Abstract
Exploring the role of landscape patterns in the trade-offs/synergies among ecosystem services (ESs) is helpful for understanding ES generation and transmission processes and is of great significance for multiple ES management. However, few studies have addressed the potential spatial–temporal heterogeneity in the influence of landscape patterns on trade-offs/synergies among ESs. This study assessed the landscape patterns and five typical ESs (water retention (WR), food supply (FS), habitat quality (HQ), soil retention (SR), and landscape aesthetics (LA)) on the Loess Plateau of northern Shaanxi and used the revised trade-off/synergy degree indicator to measure trade-offs/synergies among ESs. The multiscale geographically weighted regression (MGWR) model was constructed to determine the spatial–temporal heterogeneity in the influence of landscape patterns on the trade-offs/synergies. The results showed that (1) from 2000 to 2010, the increase in cultivated land and the decrease in forestland and grassland increased landscape diversity and decreased landscape heterogeneity and fragmentation. During 2010—2020, the change range decreased, the spatial distribution was homogeneous, and the landscape diversity and fragmentation in the northwestern area increased significantly. (2) The supply of the five ESs continued to increase from 2000 to 2020. During 2000—2010, FS—SR, FS—LA and SR—LA were dominated by synergies. From 2010 to 2020, the proportion of trade-off units in all relationships increased, and HQ—FS, HQ—SR and HQ—LA were dominated by trade-offs. (3) Landscape patterns had complex impacts on trade-offs/synergies, and the same landscape variable could have the opposite impact on specific trade-offs/synergies in different periods and areas. The results of this study will inform managers in developing regional sustainable ecosystem management strategies and advocating for more research to address ecological issues from a spatial–temporal perspective.
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All data included in this study are available upon request by contact with the corresponding author.
References
Arnáez J, Lana-Renault N, Lasanta T, Ruiz-Flaño P, Castroviejo J (2015) Effects of farming terraces on hydrological and geomorphological processes. A review. Catena 128:122–134. https://doi.org/10.1016/j.catena.2015.01.021
Badora K, Wróbel R (2020) Changes in the Spatial Structure of the Landscape of Isolated Forest Complexes in the 19th and 20th Centuries and Their Potential Effects on Supporting Ecosystem Services Related to the Protection of Biodiversity Using the Example of the Niemodlin Forests (SW Poland). Sustainability 12(10):4237. https://doi.org/10.3390/su12104237
Bao YB, Li T, Liu H, Ma T, Wang HX, Liu K, Shen X, Liu XH (2016) Spatial and temporal changes of water conservation of Loess Plateau in northern Shaanxi province by InVEST model. Geogr Res 35(04):664–676. https://doi.org/10.11821/dlyj201604006
Bennett EM, Peterson GD, Gordon LJ (2009) Understanding relationships among multiple ecosystem services. Ecol Lett 12(12):1394–1404. https://doi.org/10.1111/j.1461-0248.2009.01387.x
Chen WX, Zeng J, Chu YM, Liang JL (2021) Impacts of Landscape Patterns on Ecosystem Services Value: A Multiscale Buffer Gradient Analysis Approach. Remote Sens 13(13):2551. https://doi.org/10.3390/rs13132551
Costanza R, de Groot R, Farber S, Grasso M, Hannon B, Limburg K, Naeem S, O’neill RV, Paruelo J, Raskin RG, Sutton P, Van Den Belt M (1998) The value of the world# s ecosystem services and natural capital. Ecol Econ 25(1):3–15. https://doi.org/10.1016/S0921-8009(98)00020-2
Daily GC (1997) Nature’s Service: Societal Dependence on Nature Ecosystem, 4th edn. Island Press, Washington, DC
Foley JA, DeFries R, Asner GP, Barford C, Bonan G, Carpenter SR, Chapin FS, Coe MT, Daily GC, Gibbs HK, Helkowski JH, Holloway T, Howard EA, Kucharik CJ, Monfreda C, Patz JA, Prentice IC, Ramankutty N, Snyder PK (2005) Global Consequences of Land Use. Science 309(5734):570–574. https://doi.org/10.1126/science.1111772
Fotheringham AS, Yang WB, Kang W (2017) Multiscale Geographically Weighted Regression (MGWR). Ann Am Assoc Geogr 107(6):1247–1265. https://doi.org/10.1080/24694452.2017.1352480
Frank S, Fürst C, Koschke L, Witt A, Makeschin F (2013) Assessment of landscape aesthetics—validation of a landscape metrics-based assessment by visual estimation of the scenic beauty. Ecol Ind 32:222–231. https://doi.org/10.1016/j.ecolind.2013.03.026
He JY, Jiang XH, Lei YX (2023) Effects of ecological engineering on spatio-temporal changes of key ecosystem services on the Loess Plateau: A case study in the Yanhe River Basin, China. Acta Ecologica Sinica 43(12):1–12. https://doi.org/10.5846/stxb202205121332
Howe C, Suich H, Vira B, Mace GM (2014) Creating win-wins from trade-offs? Ecosystem services for human well-being: A meta-analysis of ecosystem service trade-offs and synergies in the real world. Glob Environ Chang 28:263–275. https://doi.org/10.1016/j.gloenvcha.2014.07.005
Hu S, Cao MM, Liu Q, Zhang TQ, Qiu HJ, Liu W, Song JX (2014) Comparative study on the soil conservation function of InVEST model under different perspectives. Geogr Res 33(12):2393–2406. https://doi.org/10.11821/dlyj201412016
Karimi JD, Harris JA, Corstanje R (2021) Using Bayesian Belief Networks to assess the influence of landscape connectivity on ecosystem service trade-offs and synergies in urban landscapes in the UK. Landsc Ecol 36(11):3345–3363. https://doi.org/10.1007/s10980-021-01307-6
Lamy T, Liss KN, Gonzalez A, Bennett EM (2016) Landscape structure affects the provision of multiple ecosystem services. Environ Res Lett 11(12):124017. https://doi.org/10.1088/1748-9326/11/12/124017
Lavorel S, Grigulis K, Richards DR, Etherington TR, Law RM, Herzig A (2022) Templates for multifunctional landscape design. Lands Ecol 1–22. https://doi.org/10.1007/s10980-021-01377-6
Lee H, Lautenbach S (2016) A quantitative review of relationships between ecosystem services. Ecol Ind 66:340–351. https://doi.org/10.1016/j.ecolind.2016.02.004
Li JH, Zhou KC, Xie BG, Xiao JY (2021) Impact of landscape pattern change on water-related ecosystem services: Comprehensive analysis based on heterogeneity perspective. Ecol Ind 133:108372. https://doi.org/10.1016/j.ecolind.2021.108372
Li T, Liang XY, Zhang J, Geng Y, Geng TW, Shi JX (2023) Ecosystem service trade-of and synergy relationship and its driving factor analysis based on Bayesian belief network: a case study of the Loess Plateau in northern Shaanxi Province. Acta Ecol Sin 43(16):6758–6771. https://doi.org/10.5846/stxb202205041231
Li SC, Zhang CY, Liu JL, Zhu WB, Ma C, Wang J (2013) The tradeoffs and synergies of ecosystem services: Research progress, development trend, and themes of geography. Geogr Res 32(8):1379–1390. http://www.dlyj.ac.cn/CN/Y2013/V32/I8/1379
Liu LY, Bian ZQ, Ding SY (2018a) Effects of landscape spatial heterogeneity on the generation and provision of ecosystem services. Acta Ecol Sin 38(18):6412–6421. https://doi.org/10.5846/stxb201801160119
Liu XN, Pei S, Chen L, Liu CL (2018) Study on Soil Conservation Service of Ecosystem Based on InVEST Model in Mentougou District of Beijing. Res Soil Water Conserv 25(6):168–176. https://doi.org/10.13869/j.cnki.rswc.2018.06.025
Liu D, Chen H, Geng TW, Zhang H, Shi QQ (2020) Spatiotemporal changes of regional ecological risks in Shaanxi Province based on geomorphologic regionalization. Prog Geogr 39(2):243–254. https://doi.org/10.18306/dlkxjz.2020.02.006
Lovett GM, Jones CG, Turner MG, Weathers KC (2005) Ecosystem Function in Heterogeneous Landscapes. Springer, New York
Lyu RF, Zhao WP, Tian XL, Zhang JM (2022) Non-linearity impacts of landscape pattern on ecosystem services and their trade-offs: A case study in the City Belt along the Yellow River in Ningxia, China. Ecol Indic 136:108608. https://doi.org/10.1016/j.ecolind.2022.108608
McGarigal K, Cushman SA, Ene E (2012) FRAGSTATS v4: spatial pattern analysis program for categorical and continuous maps. Computer software program produced by the authors at the University of Massachusetts, Amherst. Available at: the following web site: http://www.umass.edu/landeco/research/fragstats/fragstats.html
Millennium Ecosystem Assessment (2005) Ecosystems and Human Well-Being: Synthesis. Island Press, Washington, DC
Nelson KS, Burchfield EK (2021) Landscape complexity and US crop production. Nature Food 2(5):330–338. https://doi.org/10.1038/s43016-021-00281-1
Oshan TM, Li ZQ, Kang W, Wolf LJ, Fotheringham AS (2019) MGWR: A Python Implementation of Multiscale Geographically Weighted Regression for Investigating Process Spatial Heterogeneity and Scale. ISPRS Int J Geo Inf 8(6):269. https://doi.org/10.3390/ijgi8060269
Peng J, Chen X, Liu YX, Lu HL, Hu XX (2016) Spatial identification of multifunctional landscapes and associated influencing factors in the Beijing-Tianjin-Hebei region, China. Appl Geogr 74:170–181. https://doi.org/10.1016/j.apgeog.2016.07.007
Qiu JX, Turner MG (2013) Spatial interactions among ecosystem services in an urbanizing agricultural watershed. Proc Natl Acad Sci 110(29):12149–12154. https://doi.org/10.1073/pnas.1310539110
Qiu JX, Turner MG (2015) Importance of landscape heterogeneity in sustaining hydrologic ecosystem services in an agricultural watershed. Ecosphere 6(11):1–19. https://doi.org/10.1890/ES15-00312.1
Qiu JX, Queiroz C, Bennett EM, Cord AF, Crouzat E, Lavorel S, Maes J, Meacham M, Norström AV, Peterson GD, Deng R, Turner MG (2021) Land-use intensity mediates ecosystem service tradeoffs across regional social-ecological systems. Ecosyst People 17(1):264–278. https://doi.org/10.1080/26395916.2021.1925743
Ran PL, Hu SG, Frazier Amy E, Yang SF, Song XY, Qu SJ (2023) The dynamic relationships between landscape structure and ecosystem services: An empirical analysis from the Wuhan metropolitan area, China. J Environ Manag 325:116575. https://doi.org/10.1016/j.jenvman.2022.116575
Rieb JT, Bennett EM (2020) Landscape structure as a mediator of ecosystem service interactions. Landsc Ecol 35:2863–2880. https://doi.org/10.1007/s10980-020-01117-2
Seppelt R, Beckmann M, Ceauşu S, Cord AF, Gerstner K, Gurevitch J, Kambach S, Klotz S, Mendenhall C, Phillips HRP, Powell K, Verburg PH, Verhagen W, Winter M, Newbold T (2016) Harmonizing biodiversity conservation and productivity in the context of increasing demands on landscapes. Bioscience 66(10):890–896. https://doi.org/10.1093/biosci/biw004
Shi JX, Liang XY, Li HQ, Wei Z (2023) Impact of landscape pattern on ecosystem service trade-offs in the Loess Plateau of Northern Shaanxi. Acta Ecol Sin 43(21):1–15. https://doi.org/10.20103/j.stxb.202211053163
Su CH, Fu BJ (2012) Discussion on Links Among Landscape Pattern, Ecological Process, and Ecosystem Services. Chin J Nat 34(5):277–283. https://doi.org/10.3969/j.issn.0253-9608.2012.05.005
Sun G, Zhou GY, Zhang ZQ, Wei XH, McNulty SG, Vose JM (2006) Potential water yield reduction due to forestation across China. J Hydrol 328(3–4):548–558. https://doi.org/10.1016/j.jhydrol.2005.12.013
Tanner EP, Fuhlendorf SD (2018) Impact of an agri-environmental scheme on landscape patterns. Ecol Ind 85:956–965. https://doi.org/10.1016/j.ecolind.2017.11.043
Turner BL, Lambin EF, Reenberg A (2007) The emergence of land change science for global environmental change and sustainability. Proc Natl Acad Sci 104(52):20666–20671. https://doi.org/10.1073/pnas.0704119104
Turner MG, Donato DC, Romme WH (2013) Consequences of spatial heterogeneity for ecosystem services in changing forest landscapes: priorities for future research. Landsc Ecol 28(6):1081–1097. https://doi.org/10.1007/s10980-012-9741-4
Wang BY, Liu ZC, Mei YT, Li WJ (2019) Assessment of Ecosystem Service Quality and Its Correlation with Landscape Patterns in Haidian District, Beijing. Int J Environ Res Public Health 16(7):1248. https://doi.org/10.3390/ijerph16071248
Wang G, Yue DP, Niu T, Yu Q (2022a) Regulated Ecosystem Services Trade-Offs: Synergy Research and Driver Identification in the Vegetation Restoration Area of the Middle Stream of the Yellow River. Remote Sens 14(3):718. https://doi.org/10.3390/rs14030718
Wang QK, Wu W, Yang XQ, Sang GQ (2022b) Spatial-temporal changes and driving factors of habitat quality in Shaanxi Province during the past 20 years. Arid Zone Res 39(5):1684–1694. https://doi.org/10.13866/j.azr.2022.05.32
Wang Y, Zhao PX, Li ZG, Xia B, Gao JZ, Ma PY (2022c) Ecosystem Service Dynamics and Hotspot Identification under the Background of Grain to Green Program in Northern Shaanxi. J North China Univ Water Resour Electr Power (Natural Science Edition) 43(5):92–100. https://doi.org/10.19760/j.ncwu.zk.2022068
Wang SQ, Liu YX, Li Y, Fu BJ (2023) Research progress on the ecosystem services on the Loess Plateau during the recent 20 years. Acta Ecol Sin 43(1):26–37. https://doi.org/10.5846/stxb202204291190
Wu F, Liang YJ, Peng SZ, Huang JJ, Liu LJ (2022) Challenges in trade-off governance of ecosystem services: Evidence from the loess plateau in China. Ecol Ind 145:109686. https://doi.org/10.1016/j.ecolind.2022.109686
Xia HJ, Kong WJ, Zhou G, Sun OJ (2021) Impacts of landscape patterns on water-related ecosystem services under natural restoration in Liaohe River Reserve, China. Sci Total Environ 792:148290. https://doi.org/10.1016/j.scitotenv.2021.148290
Xue S, Liu GB, Zhang C, Fan LX (2011) Effects of terracing slope cropland on soil quality in Hilly Region of Loess Plateau. Trans Chin Soc Agric Eng 27(4):310–316. https://doi.org/10.3969/j.issn.1002-6819.2011.04.054
Xue CL, Chen XH, Xue LR, Zhang HQ, Chen JP, Li DL (2022a) Modeling the spatially heterogeneous relationships between tradeoffs and synergies among ecosystem services and potential drivers considering geographic scale in Bairin Left Banner, China. Sci Total Environ 855:158834. https://doi.org/10.1016/j.scitotenv.2022.158834
Xue CL, Zhang HQ, Wu SM, Chen JP, Chen XH (2022b) Spatial-temporal evolution of ecosystem services and its potential drivers: a geospatial perspective from Bairin Left Banner, China. Ecol Indic 137:108760. https://doi.org/10.1016/j.ecolind.2022.108760
Yu XX, Zhou B, Lv XZ, Yang ZG (2012) Evaluation of Water Conservation Function in Mountain Forest Areas of Beijing Based on InVEST Model. Sci Silvae Sin 48(10):1–5. https://doi.org/10.11707/j.1001-7488.20121001
Zhang J, Qu M, Wang C, Zhao J, Cao Y (2020a) Quantifying landscape pattern and ecosystem service value changes: A case study at the county level in the Chinese Loess Plateau. Glob Ecol Conserv 23:e01110. https://doi.org/10.1016/j.gecco.2020.e01110
Zhang ZY, Liu YF, Wang YH, Liu YL, Zhang Y, Zhang Y (2020b) What factors affect the synergy and tradeoff between ecosystem services, and how, from a geospatial perspective? J Clean Prod 257:120454. https://doi.org/10.1016/j.jclepro.2020.120454
Zhao J, Li C (2022) Investigating Ecosystem Service Trade-Offs/Synergies and Their Influencing Factors in the Yangtze River Delta Region, China. Land 11(1):106. https://doi.org/10.3390/LAND11010106
Zhou ZX, Li J, Ren ZY (2012) The Relief Degree of Land Surface and Population Distribution in Guanzhong-Tianshui Economic Region Using GlS. Sci Geogr Sin 32(8):951–957. https://doi.org/10.13249/j.cnki.sgs.2012.08.007
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This research was funded by the National Natural Science Foundation of China, grant number 42171256 and 41971271.
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Jinxin Shi: Conceptualization, Methodology, Software, Data processing, Writing–- Original Draft. Xiaoying Liang: Conceptualization, Methodology, Writing–- Review and editing, Supervision. Zheng Wei: Review & Editing. Huiqiang Li: Review & Editing.
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Shi, J., Liang, X., Wei, Z. et al. Spatial–temporal heterogeneity in the influence of landscape patterns on trade-offs/synergies among ecosystem services: a case study of the Loess Plateau of northern Shaanxi. Environ Sci Pollut Res 31, 6144–6159 (2024). https://doi.org/10.1007/s11356-023-31521-5
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DOI: https://doi.org/10.1007/s11356-023-31521-5