Abstract
Context
Land use/land cover (LULC) patterns seriously affect ecosystem services (ESs), especially in highly developed urban agglomerations. Exploring how LULC and ESs change spatially across urban hierarchical levels and understanding the possible mechanisms can promote the sustainable planning of urban landscapes.
Objectives
By mapping the spatial patterns of LULC and ESs in the three largest urban agglomerations of China, this study aimed to (1) identify the scaling relations of LULC and ESs across different urban hierarchical levels, (2) explore the possible mechanisms of these two types of spatial scaling, and (3) examine how the scaling relations of ESs relate to LULC and the policy implications.
Methods
Based on LULC, we used the Integrated Valuation of Ecosystem Services and Tradeoffs (InVEST) model and other biophysical models to quantify ES indicators. Then, scalograms were used to quantify the scaling relations of LULC and ESs with respect to changing spatial extent.
Results
Developed land and cropland exhibited the most predictable responses with changing spatial extent. Compared to other ESs, provisioning services were the most predictable. The predictable scaling relations of ESs at different urban hierarchical levels fell into two general types: power laws at the city proper level and exponential relationships at the metropolitan region and urban agglomeration levels.
Conclusions
The scaling relations of both LULC and ESs varied across urban hierarchical levels. The spatial scaling of ESs was closely related to LULC patterns. Integrating the scaling relations of ESs into land use planning can help decision-makers formulate multi-scale landscape conservation strategies.
Similar content being viewed by others
References
Alhamad MN, Alrababah MA, Feagin RA, Gharaibeh A (2011) Mediterranean drylands: the effect of grain size and domain of scale on landscape metrics. Ecol Indic 11:611–621
Arcaute E, Hatna E, Ferguson P, Youn H, Johansson A, Batty M (2015) Constructing cities, deconstructing scaling laws. J R Soc Interface 12(102):20140745
Bagstad KJ, Cohen E, Ancona ZH, McNulty SG, Sun G (2018) The sensitivity of ecosystem service models to choices of input data and spatial resolution. Appl Geogr 93:25–36
Batty M (2008) The size, scale, and shape of cities. Science 319(5864):769–771
Baumeister CF, Baumeister T, Plieninger T, Schraml U (2020) Exploring cultural ecosystem service hotspots: linking multiple urban forest features with public participation mapping data. Urban for Urban Green 48:126561
Benra F, Frutos AD, Gaglio M, Álvarez-Garretón C, Felipe-Lucia M, Bonn A (2021) Mapping water ecosystem services: evaluating InVEST model predictions in data scarce regions. Environ Modell Softw 3:104982
Bettencourt LM (2013) The origins of scaling in cities. Science 340(6139):1438–1441
Bettencourt LM, Lobo J (2016) Urban scaling in Europe. J R Soc Interface 13(116):20160005
Bettencourt LM, Lobo J, Helbing D, Kühnert C, West GB (2007) Growth, innovation, scaling, and the pace of life in cities. Proc Natl Acad Sci USA 104(17):7301–7306
Bettencourt LM, Lobo J, Strumsky D, West GB (2010) Urban scaling and its deviations: revealing the structure of wealth, innovation and crime across cities. PLoS ONE 5:e13541
Bian H, Gao J, Wu J, Sun X, Du Y (2020) Hierarchical analysis of landscape urbanization and its impacts on regional sustainability: a case study of the Yangtze River Economic Belt of China. J Clean Prod 279:123267
Bolliger J, Bättig MB, Gallati J, Kläy A, Stauffacher M, Kienast F (2011) Landscape multifunctionality: a powerful concept to identify effects of environmental change. Reg Environ Change 11:203–206
Brock WA (1999) Scaling in economics: a reader’s guide. Ind Corp Change 8(3):409–446
Brunet L, Tuomisaari J, Lavorel S, Crouzat E, Bierry A, Peltola T, Arpin I (2018) Actionable knowledge for land use planning: making ecosystem services operational. Land Use Policy 72:27–34
Chen G, Li X, Liu X, Chen Y, Liang X, Leng J, Xu X, Liao W, Qiu Y, Wu Q, Huang K (2020) Global projections of future urban land expansion under shared socioeconomic pathways. Nat Commun 11:1–12
Cong RG, Ekroos J, Smith HG, Brady MV (2016) Optimizing intermediate ecosystem services in agriculture using rules based on landscape composition and configuration indices. Ecol Econ 128:214–223
D’Amour C, Reitsma F, Baiocchi G, Barthel S, Güneralp B, Erb K, Haberl H, Creutzig F, Seto KC (2016) Future urban land expansion and implications for global croplands. Proc Natl Acad Sci USA 114(34):8939–8944
Daneshi A, Brouwer R, Najafinejad A, Panahi M, Zarandian A, Maghsood FF (2021) Modelling the impacts of climate and land use change on water security in a semi-arid forested watershed using InVEST. J Hydrol 593:125621
Department of Urban Surveys of National Bureau of Statistics of China (DUSNB) (2018) China city statistics yearbook 2019. China Statistics Press, Beijing (in Chinese)
Dramstad WE, Olson JD, Forman RTT (1996) Landscape ecology principles in landscape architecture and land-use planning. Island Press, Washington DC
Du S, Wang Q, Guo L (2014) Spatially varying relationships between land-cover change and driving factors at multiple sampling scales. J Environ Manag 137:101–110
Du Y, Sun T, Peng J, Fang K, Liu Y, Yang Y, Wang Y (2018) Direct and spillover effects of urbanization on PM2.5 concentrations in China’s top three urban agglomerations. J Clean Prod 190:72–83
Duarte GT, Santos PM, Cornelissen TG, Ribeiro MC, Paglia AP (2018) The effects of landscape patterns on ecosystem services: meta-analyses of landscape services. Landsc Ecol 33:1247–1257
Fang C, Yu D (2017) Urban agglomeration: an evolving concept of an emerging phenomenon. Landsc Urban Plan 162:126–136
Fisher JI, Hurtt GC, Thomas RQ, Chambers JQ (2008) Clustered disturbances lead to bias in large-scale estimates based on forest sample plots. Ecol Lett 11:554–563
Forgione HM, Pregitzer CC, Charlop-Powers S, Gunther B (2016) Advancing urban ecosystem governance in New York City: shifting towards a unified perspective for conservation management. Environ Sci Policy 62:127–132
Frazier AE (2016) Surface metrics: scaling relationships and downscaling behavior. Landsc Ecol 31:351–363
Fuller RA, Gaston KJ (2009) The scaling of green space coverage in European cities. Biol Lett 5(3):352–355
Gao J, Yu ZW, Wang LC, Vejre H (2019) Suitability of regional development based on ecosystem service benefits and losses: a case study of the Yangtze River Delta urban agglomeration, China. Ecol Indic 107:105579
Goldstein JH, Caldarone G, Duarte TK, Ennaanay D, Hannahs N, Mendoza G, Polasky S, Wolny S, Daily GC (2012) Integrating ecosystem-service tradeoffs into land-use decisions. Proc Natl Acad Sci USA 109(19):7565–7570
Grafius DR, Corstanje R, Warren PH, Evans KL, Hancock S, Harris JA (2016) The impact of land use/land cover scale on modelling urban ecosystem services. Landsc Ecol 31:1509–1522
Gu C (2019) Urbanization: processes and driving forces. Sci China Earth Sci 62(9):1351–1360
Hamel P, Chaplin-Kramer R, Sim S, Mueller C (2015) A new approach to modeling the sediment retention service (InVEST 3.0): case study of the Cape Fear catchment, North Carolina, USA. Sci Total Environ 524–525:166–177
Hasan SS, Zhen L, Miah MG, Ahamed T, Samie A (2020) Impact of land use change on ecosystem services: a review. Environ Dev 34:100527
Hein L, van Koppen K, de Groot RS, van Ierland EC (2006) Spatial scales, stakeholders and the valuation of ecosystem services. Ecol Econ 57:209–228
Hu M, Li Z, Wang Y, Jiao M, Li M, Xia B (2019) Spatio-temporal changes in ecosystem service value in response to land-use/cover changes in the Pearl River Delta. Resour Conserv Recycl 149:106–114
Jomnonkwao S, Uttra S, Ratanavaraha V (2020) Forecasting road traffic deaths in Thailand: applications of time-series, curve estimation, multiple linear regression, and path analysis models. Sustainability 12(1):395
Karimi JD, Corstanje R, Harris JA (2021) Understanding the importance of landscape configuration on ecosystem service bundles at a high resolution in urban landscapes in the UK. Landsc Ecol 36:2007–2024
Kedron PJ, Frazier AE, Ovando-Montejo GA, Wang J (2018) Surface metrics for landscape ecology: a comparison of landscape models across ecoregions and scales. Landsc Ecol 33:1489–1504
Korkanç SY, Dorum G (2019) The nutrient and carbon losses of soils from different land cover systems under simulated rainfall conditions. CATENA 172:203–211
Kuang W (2020a) 70 years of urban expansion across China: trajectory, pattern, and national policies. Sci Bull 65:1970–1974
Kuang W (2020b) National urban land-use/cover change since the beginning of the 21st century and its policy implications in China. Land Use Policy 97:104747
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
Lamy T, Liss KN, Gonzalez A, Bennett EM (2016) Landscape structure affects the provision of multiple ecosystem services. Environ Res Lett 11:124017
Lan X, Tang H, Liang H (2017) A theoretical framework for researching cultural ecosystem service flows in urban agglomerations. Ecosyst Serv 28:95–104
Lan T, Shao G, Xu Z, Tang L, Sun L (2021) Measuring urban compactness based on functional characterization and human activity intensity by integrating multiple geospatial data sources. Ecol Indic 121:107177
Lavorel S, Rey P, Grigulis K, Zawada M, Byczek C (2020) Interactions between outdoor recreation and iconic terrestrial vertebrates in two French alpine national parks. Ecosyst Serv 45:101155
Lawler J, Lewis D, Nelson E, Plantinga A, Polasky S, Withey J, Helmers D, Martinuzzi S, Pennington D, Radeloff V (2014) Projected land-use change impacts on ecosystem services in the United States. Proc Natl Acad Sci USA 111(20):7492–7497
Lei J, Wang S, Wu J, Wang J, Xiong X (2021) Land-use configuration has significant impacts on water-related ecosystem services. Ecol Eng 160:106133
Leitão AB, Ahern J (2002) Applying landscape ecological concepts and metrics in sustainable landscape planning. Landsc Urban Plan 59:65–93
Li G, Li F (2019) Urban sprawl in China: differences and socioeconomic drivers. Sci Total Environ 673:367–377
Li F, Zhou T (2019) Effects of urban form on air quality in China: an analysis based on the spatial autoregressive model. Cities 89:130–140
Li LF, Wu J, Wilhelm M, Ritz B (2012) Use of generalized additive models and cokriging of spatial residuals to improve land-use regression estimates of nitrogen oxides in Southern California. Atmos Environ 55:220–228
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(10):1875–1888
Li H, Peng J, Liu Y, Hu Y (2017) Urbanization impact on landscape patterns in Beijing City, China: a spatial heterogeneity perspective. Ecol Indic 82:50–60
Li W, Hai X, Han L, Mao J, Tian M (2020) Does urbanization intensify regional water scarcity? Evidence and implications from a megaregion of China. J Clean Prod 244:118592
Lin JY, Li X (2019) Large-scale ecological red line planning in urban agglomerations using a semi-automatic intelligent zoning method. Sustain Cities Soc 46:101410
Liu L, Xu X, Chen X (2015) Assessing the impact of urban expansion on potential crop yield in China during 1990–2010. Food Secur 7:33–43
Liu FY, Matsuno S, Malekian R, Yu J, Li ZX (2016) A vector auto regression model applied to real estate development investment: a statistic analysis. Sustainability 8:1082
Liu Y, Zhang X, Kong X, Wang R, Chen L (2018) Identifying the relationship between urban land expansion and human activities in the Yangtze River Economic Belt, China. Appl Geogr 94:163–177
Liu W, Zhan J, Zhao F, Yan H, Zhang F, Wei X (2019) Impacts of urbanization-induced land-use changes on ecosystem services: a case study of the Pearl River Delta Metropolitan Region, China. Ecol Indic 98:228–238
Liu Y, Zhang X, Pan X, Ma X, Tang M (2020) The spatial integration and coordinated industrial development of urban agglomerations in the Yangtze River Economic Belt, China. Cities 104:102801
Lobo J, Bettencourt LM, Smith ME, Ortman S (2020) Settlement scaling theory: bridging the study of ancient and contemporary urban systems. Urban Stud 57(4):731–747
Lu D, Mao W, Yang D, Zhao J, Xu J (2018) Effects of land use and landscape pattern on PM2.5 in Yangtze River Delta, China. Atmos Pollut Res 9(4):705–713
Luo Q, Zhang X, Li Z, Yang M, Lin Y (2018) The effects of China’s ecological control line policy on ecosystem services: the case of Wuhan City. Ecol Indic 93:292–301
Luo Q, Zhou J, Li Z, Yu B (2020) Spatial differences of ecosystem services and their driving factors: a comparation analysis among three urban agglomerations in China’s Yangtze River Economic Belt. Sci Total Environ 725:138452
Ma Q, He C, Wu J (2016a) Behind the rapid expansion of urban impervious surfaces in China: major influencing factors revealed by a hierarchical multiscale analysis. Land Use Policy 59:434–445
Ma Q, Wu J, He C (2016b) 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(5):1139–1153
Ma Q, Wu J, He C, Hu G (2019) Reprint of “Spatial scaling of urban impervious surfaces across evolving landscapes: from cities to urban regions.” Landsc Urban Plan 187:132–144
Ma W, Jiang G, Chen Y, Qu Y, Zhou T, Li W (2020) How feasible is regional integration for reconciling land use conflicts across the urban–rural interface? Evidence from Beijing–Tianjin–Hebei metropolitan region in China. Land Use Policy 92:104433
Massada AB, Radeloff VC (2010) Two multi-scale contextual approaches for mapping spatial pattern. Landsc Ecol 25:711–725
Millennium Ecosystem Assessment (2005) Ecosystems and human well-being: synthesis. Island Press, Washington, DC
Mitchell MGE, Bennett EM, Gonzalez A (2015) Strong and nonlinear effects of fragmentation on ecosystem service provision at multiple scales. Environ Res Lett 10:094014
Momblanch A, Connor JD, Crossman ND, Paredes-Arquiola J, Andreu J (2016) Using ecosystem services to represent the environment in hydro-economic models. J Hydrol 522:95–109
Nelson E, Mendoza G, Regetz J, Polasky S, Tallis H, Cameron D, Chan KMA, Daily GC, Goldstein J, Kareiva PM, Lonsdorf E, Naidoo R, Ricketts TH, Shaw M (2009) Modeling multiple ecosystem services, biodiversity conservation, commodity production, and tradeoffs at landscape scales. Front Ecol Environ 7(1):4–11
Newman MEJ (2005) Power laws, Pareto distributions and Zipf’s law. Contemp Phys 46:323–351
Nikodinoska N, Paletto A, Pastorella F, Granvik M, Franzese PP (2018) Assessing, valuing and mapping ecosystem services at city level: the case of Uppsala (Sweden). Ecol Model 121:107028
Normile D (2016) China rethinks cities. Science 352(6288):916–918
O’Neill RV, Deangelis DL, Waide JB, Allen GE (1986) A hierarchical concept of ecosystems. Princeton University Press, New Jersey
Patra S, Sahoo S, Mishra P, Mahapatra SC (2018) Impacts of urbanization on land use/cover changes and its probable implications on local climate and groundwater level. J Urban Manag 7(2):70–84
Peng J, Liu Y, Liu Z, Yang Y (2017) Mapping spatial non-stationarity of human-natural factors associated with agricultural landscape multifunctionality in Beijing–Tianjin–Hebei region, China. Agric Ecosyst Environ 246:221–233
Pickard BR, Berkel DV, Petrasova A, Meentemeyer RK (2017) Forecasts of urbanization scenarios reveal trade-offs between landscape change and ecosystem services. Landsc Ecol 32:617–634
Poku-Boansi M (2021) Contextualizing urban growth, urbanisation and travel behaviour in Ghanaian cities. Cities 110:103083
Redhead JW, Stratford C, Sharps K, Jones L, Ziv G, Clarke D, Oliver TH, Bullock JM (2016) Empirical validation of the InVEST water yield ecosystem service model at a national scale. Sci Total Environ 569–570:1418–1426
Ribeiro FL, Meirelles J, Netto VM, Neto CR, Baronchelli A (2020) On the relation between transversal and longitudinal scaling in cities. PLoS ONE 15(5):1–20
Rieb JT, Bennett EM (2020) Landscape structure as a mediator of ecosystem service interactions. Landsc Ecol 35:2863–2880
Robinson DT, Brown DG, Currie WS (2009) Modelling carbon storage in highly fragmented and human-dominated landscapes: linking land-cover patterns and ecosystem models. Ecol Model 220(9):1325–1338
Rodríguez-Caballero E, Cantón Y, Chamizo S, Lázaro R, Escudero A (2013) Soil loss and runoff in semiarid ecosystems: a complex interaction between biological soil crusts, micro-topography, and hydrological drivers. Ecosystems 16:529–546
Seto KC, Reenberg A, Boone CG, Fragkias M, Haase D, Langanke T, Marcotullio P, Munroe DK, Olah B, Simon D (2012) Urban land teleconnections and sustainability. Proc Natl Acad Sci USA 109(20):7687–7692
Sharp R, Douglass J, Wolny S, Arkema K, Bernhardt J, Bierbower W, Chaumont N, Denu D, Fisher D, Glowinski K, Griffin R, Guannel G, Guerry A, Johnson J, Hamel P, Kennedy C, Kim CK, Lacayo M, Lonsdorf E, Mandle L, Rogers L, Silver J, Toft J, Verutes G, Vogl AL, Wood S, Wyatt K (2020) InVEST 3.8.9.post9+ug.ga009fc0 user’s guide. The Natural Capital Project, Stanford University, University of Minnesota, The Nature Conservancy, and World Wildlife Fund
Shen J, Li S, Liang Z, Liu L, Li D, Wu S (2020) Exploring the heterogeneity and nonlinearity of trade-offs and synergies among ecosystem services bundles in the Beijing-Tianjin-Hebei urban agglomeration. Ecosyst Serv 43:101103
Shoemaker DA, BenDor TK, Meentemeyer RK (2019) Anticipating trade-offs between urban patterns and ecosystem service production: scenario analyses of sprawl alternatives for a rapidly urbanizing region. Comput Environ Urban 74:114–125
Smith P, Adams J, Beerling DJ, Beringer T, Calvin KV, Fuss S, Griscom B, Hagemann N, Kammann C, Kraxner F, Minx JC, Popp A, Renforth P, Luis J, Vicente V, Keesstra S (2019) Land-management options for greenhouse gas removal and their impacts on ecosystem services and the sustainable development goals. Annu Rev Environ Resour 44:255–286
Spence AJ (2009) Scaling in biology. Curr Biol 19:R57–R61
Stokes EC, Seto KC (2019) Characterizing and measuring urban landscapes for sustainability. Environ Res Lett 14:045002
Sun W, Shao Q, Liu J, Zhai J (2014) Assessing the effects of land use and topography on soil erosion on the Loess Plateau in China. CATENA 121:151–163
Sun X, Lu ZM, Li F, Crittenden JC (2018) Analyzing spatio-temporal changes and trade-offs to support the supply of multiple ecosystem services in Beijing, China. Ecol Indic 94:117–129
Sun X, Tan X, Chen K, Song S, Zhu X, Hou D (2020) Quantifying landscape-metrics impacts on urban green-spaces and water-bodies cooling effect: the study of Nanjing, China. Urban for Urban Green 55:126838
Swenson JJ, Franklin J (2000) The effects of future urban development on habitat fragmentation in the Santa Monica Mountains. Landsc Ecol 15:713–730
Tang J, Li Y, Cui S, Xu L, Ding S, Nie W (2020) Linking land-use change, landscape patterns, and ecosystem services in a coastal watershed of southeastern China. Glob Ecol Conserv 23:e01177
Tao Y, Zhang Z, Ou WX, Guo J, Pueppke SG (2020) How does urban form influence PM2.5 concentrations: Insights from 350 different-sized cities in the rapidly urbanizing Yangtze River Delta region of China, 1998–2015. Cities 98:102581
Verburg PH, de Groot WT, Veldkamp AJ (2003) Methodology for multi-scale land-use change modelling: concepts and challenges. Global environmental change and land use. Springer, Dordrecht. https://doi.org/10.1007/978-94-017-0335-2_2
Viglizzo EF, Paruelo JM, Laterra P, Jobbágy EG (2012) Ecosystem service evaluation to support land-use policy. Agric Ecosyst Environ 154:78–84
Wang LZ, Omrani H, Zhao Z, Francomano D, Li K, Pijanowski B (2019a) Analysis on urban densification dynamics and future modes in southeastern Wisconsin, USA. PLoS ONE 14(3):0211964
Wang Z, Liang L, Sun Z, Wang X (2019b) Spatiotemporal differentiation and the factors influencing urbanization and ecological environment synergistic effects within the Beijing-Tianjin-Hebei urban agglomeration. J Environ Manag 243:227–239
Wang Z, Zhang S, Peng Y, Wu C, Lv Y, Xiao K, Zhao J, Qian G (2020) Impact of rapid urbanization on the threshold effect in the relationship between impervious surfaces and water quality in Shanghai, China. Environ Pollut 267:115569
Wu J (1999) Hierarchy and scaling: extrapolating information along a scaling ladder. Can J Remote Sens 25(4):367–380
Wu J (2004) Effects of changing scale on landscape pattern analysis: scaling relations. Landsc Ecol 19:125–138
Wu J, David JL (2002) A spatially explicit hierarchical approach to modeling complex ecological systems: theory and applications. Ecol Model 153(1):7–26
Wu J, Li H (2006) Perspectives and methods of scaling. In: Wu J, Jones B, Li H, Loucks OL (eds) Scaling and uncertainty analysis in ecology. Springer, Dordrecht, pp 17–44
Wu J, Shen WJ, Sun WZ, Tueller PT (2002) Empirical patterns of the effects of changing scale on landscape metrics. Landsc Ecol 17:761–782
Wu J, Jenerette GD, Buyantuyev A, Redman CL (2011) Quantifying spatiotemporal patterns of urbanization: the case of the two fastest growing metropolitan regions in the United States. Ecol Complex 8(1):1–8
Wu Q, Tan JX, Guo FX, Li HQ, Chen SB, Jiang S (2020a) Multi-scale identification of urban landscape structure based on two-dimensional wavelet analysis: the case of metropolitan Beijing, China. Ecol Complex 43:100832
Wu R, Li Z, Wang S (2020b) The varying driving forces of urban land expansion in China: insights from a spatial-temporal analysis. Sci Total Environ 8:142591
Xie H, He Y, Xie X (2017) Exploring the factors influencing ecological land change for China’s Beijing–Tianjin–Hebei region using big data. J Clean Prod 142:677–687
Xing L, Zhu Y, Wang J (2021) Spatial spillover effects of urbanization on ecosystem services value in Chinese cities. Ecol Indic 121:107028
Xu Q, Dong Y, Yang R (2018) Influence of land urbanization on carbon sequestration of urban vegetation: a temporal cooperativity analysis in Guangzhou as an example. Sci Total Environ 635:26–34
Xu C, Zhao S, Liu S (2020) Spatial scaling of multiple landscape features in the conterminous United States. Landsc Ecol 35:223–247
Yang D, Liu W, Tang L, Chen L, Li X, Xu X (2019a) Estimation of water provision service for monsoon catchments of South China: applicability of the InVEST model. Landsc Urban Plan 182:133–143
Yang J, Yang J, Luo X, Huang C (2019b) Impacts by expansion of human settlements on nature reserves in China. J Environ Manag 248:109233
Yee SH, Paulukonis E, Simmons C, Russell M, Fulford R, Harwell L, Smith LM (2021) Projecting effects of land use change on human well-being through changes in ecosystem services. Ecol Model 440:109358
Yu W, Zhou W (2017) The spatiotemporal pattern of urban expansion in China: a comparison study of three urban megaregions. Remote Sens 9:45
Yu J, Zhou K, Yang S (2019) Land use efficiency and influencing factors of urban agglomerations in China. Land Use Policy 88:104143
Zhang X, Zhong T, Wang K, Cheng Z (2009) Scaling of impervious surface area and vegetation as indicators to urban land surface temperature using satellite data. Int J Remote Sens 30(4):841–859
Zhang D, Huang Q, He C, Wu J (2017) Impacts of urban expansion on ecosystem services in the Beijing-Tianjin-Hebei urban agglomeration, China: a scenario analysis based on the shared socioeconomic pathways. Resour Conserv Recycl 125:115–130
Zhang P, Kohli D, Sun Q, Zhang Y, Liu S, Sun D (2020) Remote sensing modeling of urban density dynamics across 36 major cities in China: fresh insights from hierarchical urbanized space. Landsc Urban Plan 203:103896
Zhao S, Liu S (2014) Scale criticality in estimating ecosystem carbon dynamics. Glob Change Biol 20:2240–2251
Zhao S, Liu S, Xu C, Yuan W, Sun Y, Yan W, Zhao M, Henebry GM, Fang J (2018) Contemporary evolution and scaling of 32 major cities in China. Ecol Appl 28(6):1655–1668
Zhou D, Tian Y, Jiang G (2018) Spatio-temporal investigation of the interactive relationship between urbanization and ecosystem services: case study of the Jingjinji urban agglomeration, China. Ecol Indic 95:152–164
Zhou Y, Chen M, Tang Z, Mei Z (2021) Urbanization, land use change, and carbon emissions: quantitative assessments for city-level carbon emissions in Beijing-Tianjin-Hebei region. Sustain Cities Soc 66:102701
Zhu X, Gao W, Zhou N, Kammen DM, Wu Y, Zhang Y, Chen W (2016) The inhabited environment, infrastructure development and advanced urbanization in China’s Yangtze River Delta region. Environ Res Lett 11:124020
Acknowledgements
This work was supported by the National Natural Science Foundation of China [Grant No. 41901227 and U1901601], the Open Foundation of the State Key Laboratory of Urban and Regional Ecology of China [Grant No. SKLURE2020-2-1], and the Fundamental Research Funds for Central Non-profit Scientific Institution [Grant No. G202101-27].
Author information
Authors and Affiliations
Corresponding author
Ethics declarations
Conflict of interest
The authors declare that they have no conflict of interest.
Additional information
Publisher's Note
Springer Nature remains neutral with regard to jurisdictional claims in published maps and institutional affiliations.
Supplementary Information
Below is the link to the electronic supplementary material.
Rights and permissions
About this article
Cite this article
Sun, X., Ma, Q. & Fang, G. Spatial scaling of land use/land cover and ecosystem services across urban hierarchical levels: patterns and relationships. Landsc Ecol 38, 753–777 (2023). https://doi.org/10.1007/s10980-021-01387-4
Received:
Accepted:
Published:
Issue Date:
DOI: https://doi.org/10.1007/s10980-021-01387-4