Abstract
The issue of environmental injustice has received critical attention in sustainable development. Whereas, there is still a lack of research on exploring the complexity of environmental injustice related to the spatial mismatch of ecosystem services (ES) supply–demand. Hence, we firstly built a framework consisting of 10 types of ES supply and 3 types of ES demand to evaluate the ES supply–demand ratio (ESDR) at county scale in three mega cities in China. Then we adopted spatial autocorrelation analysis and MGWR model to explore the spatial heterogeneity and driving mechanisms of the environmental injustice on ESDR. Results showed that most counties in mega cities were suffering from ES shortages clustered in the city centers. Natural and socio-economic factors including temperature, precipitation, NDVI, housing price and vulnerable group were significantly correlated with the spatial heterogeneity of ESDR. Finally, we discuss the possible intervention policies for discision-makers to mitigate server environmental injustice caused by the spatial imbalance of ESDR.
Similar content being viewed by others
Data availability
No datasets were generated or analysed during the current study.
References
Baro F, Haase D, Gomez-baggethun E et al (2015) Mismatches between ecosystem services supply and demand in urban areas: A quantitative assessment in five European cities. Ecol Ind 55:146–158
Burkhard B, Kroll F, Nedkov S et al (2012) Map** ecosystem service supply, demand and budgets. Ecol Ind 21:17–29
Chen J, Chen J, Liao A et al (2016) Remote sensing map** of global land cover [M]. Science Press, Bei**g
Chen J, Jiang B, Bai Y et al (2019) Quantifying ecosystem services supply and demand shortfalls and mismatches for management optimisation. Sci Total Environ 650:1426–1439
Chen L, Huang L, Zhu L (2009) Evaluation of water ecosystem services of Tianmuhu New Town. J Econ Water Res 1(29):31–35
Chen X (2005) Researches on sub price calculation of dynamic water sources of 9 river basins in China. J Econ Water Res 14:19–65
Chen XH, Zeng XY, Zhao CC et al (2021) The ecological effect of road network based on remote sensing ecological index: a case study of Fuzhou City. Fujian Province Acta Ecologica Sinica 41(12):4732–4745
Chen Y, Yue WZ, La Rosa D (2020) Which communities have better accessibility to green space An investigation into environmental inequality using big data. Landscape and Urban Planning 204:103919
Costanza R, Darge R, Degroot R et al (1997) The value of the world’s ecosystem services and natural capital. Nature 387:253–260
Costanza R, De Groot R, Sutton P et al (2014) Changes in the global value of ecosystem services. Global Environ Change-Human Policy Dimen 26:152–158
Delbosc A, Currie G (2011) Using Lorenz curves to assess public transport equity. J Transp Geogr 19(6):1252–1259
Dong Y, Wang F (2019) Ecological benefits and value assessment of forest stands based on three-dimensional green volume - a case study of pujiang country park of Shanghai. Res Soil Water Conserv 26:347–352
Edwards DM, Jay M, Jensen FS et al (2012) Public preferences across europe for different forest stand types as sites for recreation. Ecol Soc 17(1):27
Euliss NH, Smith LM, Liu S et al (2010) The Need for Simultaneous Evaluation of Ecosystem Services and Land Use Change. Environ Sci Technol 44:7761–7763
Fang X, Ma Q, Wu LW et al (2022) Distributional environmental justice of residential walking space: The lens of urban ecosystem services supply and demand. J Environ Manage 329:117050
Foley JA, Defries R, Asner GP et al (2005) Global consequences of land use. Science 309:570–574
Fotheringham AS, Yang W, Kang W (2017) Multiscale Geographically Weighted Regression (MGWR). Ann Am Assoc Geogr 107:1247–1265
Ghorbani S, Salehi E, Faryadi S et al (2021) Analyzing urban environmental justice based on supply, demand, and access to cooling ecosystem services in Tehran Iran. J Environ Plan Manage 65:1–18
Gosling SN (2013) The likelihood and potential impact of future change in the large-scale climate-earth system on ecosystem services. Environ Sci Policy 27:S15–S31
Grove JM, Troy AR, O’neil-dunne JPM et al (2006) Characterization of households and its implications for the vegetation of urban ecosystems. Ecosystems 9:578–597
Guo BS, Chen KL, ** G (2023) Does multi-goal policy affect agricultural land efficiency? A quasi-natural experiment based on the natural resource conservation and intensification pilot scheme. Appl Geogr 161:103141
Haga C, Inoue T, Hotta W et al (2019) Simulation of natural capital and ecosystem services in a watershed in Northern Japan focusing on the future underuse of nature: by linking forest landscape model and social scenarios. Sustain Sci 14:89–106
Haining R (1990) Spatial data analysis in the social and environmental sciences. Cambridge University Press, Cambridge
Han Y, Zhou Z (2015) Evaluation on ecosystem services in haze absorption by urban green land and its spatial pattern analysis in **’an. Geogr Res 34:1247–1258
He M, Zhang J, Chen C et al (2018) Analysis of the temporal and spatial characteristics of rainfall-runoff pollution in Dianbei basin of Shanghai. Acta Sci Circum 38:536–545
Hernandez-morcillo M, Plieninger T, Bieling C (2013) An empirical review of cultural ecosystem service indicators. Ecol Ind 29:434–444
Herrera-Gomez SS, Quevedo-Nolasco A, Pérez-Urrestarazu L (2017) The role of green roofs in climate change mitigation. A case study in Seville (Spain). Build Environ 123:575–584
Heynen N, Perkins HA, Roy P (2006) The political ecology of uneven urban green space - The impact of political economy on race and ethnicity in producing environmental inequality in Milwaukee. Urban Aff Rev 42:3–25
** G, Chen K, Wang P et al (2019) Trade-offs in land-use competition and sustainable land development in the North China Plain. Technol Forecast Soc Chang 141:36–46
Kabisch N, Strohbach M, Haase D et al (2016) Urban green space availability in European cities. Ecol Ind 70:586–596
Kumar P (2011) The Economics of Ecosystems and Biodiversity: Ecological and Economic Foundations (1st ed.). Routledge
Landry SM, Chakraborty J (2009) Street trees and equity: evaluating the spatial distribution of an urban amenity. Environ Plan Econ Space 41:2651–2670
Li H, Wei Y, Wu Y et al (2019) Analyzing housing prices in Shanghai with open data: Amenity, accessibility and urban structure. Cities 91:165–179
Li J, Jiang H, Bai Y et al (2016) Indicators for spatial-temporal comparisons of ecosystem service status between regions: A case study of the Taihu River Basin, China. Ecol Ind 60:1008–1016
Li S, Wang J, Zhu W et al (2014) Research framework of ecosystem services geography from spatial and regional perspectives. Acta Geogr Sin 69:1628–1639
Mauerhofer V, Ichinose T, Blackwell BD et al (2018) Underuse of social-ecological systems: a research agenda for addressing challenges to biocultural diversity. Land Use Policy 72:57–64
Ministry of Housing and Urban-Rural Development of the People’s Republic of China. 2021. Standard for the design of outdoor wastewater engineering. Retrieved from http://www.mohurd.gov.cn/wjfb/202105/W020210519032920.pdf
National Forestry and Grassland Administration (2020) Specifications for assessment of forest ecosystem services. Retrieved from http://forest.ckcest.cn/d/gjlcjbz/9802c9f2e3f07ddbce9755738c01f1bb.html
Nesbitt L, Meitner MJ, Girling C et al (2019) Who has access to urban vegetation? A spatial analysis of distributional green equity in 10 US cities. Landsc Urban Plan 181:51–79
Paetzold A, Warren PH, Maltby LL (2010) A framework for assessing ecological quality based on ecosystem services. Ecol Complex 7:273–281
Pan N, Guan Q, Wang Q et al (2021) Spatial differentiation and driving mechanisms in ecosystem service value of arid region: a case study in the middle and lower reaches of shule River Basin, NW China. J Clean Prod 319:128718
Peng J, Yang Y, **e P et al (2017) Zoning for the construction of green space ecological networks in Guangdong Province based on the supply and demand of ecosystem services. Acta Ecol Sin 37(13):4562–4572
Qi F, Mao Q, Liu J et al (2016) Calculation method for ecosystem services value of prime farmland: A case study of Shanghai. Shanghai Land Res 37:44–48
Shanghai Municipal Bureau of Statistics (2018) Shanghai Statistical Yearbook 2018. Retrieved from http://tjj.sh.gov.cn/tjnj/20190117/0014-1003014.html
Shanghai Municipal Tax Service, State Taxation Administration (2018) Environmental protection law of the people’s republic of China. Retrieved from https://sthj.sh.gov.cn/hbzhywpt1013/hbzhywpt1044/20201019/20a794bdcdd14682982fee5b9b959b9e.html
Shanghai Municipal Bureau of Ecology and Environment (2019) Shanghai ecological and environmental bulletin 2019. Retrieved from https://sthj.sh.gov.cn/hbzhywpt1143/hbzhywpt1144/20200603/6cd3315edcd442fb871f07ebc5e9ef3b.html
Sharafatmandrad M, Mashizi AK (2021) Ecological succession regulates the relationship between biodiversity and supporting services in arid ecosystems. Arab J Geosci 14:1370
She X, Gao J, Zhang B (2020) PM2.5 removal service of green spaces in Shanghai based on the dust retention simulation on urban vegetation. Acta Ecol Sin 40:2599–2608
Shen J, Li S, Liu L et al (2021) Uncovering the relationships between ecosystem services and social-ecological drivers at different spatial scales in the Bei**g-Tian**-Hebei region. J Clean Prod 290:125193
Shi Q, Gu CJ, **ao C (2023) Multiple scenarios analysis on land use simulation by coupling socioeconomic and ecological sustainability in Shanghai, China. Sustain Cities Soc 95:104578
Sun Y, Liu D, Wang P (2021) Urban simulation incorporating coordination relationships of multiple ecosystem services. Sustain Cities Soc 76:103432
Vaz E, Anthony A, Mchenry M (2017) The geography of environmental injustice. Habitat Int 59:118–125
Venter ZS, Shackleton CM, Van Staden F et al (2020) Green Apartheid: Urban green infrastructure remains unequally distributed across income and race geographies in South Africa. Landscape and Urban Planning 203:103889
Wang Z, Che S (2019) Ecological reformation and benefit evaluation of urban community green space in Shanghai based on rainwater source regulation system. J Shanghai Jiaotong Univ 37(127):134–220
Wang Y, Wang LD (2022) Study on the effect of industrial structure transformation on regional ecological efficiency in ecological economic zone under carbon peaking and carbon neutrality strategy. Front Environ Sci 10:1078406
Wei H, Fan W, Wang X et al (2017) Integrating supply and social demand in ecosystem services assessment: A review. Ecosyst Serv 25:15–27
Wolch JR, Byrne JA, Newell JP (2014) Urban green space, public health, and environmental justice: The challenge of making cities “just green enough.” Landsc Urban Plan 125:234–244
**ao C, Shi Q, Gu CJ (2021) Assessing the spatial distribution pattern of street greenery and its relationship with Socioeconomic Status and the Built Environment in Shanghai. China Land 10(8):871
**ao Y, **e G (2009) Comprehensive valuation of the ecosystem services of rice paddies in Shanghai. Resour Sci 31:38–47
**e G, Gai L, Pei X et al (2011) Research on noise reduction service of road green Spaces - A Case Study of Bei**g. J Nat Resour 26(9):1526–1534
**u M (2016) Evaluation of ecosystem services of Forest Shelterbelt Systems in Shanghai Chemical Industry Park. J Green Sci Technol 15:171–173
Xu H, Zhao F, Zhang W et al (2015) Research on evaluation indicators system of river ecosystem in Shanghai. Conference on Water Resource Ecological Conservation and Water Pollution Control. Haikou, China
Xu Q, Yang R, Zhuang D et al (2021) Spatial gradient differences of ecosystem services supply and demand in the Pearl River Delta region. J Clean Prod 279:123849
Yao G, **e H (2016) Rural spatial restructuring in ecologically fragile mountainous areas of southern China: A case study of Changgang Town, Jiangxi Province. J Rural Stud 47:435–448
Yang Y, Yang H, Cheng Y (2021) Why is it crucial to evaluate the fairness of natural capital consumption in urban agglomerations in terms of ecosystem services and economic contribution? Sustain Cities Soc 65:102644
Zhai T, Wang J, ** Z et al (2020) Did improvements of ecosystem services supply-demand imbalance change environmental spatial injustices? Ecol Ind 111:106068
Zhang B, **e Z, Gao J et al (2021) Assessment on the cooling effect of urban green spaces in Shanghai. J Nat Resour 36:1334–1345
Zhang W (2017) Urban green infrastructure ecosystem services evaluation and application in planning and design practice. Bei**g Forestry University, Ph.D
Zhong W, **ng Z (2012) Analysis on cost and benefit of carbon sequestration in each province of China: based on afforestation and reforestation project. China Popul Resour Environ 22:33–41
Funding
This material is based in part upon work supported by Projects of International Cooperation and Exchanges NSFC (T2261129476). Any opinions, findings, and conclusions or recommendations expressed in this material are those of the authors and do not necessarily reflect the views of any funding agencies.
Author information
Authors and Affiliations
Contributions
Chenjie Gu wrote the main manuscript text. Qian Shi and Chao **ao prepared the methodology and resources. All authors reviewed the manuscript.
Corresponding author
Ethics declarations
Competing interests
The authors declare no competing interests.
Rights and permissions
Springer Nature or its licensor (e.g. a society or other partner) 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
Gu, C., Shi, Q. & Tongji, C. Evaluating the driving factors of the environmental injustice caused by the spatial mismatch of ecosystem services in mega cities in China. Urban Ecosyst (2024). https://doi.org/10.1007/s11252-024-01518-0
Accepted:
Published:
DOI: https://doi.org/10.1007/s11252-024-01518-0