ORIGINAL RESEARCH
Quantitative Analysis of Drivers of Ecosystem Service Evolution
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1
School of Architecture and Planning, Anhui Jianzhu University, Hefei, 230601, China
 
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Collaborative Innovation Center for Urbanization Construction of Anhui Province, Anhui Jianzhu University, Hefei 230601, China.
 
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School of Landscape Architecture, Nanjing Forestry University, Nanjing, 210037, China
 
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School of Civil Engineering, Tianjin University, Tianjin, 300072, China
 
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Institute of Water Resources and Hydropower Research, Beijing, 100044, China
 
 
Submission date: 2024-08-05
 
 
Final revision date: 2024-09-15
 
 
Acceptance date: 2024-11-10
 
 
Online publication date: 2025-02-28
 
 
Publication date: 2026-01-29
 
 
Corresponding author
Haoran Yu   

School of Landscape Architecture, Nanjing Forestry University, Nanjing, 210037, China
 
 
Xinchen Gu   

School of Civil Engineering, Tianjin University, Tianjin, 300072, China
 
 
Pol. J. Environ. Stud. 2026;35(1):395-412
 
KEYWORDS
TOPICS
ABSTRACT
Intensive human activities and climate change have led to the degradation of regional ecosystem functions. Accurately assessing the dynamics of ecosystem services and their driving factors is essential for developing differentiated ecological management strategies and supporting regional sustainable development. However, understanding the responses of ESs’ drivers across different spatial scales in various geographic contexts remains limited. This study focuses on the Hefei Metropolitan Area, utilizing the InVEST model to evaluate changes in four ESs: water yield, soil retention, carbon storage, and habitat quality from 2000 to 2022. The Optimal Parameter Geodetector (OPGD) model was employed to quantify the driving factors at different spatial scales. The results reveal a general decline in water yield, soil retention, and carbon storage, while habitat quality has improved. The spatial distribution of ESs exhibits a pattern of "high in the west, low in the east; high in the south, low in the north." Natural factors predominantly influence the changes in water yield and soil retention, while human activities significantly impact the spatial variation of carbon storage and habitat quality. The optimal spatial scale for detecting driving factors is 7~8 km. The findings provide a theoretical basis for optimizing ecological space in rapidly urbanizing areas.
CONFLICT OF INTEREST
The authors declare that they have no known competing financial interests or personal relationships that could have appeared to influence the work reported in this paper.
REFERENCES (64)
1.
BISHOP J., BRINK P.T., GUNDIMEDA H., KUMAR P., NESSHÖVER C., SCHRÖTER-SCHLAACK C., SIMMONS B., SUKHDEV P., WITTMER H. The economics of ecosystems and biodiversity: mainstreaming the economics of nature: a synthesis of the approach, conclusions and recommendations of TEEB. UNEP, 2010.
 
2.
CARPENTER S.R., DEFRIES R., DIETZ T., MOONEY H.A., POLASKY S., REID W.V., SCHOLES R.J. Millennium ecosystem assessment: research needs. American Association for the Advancement of Science, 2006. https://doi.org/10.1126/scienc... PMid:17038608.
 
3.
COSTANZA R., D'ARGE R., DE GROOT R., FARBER S., GRASSO M., HANNON B., LIMBURG K., NAEEM S., O'NEILL R., PARUELO J. The value of the world's ecosystem services and natural capital. Nature, 387 (6630), 253, 1997. https://doi.org/10.1038/387253....
 
4.
ZHANG X.F., HAN R.Q., YANG S.J., YANG Y., TANG X.T., QU W.J. Identification of bundles and driving factors of ecosystem services at multiple scales in the eastern China region. Ecological Indicators, 158, 14, 2024. https://doi.org/10.1016/j.ecol....
 
5.
HERNÁNDEZ-BLANCO M., COSTANZA R., CHEN H.J., DE GROOT D., JARVIS D., KUBISZEWSKI I., MONTOYA J., SANGHA K., STOECKL N., TURNER K., VAN'T HOFF V. Ecosystem health, ecosystem services, and the well-being of humans and the rest of nature. Global Change Biology, 28 (17), 5027, 2022. https://doi.org/10.1111/gcb.16... PMid:35621920.
 
6.
FAROOQI T.J.A., IRFAN M., PORTELA R., ZHOU X., SHULIN P., ALI A. Global progress in climate change and biodiversity conservation research. Global Ecology and Conservation, 38, 15, 2022. https://doi.org/10.1016/j.gecc....
 
7.
MORENO-MATEOS D., ALBERDI A., MORRIËN E., VAN DER PUTTEN W.H., RODRÍGUEZ-UÑA A., MONTOYA D. The long-term restoration of ecosystem complexity. Nature Ecology & Evolution, 4 (5), 676, 2020. https://doi.org/10.1038/s41559... PMid:32284582.
 
8.
LIU W., ZHAN J.Y., ZHAO F., WANG C., ZHANG F., TENG Y.M., CHU X., KUMI M.A. Spatio-temporal variations of ecosystem services and their drivers in the Pearl River Delta, China. Journal of Cleaner Production, 337, 11, 2022. https://doi.org/10.1016/j.jcle....
 
9.
JIN Z., XIONG C., LUAN Q., WANG F. Dynamic Evolutionary Analysis of Land Use/Cover and Ecosystem Service Values on Hainan Island. International Journal of Environmental Research and Public Health, 20 (1), 18, 2023. https://doi.org/10.3390/ijerph... PMid:36613094 PMCid:PMC9819329.
 
10.
LI G.Y., JIANG C.H., GAO Y., DU J. Natural driving mechanism and trade-off and synergy analysis of the spatiotemporal dynamics of multiple typical ecosystem services in Northeast Qinghai-Tibet Plateau. Journal of Cleaner Production, 374, 14, 2022. https://doi.org/10.1016/j.jcle....
 
11.
ALEMU I.J.B., RICHARDS D.R., GAW L.Y.F., MASOUDI M., NATHAN Y., FRIESS D.A. Identifying spatial patterns and interactions among multiple ecosystem services in an urban mangrove landscape. Ecological Indicators, 121, 14, 2021. https://doi.org/10.1016/j.ecol....
 
12.
CORDIER M., AGÚNDEZ J.A.P., HECQ W., HAMAIDE B. A guiding framework for ecosystem services monetization in ecological-economic modeling. Ecosystem Services, 8, 86, 2014. https://doi.org/10.1016/j.ecos....
 
13.
WU N.D., YANG Y., LIU D.X. Relevant practices for evaluating the value of overseas water ecosystem services. Water Resources Development Research, 23 (12), 14, 2023. https://doi.org/10.2166/ws.202....
 
14.
GAO J.R., WANG K.P., XIE M.K., ZHAO Y.C., WANG X.Y., LIU C.H., ZHANG Y.L. Exploring Natural-Social Impacts on the Complex Interactions of Ecosystem Services in Ecosystem Service Bundles. Ecosystem Health and Sustainability, 10, 0236, 2024. https://doi.org/10.34133/ehs.0....
 
15.
FU Y.J., SHI X.Y., HE J., YUAN Y., QU L.L. Identification and optimization strategy of county ecological security pattern: A case study in the Loess Plateau, China. Ecological Indicators, 112, 10, 2020. https://doi.org/10.1016/j.ecol....
 
16.
SUN X., YANG P., TAO Y., BIAN H. Improving ecosystem services supply provides insights for sustainable landscape planning: A case study in Beijing, China. Science of the Total Environment, 802, 13, 2022. https://doi.org/10.1016/j.scit... PMid:34461482.
 
17.
ZHAN J.Y., ZHANG F., CHU X., LIU W., ZHANG Y. Ecosystem services assessment based on emergy accounting in Chongming Island, Eastern China. Ecological Indicators, 105, 464, 2019. https://doi.org/10.1016/j.ecol....
 
18.
AROWOLO A., DENG X., OLATUNJI O., OBAYELU A. Assessing changes in the value of ecosystem services in response to land-use/land-cover dynamics in Nigeria. Science of the Total Environment, 636, 597, 2018. https://doi.org/10.1016/j.scit... PMid:29723833.
 
19.
BAGSTAD K.J., VILLA F., JOHNSON G.W., VOIGT B. ARIES-Artificial Intelligence for Ecosystem Services: A guide to models and data, version 1.0. ARIES report series, 1, 2011.
 
20.
VAN RIPER C.J., KYLE G.T., SUTTON S.G., BARNES M., SHERROUSE B.C. Mapping outdoor recreationists' perceived social values for ecosystem services at Hinchinbrook Island National Park, Australia. Applied Geography, 35 (1-2), 164, 2012. https://doi.org/10.1016/j.apge....
 
21.
YANG Q.Q., ZHANG P., QIU X.C., XU G.L., CHI J.Y. Spatial-temporal variations and trade-offs of ecosystem services in Anhui Province, China. International Journal of Environmental Research and Public Health, 20 (1), 855, 2023. https://doi.org/10.3390/ijerph... PMid:36613177 PMCid:PMC9819523.
 
22.
NDONG G., VILLERD J., COUSIN I., THEROND O. Using a multivariate regression tree to analyze tradeoffs between ecosystem services: Application to the main cropping area in France. Science of the Total Environment, 764, 12, 2021. https://doi.org/10.1016/j.scit... PMid:33077232.
 
23.
LI W., WANG L., YANG X., LIANG T., ZHANG Q., LIAO X., WHITE J., RINKLEBE J. Interactive influences of meteorological and socioeconomic factors on ecosystem service values in a river basin with different geomorphic features. Science of the Total Environment, 829, 9, 2022. https://doi.org/10.1016/j.scit... PMid:35302013.
 
24.
DUOLAITI X., KASIMU A., REHEMAN R., AIZIZI Y., WEI B.H. Assessment of water yield and water purification services in the arid zone of northwest China: The case of the Ebinur Lake Basin. Land, 12 (3), 533, 2023. https://doi.org/10.3390/land12....
 
25.
CHENG C., LIU Y.L., LIU Y.F., YANG R.F., HONG Y.S., LU Y.C., PAN J.W., CHEN Y.Y. Cropland use sustainability in Cheng-Yu Urban Agglomeration, China: Evaluation framework, driving factors and development paths. Journal of Cleaner Production, 256, 120692, 2020. https://doi.org/10.1016/j.jcle....
 
26.
WANG J.F., XU C.D. Geodetector: Principle and prospective. Acta Geographica Sinica, 72 (1), 19, 2017.
 
27.
YANG D., LIU W., TANG L.Y., CHEN L., LI X.Z., XU X.L. Estimation of water provision service for monsoon catchments of South China: Applicability of the InVEST model. Landscape and Urban Planning, 182, 133, 2019. https://doi.org/10.1016/j.land....
 
28.
ZHAO X.Y., TAN S.C., LI Y.P., WU H., WU R.J. Quantitative analysis of fractional vegetation cover in southern Sichuan urban agglomeration using optimal parameter geographic detector model, China. Ecological Indicators, 158, 15, 2024. https://doi.org/10.1016/j.ecol....
 
29.
SONG Y.Z., WANG J.F., GE Y., XU C.D. An optimal parameters-based geographical detector model enhances geographic characteristics of explanatory variables for spatial heterogeneity analysis: cases with different types of spatial data. GIScience & Remote Sensing, 57 (5), 593, 2020. https://doi.org/10.1080/154816....
 
30.
ZHANG R., CHEN Y., ZHANG X.F., FANG X., MA Q., REN L. Spatial-temporal Pattern and Driving Factors of Flash Flood Disasters in Jiangxi Province Analyzed by Optimal Parameters-Based Geographical Detector. Geographical Geo-Information, 37, 72, 2021.
 
31.
LI C., QIAO W.F., GAO B.P., CHEN Y. Unveiling spatial heterogeneity of ecosystem services and their drivers in varied landform types: Insights from the Sichuan-Yunnan ecological barrier area. Journal of Cleaner Production, 442, 14, 2024. https://doi.org/10.1016/j.jcle....
 
32.
XIA H., YUAN S.F., PRISHCHEPOV A.V. Spatial-temporal heterogeneity of ecosystem service interactions and their social-ecological drivers: Implications for spatial planning and management. Resources, Conservation and Recycling, 189, 106767, 2023. https://doi.org/10.1016/j.resc....
 
33.
WANG X.Z., WU J.Z., LIU Y.L., HAI X.Y., SHANGUAN Z.P., DENG L. Driving factors of ecosystem services and their spatiotemporal change assessment based on land use types in the Loess Plateau. Journal of Environmental Management, 311, 114835, 2022. https://doi.org/10.1016/j.jenv... PMid:35306366.
 
34.
FANG L.L., WANG L.C., CHEN W.X., SUN J., CAO Q., WANG S.Q., WANG L.Z. Identifying the impacts of natural and human factors on ecosystem service in the Yangtze and Yellow River Basins. Journal of Cleaner Production, 314, 127995, 2021. https://doi.org/10.1016/j.jcle....
 
35.
PENG J., TIAN L., LIU Y.X., ZHAO M.Y., HU Y.N., WU J.S. Ecosystem services response to urbanization in metropolitan areas: Thresholds identification. Science of the Total Environment, 607, 706, 2017. https://doi.org/10.1016/j.scit... PMid:28711000.
 
36.
WANG Y.Z., GU X.C., YU H.R. Spatiotemporal variation in the Yangtze River Delta Urban agglomeration from 1980 to 2020 and future trends in ecosystem services. Land, 12 (4), 929, 2023. https://doi.org/10.3390/land12....
 
37.
ZHAO N.Z., LIU Y., CAO G.F., SAMSON E.L., ZHANG J.Q. Forecasting China's GDP at the pixel level using nighttime lights time series and population images. GIScience & Remote Sensing, 54 (3), 407, 2017. https://doi.org/10.1080/154816....
 
38.
International Institute for Applied Systems Analysis. Harmonized World Soils Database version 2.0. Available online: https://pure.iiasa.ac.at/id/ep... (accessed on 25 December 2023).
 
39.
IEA-International Energy Agency. Available online: https://www.iea.org/data-and-s... (accessed on 15 February 2024).
 
40.
SCHIRPKE U., TASSER E., BORSKY S., BRAUN M., EITZINGER J., GAUBE V., GETZNER M., GLATZEL S., GSCHWANTNER T., KIRCHNER M. Past and future impacts of land-use changes on ecosystem services in Austria. Journal of Environmental Management, 345, 118728, 2023. https://doi.org/10.1016/j.jenv....
 
41.
KANKAM S., OSMAN A., INKOOM J.N., FÜRST C. Implications of spatio-temporal land use/cover changes for ecosystem services supply in the coastal landscapes of Southwestern Ghana, West Africa. Land, 11 (9), 1408, 2022. https://doi.org/10.3390/land11....
 
42.
ZHANG W. Discussion on urban water ecological management model in Anhui Province. Water Resources Development Research, 228 (6), 32, 2020.
 
43.
ZHANG H.J., PANG Q., HUA Y.W., LI X.X., LIU K. Linking ecological red lines and public perceptions of ecosystem services to manage the ecological environment: A case study in the Fenghe River watershed of Xi'an. Ecological Indicators, 113, 14, 2020. https://doi.org/10.1016/j.ecol....
 
44.
LI Y.Y., MA X.S., QI G.H., WU Y.L. Studies on water retention function of Anhui Province based on InVEST model of parameter localization. Resour. Environ. Yangtze Basin, 31 (2), 313, 2022.
 
45.
WU N., CHEN N., CHENG P., SONG T. Evaluation of carbon storage on terrestrial ecosystem responses to land cover change under five future scenarios in Anhui Province. Resources and Environment in the Yangtze Basin, 32 (2), 415, 2023.
 
46.
YUE S.J., JI G.X., CHEN W.Q., HUANG J.C., GUO Y.L., CHENG M.Y. Spatial and Temporal Variability Characteristics of Future Carbon Stocks in Anhui Province under Different SSP Scenarios Based on PLUS and InVEST Models. Land, 12 (9), 1668, 2023. https://doi.org/10.3390/land12....
 
47.
CAO Y., WANG C., SU Y., DUAN H., WU X., LU R., SU Q., WU Y., CHU Z. Study on Spatiotemporal Evolution and Driving Forces of Habitat Quality in the Basin along the Yangtze River in Anhui Province Based on InVEST Model. Land, 12 (5), 1092, 2023. https://doi.org/10.3390/land12....
 
48.
SHARP R., CHAPLIN-KRAMER R., WOOD S., GUERRY A., DOUGLASS J. InVEST User's Guide, 2018.
 
49.
ARMOSKAITE A., AIGARS J., ANDERSONE I., HANSEN H.S., SCHRODER L., STRAKE S. Assessing change in habitat composition, ecosystem functioning and service supply in Latvian protected stony reefs. Journal of Environmental Management, 298, 12, 2021. https://doi.org/10.1016/j.jenv....
 
50.
YU F., CHENG X.F., ZHAO M.S. Evaluation of soil erosion sensitivity in Anhui Province. Yangtze River, 40 (9), 32, 2009.
 
51.
WANG B., ZHENG F., GUAN Y. Improved USLE-K factor prediction: A case study on water erosion areas in China. International Soil and Water Conservation Research, 4 (3), 168, 2016. https://doi.org/10.1016/j.iswc....
 
52.
BENAVIDEZ R., JACKSON B., MAXWELL D., NORTON K. A review of the (Revised) Universal Soil Loss Equation ((R)USLE): With a view to increasing its global applicability and improving soil loss estimates. Hydrology and Earth System Sciences, 22 (11), 6059, 2018. https://doi.org/10.5194/hess-2....
 
53.
XU S.J., DENG L., ZHAO M.S., CHEN X., SHIQI Q. Spatial-temporal characteristics of soil erosion in Anhui Province from 1980 to 2020. Science Technology and Engineering, 23 (1), 109, 2023.
 
54.
WANG W.Z., JIAO J.Y. Quantitative evaluation on factors influencing soil erosion in China. Bulletin of Soil and Water Conservation, 1996.
 
55.
ZHAO M.S., LI D.C., ZHANG G.L. Dynamic Evolution and Prediction of Soil Erosion in Anhui Province from 1980 to 2010. Soils, 48, 588, 2016.
 
56.
VIDAL-ABARCA GUTIÉRREZ M.R., NICOLÁS-RUIZ N., SÁNCHEZ-MONTOYA M.D.M., SUÁREZ ALONSO M.L. Ecosystem services provided by dry river socio-ecological systems and their drivers of change. Hydrobiologia, 850 (12), 2585, 2023. https://doi.org/10.1007/s10750....
 
57.
QIAO Y.J., ZHANG H., HAN X.Y., LIU Q.B., LIU K., HU M.T., PEI W.M. Exploring drivers of water conservation function variation in Heilongjiang Province from a geospatial perspective. Acta Ecologica Sinica, 43, 2711, 2023. https://doi.org/10.5846/stxb20....
 
58.
YAN X.Y., HUANG M.Y., TANG Y.R., GUO Q., WU X., ZHANG G.Z. Study on the Dynamic Change of Land Use in Megacities and Its Impact on Ecosystem Services and Modeling Prediction. Sustainability, 16 (13), 5364, 2024. https://doi.org/10.3390/su1613....
 
59.
LI N., SUN P.L., ZHANG J.Y., MO J.X., WANG K. Spatiotemporal evolution and driving factors of ecosystem services' transformation in the Yellow River basin, China. Environmental Monitoring and Assessment, 196 (3), 252, 2024. https://doi.org/10.1007/s10661... PMid:38340175.
 
60.
LIU Q., QIAO J.J., LI M.J., HUANG M.J. Spatiotemporal heterogeneity of ecosystem service interactions and their drivers at different spatial scales in the Yellow River Basin. Science of the Total Environment, 908, 168486, 2024. https://doi.org/10.1016/j.scit... PMid:37952663.
 
61.
ANSLEY R.J., RIVERA-MOMROY V.H., GRIFFIS-KYLE K., HOAGLAND B., EMERT A., FAGIN T., LOSS S.R., MCCARTHY R.H., SMITH N.G., WARING E.F. Assessing impacts of climate change on selected foundation species and ecosystem services in the South-Central USA. Ecosphere, 14 (2), e4412, 2023. https://doi.org/10.1002/ecs2.4....
 
62.
YU H.R., XIAO H.W., GU X.C. Integrating species distribution and piecewise linear regression model to identify functional connectivity thresholds to delimit urban ecological corridors. Computers, Environment and Urban Systems, 113, 102177, 2024. https://doi.org/10.1016/j.comp....
 
63.
WANG Y.Z., JI Y.W., YU H.R., LAI X.Y. Measuring the Relationship between Physical Geographic Features and the Constraints on Ecosystem Services from Urbanization Development. Sustainability, 14 (13), 8149, 2022. https://doi.org/10.3390/su1413....
 
64.
SUN Y.H., HAO Z.Y., YANG Y., YE D.D., LIU J.H., LIU B.Y. Research on Beijing's water planning system based on the national space planning system. Water Resources Development Research, 2024.
 
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