation zones along 30°N latitude in humid East Asia. Vegetatio 126:135–149
Feng H, Xie R, Lai M (2018) Traffic density, congestion externalities, and urbanization in China. Spat Econom Anal 13(4):400–421
Forman R (2014) Urban ecology: science of cities. Cambridge University Press, Cambridge
Genuer R, Poggi J-M, Tuleau-Malot C (2010) Variable selection using random forests. Pattern Recogn Lett 31:2225–2236
Grimm N, Faeth S, Golubiewski N, Redman C, Wu J, Bai X, Briggs J (2008) Global change and the ecology of cities. Science 319:756–760
Herold M, Goldstein N, Clarke K (2003) The spatiotemporal form of urban growth: measurement, analysis and modeling. Remote Sens Environ 86(3):286–302
Hijmans R, Cameron S, Parra J, Jones P, Jarvis A (2005) Very high resolution interpolated climate surfaces for global land areas. Int J Climatol 25:1965–1978
Hong Y, Nix H, Hutchinson M, Booth T (2005) Spatial interpolation of monthly mean climate data for China. Int J Climatol 25:1369–1379
Huang G (2006) Theory of mountain urbanology. China Building Industry Press, Beijing
Huang J, Lu X, Sellers J (2007) A global comparative analysis of urban form: applying spatial metrics and remote sensing. Landsc Urban Plan 82(4):184–197
Hutchinson M (2004) Anusplin version 4.3. Centre for Resource and Environmental Studies. The Australian National University, Canberra
Jenerette D, Wu J (2001) Analysis and simulation of land-use change in the central Arizona: Phoenix region, USA. Landsc Ecol 16:611–626
Jiang G, Ma W, Qu Y, Zhang R, Zhou D (2016) How does sprawl differ across urban built-up land types in China? A spatial-temporal analysis of the Beijing metropolitan area using granted land parcel data. Cities 58:1–9
Jin G, Li Z, Lin Q, Shi C, Liu B, Yao L (2015) Land use suitability assessment in low-slope hilly regions under the impact of urbanization in Yunnan, China. Adv Meteorol. https://doi.org/10.1155/2015/848795
Kline JD, Moses A, Alig RJ (2001) Integrating urbanization into landscape-level ecological assessments. Ecosystems 4:3–18
Kromroy K, Ward K, Castillo P, Juzwik J (2007) Relationships between urbanization and the oak resource of the Minneapolis/St. Paul Metropolitan area from 1991 to 1998. Landsc Urban Plan 80:375–385
Kuang W, Chi W, Lu D, Dou Y (2014) A comparative analysis of megacity expansions in China and the U.S.: patterns, rates and driving forces. Landsc Urban Plan 132:121–135
Lathrop R, Tulloch D, Hatfield C (2007) Consequences of land use change in the New York-New Jersey Highlands, USA: landscape indicators of forest and watershed integrity. Landsc Urban Plan 79:150–159
Li C, Li J, Wu J (2013) Quantifying the speed, growth modes, and landscape pattern changes of urbanization: a hierarchical patch dynamics approach. Landsc Ecol 28:1875–1888
Li G, Sun S, Fang C (2018) The varying driving forces of urban expansion in China: insights from a spatial-temporal analysis. Landsc Urban Plan 174:63–77
Li H, Wei Y, Liao F, Huang Z (2015) Administrative hierarchy and urban land expansion in transitional China. Appl Geogr 56:177–186
Li L, Sato Y, Zhu H (2003) Simulating spatial urban expansion based on a physical process. Landsc Urban Plan 64:67–76
Liu X, Wang M (2016) How polycentric is urban China and why? A case study of 318 cities. Landsc Urban Plan 151:10–20
Liu X, Wang Y, Li Y, Liu F, Shen J, Wang J, Xiao R, Wu J (2017) Changes in arable land in response to township urbanization in a Chinese low hilly region: scale effects and spatial interactions. Appl Geogr 88:24–37
Liu Z, He C, Zhou Y, Wu J (2014) How much of the world’s land has been urbanized, really? A hierarchical framework for avoiding confusion. Landsc Ecol 29:763–771
Luck M, Wu J (2002) A gradient analysis of urban landscape pattern: a case study from the Phoenix metropolitan region, Arizona, USA. Landsc Ecol 17:327–339
Ma J (2014) The Zhaozhou Bazi Society in Yunnan: historical process in the Bazi Basin environmental system during the Ming period (1368–1643). In: Liu T-J (ed) Environmental history in East Asia: interdisciplinary perspective. Taylor and Francis Group, Routledge, pp 131–132
Ma Q, Wu J, He C (2016) A hierarchical analysis of the relationship between urban impervious surfaces and land surface temperatures: spatial scale dependence, temporal variations, and bioclimatic modulation. Landsc Ecol 31:1139–1153
McGarigal K, Cushman S, Ene E (2012) FRAGSTATS v4: Spatial pattern analysis program for categorical and continuous maps. University of Massachusetts, Amherst
McPharson T, Pickett S, Grimm N, Niemela J, Alberti M, Elmqvist T, Weber C, Haase D, Breuste J, Qureshi S (2016) Advancing urban ecology toward a science of cities. Bioscience 66:198–212
Murtaugh PA (2009) Performance of several variable-selection methods applied to real ecological data. Ecol Lett 12:1061–1068
Pan C (2016) Extraction and uncertainty analysis of imperious surface based on multi-source remote sensing data in the Yangtze River Delta. China. The Master’s Dissertation. East China Normal University, Shanghai, China
R Development Core Team (2010) https://www.r-project.org/
Redo D, Aide T, Clark M (2012) The relative importance of socioeconomic and environmental variables in explaining land change in Bolivia, 2001–2010. Ann Assoc Am Geogr 102:778–807
Register R (1996) The ecocity movement: deep history, movement of opportunity. In: Register R, Peeks B (eds) Village wisdom/future cities: the third international eco-city and eco-village conference. Ecocity Builders, Oakland, pp 26–29
Scheurer T (2015) Strategy development for mountain areas in Switzerland: toward a new “Mountain Pact.” Mt Res Dev 35(4):410–413
Schneider A, Mertes C (2014) Expansion and growth in Chinese cities, 1978–2010. Environ Res Lett 9(2):024008.
Schueler T (1994) The importance of imperviousness. Watershed Protect Tech 1:100–111
Seto K, Fragkias M, Güneralp B, Reilly M (2011) A meta-analysis of global urban land expansion. PLoS ONE 6(8):e23777
Shawky M, Mohammed A, Talal A (2020) Monitoring land use and land cover changes in the mountainous cities of Oman using GIS and CA-Markov modelling techniques. Land Use Policy 91:104–414
Spicer R (2017) Tibet, the Himalaya, Asian monsoons and biodiversity: in what ways are they related? Plant Divers 39:233–244
Tan C, Kuang W, Xu T, Wei J (2014) Analyzing spatio-temporal pattern of impervious surface for recent two decades in Shanghai. J Geomat 39(3):71–74
Tong S, Chen Y (2007) Research on Yunnan Bazi. Yunnan University Press, Kunming
Wang Z, Lu C (2018) Urban land expansion and its driving factors of mountain cities in China during 1990–2015. J Geogr Sci 28(8):1152–1166
Wu J (1999) Hierarchy and scaling: extrapolating information along a scaling ladder. Can J Remote Sens 25:367–380
Wu J (2010) Urban sustainability: an inevitable goal of landscape research. Landsc Ecol 25:1–4
Wu J, Loucks O (1995) From balance of nature to hierarchical patch dynamics: a paradigm shift in ecology. Q Rev Biol 70(4):439–466
Wu J, Xiang W, Zhao J (2014) Urban ecology in China: historical developments and future directions. Landsc Urban Plan 125:222–233
Xiao J, Shen Y, Ge J, Tateishi R, Tang C, Liang Y, Huang Z (2006) Evaluating urban expansion and land use change in Shijiazhuang, China, by using GIS and remote sensing. Landsc Urban Plan 75:69–80
Yang X (2013) China’s rapid urbanization. Science 342(6156):310
Yang Y (1990) Comprehensive physical regionalization of Yunnan. High Education Press, Beijing
Yang Y, Zhao Y, Ding G, Gao G, Shi M, Cao Y (2016) Effects of urbanization on landscape patterns in a mountainous area: a case study in the Mentougou District, Beijing. China Sustain 8:1190
Yang Z, Zhao Q (2014) Study on dividing flatland county, semi-mountainous and semi-flatland county and mountainous county in Yunnan Province based on the Second National Land Survey. J Nat Res 29(4):564–574 (in Chinese)
Ye W (ed) (2017) Landscape geography of Yunnan. Science Press, Beijing (in Chinese)
Ying L, Shen Z, Yang M, Piao S (2019) Wildfire detection probability of MODIS fire products under the constraint of environmental factors: a study based on confirmed ground wildfire records. Remote Sens 11:3031.
You H, Yang X (2017) Urban expansion in 30 megacities of China: categorizing the driving force profiles to inform the urbanization policy. Land Use Policy 68:531–551
Zeng G, Ji W (2003) Study on industrialization in Western China under the background of the West Region Development Program. World Reg Stud 12(2):74–78 (in Chinese)
Zhang B, Mo S, Tan Y, Xiao F, Wu H (2004) Urbanization and de-urbanization in mountain regions of China. Mt Res Dev 24(3):206–209
Zhang Z, Wang B, Buyantuev A, He X, Gao W, Wang Y, Dawazhaxi YZ (2019) Urban agglomeration of Kunming and Yuxi cities in Yunnan, China: the relative importance of government policy drivers and environmental constraints. Landsc Ecol 34:663–679
Zhao J, Xu M, Lu S, Cao C (2013) Human settlement evaluation in mountain areas based on remote sensing, GIS and ecological niche modeling. J Mt Sci 10(3):378–387
Zhu W, Zhou Y, Wang G, Jiang Y (2014) The current conditions and perspective of development on the highway construction in Yunnan. Road Transport Sci 5:354–357 (in Chinese)
Acknowledgement
We are very grateful to Prof. Jingle Wu and all anonymous reviewers for their constructive suggestions and comments on the earlier version that help a lot on this paper. We also appreciate Wang Jiawei, Jin Lulu, Chen Xinshuo for their efforts in collecting and digitizing data.
Funding
This study was part of outputs of “Yunnan Vegegraphy Research” (2018–2021) granted by Major projects of Yunnan Science and Technology Department (Grant Nos. 2018FY001(-002)). It was also supported by Yunnan University’s “Double Top Class” Development Programs—“Research station of Mountain-Urban-Lake complex ecosystem”, and grant by Yunnan Nationalities University Undergraduate Training Program for Innovation and Entrepreneurship of Yunnan University).
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Wang, C., Wu, D., Shen, Z. et al. How do physical and social factors affect urban landscape patterns in intermountain basins in Southwest China?. Landscape Ecol 36, 1893–1911 (2021). https://doi.org/10.1007/s10980-020-01182-7
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DOI: https://doi.org/10.1007/s10980-020-01182-7