Spatiotemporal heterogeneity management: Optimizing the critical role of ecosystem services in achieving Sustainable Development Goals

Lingli Zuo , Guohua Liu , Junyan Zhao , Jiajia Li , Shuyuan Zheng , Xukun Su

Geography and Sustainability ›› 2025, Vol. 6 ›› Issue (1) : 100211

PDF
Geography and Sustainability ›› 2025, Vol. 6 ›› Issue (1) :100211 DOI: 10.1016/j.geosus.2024.06.008
Research Article
review-article

Spatiotemporal heterogeneity management: Optimizing the critical role of ecosystem services in achieving Sustainable Development Goals

Author information +
History +
PDF

Abstract

Ecosystems play a pivotal role in advancing Sustainable Development Goals (SDGs) by providing indispensable and resilient ecosystem services (ESs). However, the limited analysis of spatiotemporal heterogeneity often restricts the recognition of ESs’ roles in attaining SDGs and landscape planning. We selected 183 counties in the Sichuan Province as the study area and mapped 10 SDGs and 7 ESs from 2000 to 2020. We used correlation analysis, principal component analysis, Geographically and Temporally Weighted Regression model, and self-organizing maps to reveal the spatiotemporal heterogeneity of the impacts of the bundle of ESs on the SDGs and to develop spatial planning and management strategies. The results showed that (1) SDGs were improved in all counties, with SDG 1 (No Poverty) and SDG 3 (Good Health and Well-being) exhibiting poor performance. Western Sichuan demonstrated stronger performance in environment-related SDGs in the Sichuan Province, while the Sichuan Basin showed better progress in socio-economic-related SDGs; (2) habitat quality, carbon sequestration, air pollution removal, and soil retention significantly influenced the development of 9 SDGs; (3) supporting, regulating, and provisioning service bundles have persistent and stable spatiotemporal heterogeneity effects on SDG1, SDG8, SDG11, SDG13, and SDG15. These findings substantiate the need for integrated management of multiple ESs and facilitate the regional achievement of SDGs in geographically intricate areas.

Keywords

Sustainable Development Goal (SDG) / Ecosystem service (ES) / Impact bundle / Spatial planning / Sichuan Province

Cite this article

Download citation ▾
Lingli Zuo, Guohua Liu, Junyan Zhao, Jiajia Li, Shuyuan Zheng, Xukun Su. Spatiotemporal heterogeneity management: Optimizing the critical role of ecosystem services in achieving Sustainable Development Goals. Geography and Sustainability, 2025, 6(1): 100211 DOI:10.1016/j.geosus.2024.06.008

登录浏览全文

4963

注册一个新账户 忘记密码

CRediT authorship contribution statement

Lingli Zuo: Writing – review & editing, Writing – original draft, Validation, Software, Resources, Investigation, Data curation, Conceptualization. Guohua Liu: Visualization, Supervision, Resources, Methodology, Investigation, Funding acquisition, Formal analysis, Conceptualization. Junyan Zhao: Data curation. Jiajia Li: Data curation. Shuyuan Zheng: Data curation. Xukun Su: Visualization, Supervision, Resources, Methodology, Investigation, Conceptualization.

Declaration of competing interests

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.

Acknowledgements

This study was supported by the Second Tibetan Plateau Scientific Expedition and Research Program (STEP) of China (Grant No. 2019QZKK0402).

Supplementary materials

Supplementary material associated with this article can be found, in the online version, at doi:10.1016/j.geosus.2024.06.008.

References

[1]

Chausson, A, Turner, B, Seddon, D, Chabaneix, N, Girardin, C. A. J., Kapos, V, Key, I, Roe, D, Smith, A, Woroniecki, S, Seddon, N., 2020. Mapping the effectiveness of nature-based solutions for climate change adaptation. Glob. Change Biol., 26 , pp. 6134-6155. doi: 10.1111/gcb.15310.

[2]

Chen, D, Jiang, P, Li, M., 2021. Assessing potential ecosystem service dynamics driven by urbanization in the Yangtze River Economic Belt, China. J. Environ. Manage., 292 , Article 112734. doi: 10.1016/j.jenvman.2021.112734.

[3]

Chen, D, Zhao, Q, Jiang, P, Li, M., 2022. Incorporating ecosystem services to assess progress towards sustainable development goals: a case study of the Yangtze River Economic Belt, China. Sci. Total Environ., 806 , Article 151277. doi: 10.1016/j.scitotenv.2021.151277.

[4]

Cui, L, Chen, Y, Yuan, Y, Luo, Y, Huang, S, Li, G., 2023. Comprehensive evaluation system for vegetation ecological quality: a case study of Sichuan ecological protection redline areas. Front. Plant Sci., 14 , Article 1178485. doi: 10.3389/fpls.2023.1178485.

[5]

Dong, W, Wu, X, Zhang, J, Zhang, Y, Dang, H, , Y, Wang, C, Guo, J., 2023. Spatiotemporal heterogeneity and driving factors of ecosystem service relationships and bundles in a typical agropastoral ecotone. Ecol. Indic., 156 , Article 111074. doi: 10.1016/j.ecolind.2023.111074.

[6]

Fang, L, Wang, L. C., Chen, W, Sun, J, Cao, Q, Wang, S, Wang, L. Z., 2021. Identifying the impacts of natural and human factors on ecosystem service in the Yangtze and Yellow River basins. J. Clean. Prod., 314 , Article 127995. doi: 10.1016/j.jclepro.2021.127995.

[7]

Feng, Z, Xu, C, Zuo, Y, Luo, X, Wang, L, Chen, H, Xie, X, Yan, D, Liang, T., 2023. Analysis of water quality indexes and their relationships with vegetation using self-organizing map and geographically and temporally weighted regression. Environ. Res., 216 , Article 114587. doi: 10.1016/j.envres.2022.114587.

[8]

Fu, B, Zhang, J, Wang, S, Zhao, W., 2020. Classification–coordination–collaboration: a systems approach for advancing Sustainable Development Goals. Natl. Sci. Rev., 7 , pp. 838-840. doi: 10.1093/nsr/nwaa048.

[9]

Gao, B, Wu, Y. M., Li, C, Zheng, K, Wu, Y, Wang, M, Fan, X, Ou, S., 2022. Multi-scenario prediction of landscape ecological risk in the Sichuan-Yunnan ecological barrier based on terrain gradients. Land, 11 , p. 2079. doi: 10.3390/land11112079.

[10]

Gao, J, Bian, H., 2019. The impact of the plains afforestation program and alternative land use scenarios on ecosystem services in an urbanizing watershed. Urban For. Urban Green., 43 , Article 126373. doi: 10.1016/j.ufug.2019.126373.

[11]

Geijzendorffer, I. R., Cohen-Shacham, E, Cord, A. F., Cramer, W, Guerra, C, Martín-López, B., 2017. Ecosystem services in global sustainability policies. Environ. Sci. Policy, 74 , pp. 40-48. doi: 10.1016/j.envsci.2017.04.017.

[12]

González-García, A, Palomo, I, González, J. A., García-Díez, V, García-Llorente, M, Montes, C., 2022. Biodiversity and ecosystem services mapping: can it reconcile urban and protected area planning?. Sci. Total Environ., 803 , Article 150048. doi: 10.1016/j.scitotenv.2021.150048.

[13]

Griggs, D, Stafford-Smith, M, Gaffney, O, Rockström, J, Öhman, M. C., Shyamsundar, P, Steffen, W, Glaser, G, Kanie, N, Noble, I., 2013. Sustainable development goals for people and planet. Nature, 495 , pp. 305-307. doi: 10.1038/495305a.

[14]

Hawken, S, Rahmat, H, Sepasgozar, S. M. E., Zhang, K., 2021. The SDGs, ecosystem services and cities: a network analysis of current research innovation for implementing urban sustainability. Sustainability, 13 , p. 14057. doi: 10.3390/su132414057.

[15]

Hou, Y, Zhao, W, Liu, Y, Yang, S, Hu, X, Cherubini, F., 2021. Relationships of multiple landscape services and their influencing factors on the Qinghai–Tibet Plateau. Landsc. Ecol., 36 , pp. 1987-2005. doi: 10.1007/s10980-020-01140-3.

[16]

Huan, Y, Liang, T, Li, H, Zhang, C., 2021. A systematic method for assessing progress of achieving sustainable development goals: a case study of 15 countries. Sci. Total Environ., 752 , Article 141875. doi: 10.1016/j.scitotenv.2020.141875.

[17]

Janssen, A. B. G., Hilt, S, Kosten, S, de Klein, J. J. M., Paerl, H. W., Van de Waal, D. B., 2021. Shifting states, shifting services: linking regime shifts to changes in ecosystem services of shallow lakes. Freshw. Biol., 66 , pp. 1-12. doi: 10.1111/fwb.13582.

[18]

Johnson, J. A., Jones, S. K., Wood, S. L. R., Chaplin-Kramer, R, Hawthorne, P. L., Mulligan, M, Pennington, D, DeClerck, F. A., 2019. Mapping ecosystem services to human well-being: a toolkit to support integrated landscape management for the SDGs. Ecol. Appl., 29 , p. e01985. doi: 10.1002/eap.1985.

[19]

Li, C., Wu, Y.M., Gao, B., Zheng, K., Wu, Yan, Wang, M., 2023a. Construction of ecological security pattern of national ecological barriers for ecosystem health maintenance. Ecol. Indic. 146, 109801. doi: 10.1016/j.ecolind.2022.109801.

[20]

Li, W., Xiang, M., Duan, L., Liu, Y., Yang, X., Mei, H., Wei, Y., Zhang, J., Deng, L., 2023b. Simulation of land utilization change and ecosystem service value evolution in Tibetan area of Sichuan Province. Alex. Eng. J. 70, 13–23. doi: 10.1016/j.aej.2023.02.019.

[21]

Liu, W., Zhan, J., Zhao, F., Wang, C., Chang, J., Asiedu Kumi, M., Leng, M., 2022d. Scale effects and time variation of trade-offs and synergies among ecosystem services in the Pearl River Delta, China. Remote Sens. 14, 5173. doi: 10.3390/rs14205173.

[22]

Liu, X., Zhao, W., Liu, Y., Hua, T., Hu, X., Cherubini, F., 2022a. Contributions of ecological programs to sustainable development goals in Linzhi, over the Tibetan Plateau: a mental map perspective. Ecol. Eng. 176, 106532. doi: 10.1016/j.ecoleng.2021.106532.

[23]

Liu, Y., Yang, R., Sun, M., Zhang, L., Li, X., Meng, L., Wang, Y., Liu, Q., 2022b. Regional sustainable development strategy based on the coordination between ecology and economy: a case study of Sichuan Province, China. Ecol. Indic. 134, 108445. doi: 10.1016/j.ecolind.2021.108445.

[24]

Liu, Z., Gan, X., Dai, W., Huang, Y., 2022c. Construction of an ecological security pattern and the evaluation of corridor priority based on ESV and the “importance– connectivity ” index: a case study of Sichuan Province, China. Sustainability 14, 3985. doi: 10.3390/su14073985.

[25]

Longato, D, Cortinovis, C, Albert, C, Geneletti, D., 2021. Practical applications of ecosystem services in spatial planning: lessons learned from a systematic literature review. Environ. Sci. Policy, 119 , pp. 72-84. doi: 10.1016/j.envsci.2021.02.001.

[26]

Nicholls, E, Ely, A, Birkin, L, Basu, P, Goulson, D., 2020. The contribution of small-scale food production in urban areas to the sustainable development goals: a review and case study. Sustain. Sci., 15 , pp. 1585-1599. doi: 10.1007/s11625-020-00792-z.

[27]

Qin, G, Zhang, Z, Wu, S, Liu, H, Liu, F, Jia, Z., 2023. Non-destructive recognition of copy paper based on advanced spectral fusion and feature optimization. Spectrochim. Acta. A. Mol. Biomol. Spectrosc., 302 , Article 123144. doi: 10.1016/j.saa.2023.123144.

[28]

Qiu, J, Yu, D, Huang, T., 2022. Influential paths of ecosystem services on human well-being in the context of the sustainable development goals. Sci. Total Environ., 852 , Article 158443. doi: 10.1016/j.scitotenv.2022.158443.

[29]

Raudsepp-Hearne, C, Peterson, G. D., Tengö, M, Bennett, E. M., Holland, T, Benessaiah, K, MacDonald, G. K., Pfeifer, L., 2010. Untangling the environmentalist's paradox: why is human well-being increasing as ecosystem services degrade?. Bioscience, 60 , pp. 576-589. doi: 10.1525/bio.2010.60.8.4.

[30]

Sachs, J. D., Schmidt-Traub, G, Mazzucato, M, Messner, D, Nakicenovic, N, Rockström, J., 2019. Six transformations to achieve the sustainable development goals. Nat. Sustain., 2 , pp. 805-814. doi: 10.1038/s41893-019-0352-9.

[31]

Sheng, J, Tang, W., 2021. Spatiotemporal variation patterns of water pollution drivers: the case of China's south-north water transfer project. Sci. Total Environ., 761 , Article 143190. doi: 10.1016/j.scitotenv.2020.143190.

[32]

Song, Y, Wang, M, Sun, X, Fan, Z., 2021. Quantitative assessment of the habitat quality dynamics in Yellow River basin, China. Environ. Monit. Assess., 193 , p. 614. doi: 10.1007/s10661-021-09404-4.

[33]

Tian, F, Tan, F, Li, H., 2020. An rapid nondestructive testing method for distinguishing rice producing areas based on Raman spectroscopy and support vector machine. Vib. Spectrosc., 107 , Article 103017. doi: 10.1016/j.vibspec.2019.103017.

[34]

Wan, J, Wang, Z, Ma, C, Su, Y, Zhou, T, Wang, T, Zhao, Y, Sun, H, Li, Z, Wang, Y, Li, J, Ding, Y, Tang, X., 2023. Spatial-temporal differentiation pattern and influencing factors of high-quality development in counties: a case of Sichuan, China. Ecol. Indic., 148 , Article 110132. doi: 10.1016/j.ecolind.2023.110132.

[35]

Wang, S, Hu, M, Wang, Y, Xia, B., 2022. Dynamics of ecosystem services in response to urbanization across temporal and spatial scales in a mega metropolitan area. Sustain. Cities Soc., 77 , Article 103561. doi: 10.1016/j.scs.2021.103561.

[36]

Wang, Y, Wang, M, Huang, B, Li, S, Lin, Y., 2021. Evaluation and analysis of poverty-stricken counties under the framework of the UN Sustainable Development Goals: a case study of Hunan Province, China. Remote Sens., 13 , p. 4778. doi: 10.3390/rs13234778.

[37]

Wang, Z, Xiao, J, Wang, L, Liang, T, Guo, Q, Guan, Y, Rinklebe, J., 2020. Elucidating the differentiation of soil heavy metals under different land uses with geographically weighted regression and self-organizing map. Environ. Pollut., 260 , Article 114065. doi: 10.1016/j.envpol.2020.114065.

[38]

Wei, D., Liu, B., Duan, Z., Yang, W., 2022a. Measuring local progress of the 2030 agenda for SDGs in the Yangtze River Economic Zone, China. Environ. Dev. Sustain. 24, 7178– 7194. doi: 10.1007/s10668-021-01743-z.

[39]

Wei, J., Hu, A., Gan, X., Zhao, X., Huang, Y., 2022b. Spatial and temporal characteristics of ecosystem service trade-off and synergy relationships in the Western Sichuan Plateau, China. Forests 13, 1845. doi: 10.3390/f13111845.

[40]

Wei, W, Yin, G, Xie, S, Sun, Q, Zhang, Z, Li, G., 2023. The spatio-temporal patterns and influencing factors of different new agricultural business entities in China—based on POI data from 2012 to 2021. Agriculture, 13 , p. 1512. doi: 10.3390/agriculture13081512.

[41]

Wood, S. L. R., Jones, S. K., Johnson, J. A., Brauman, K. A., Chaplin-Kramer, R, Fremier, A, Girvetz, E, Gordon, L. J., Kappel, C. V., Mandle, L, Mulligan, M, O’Farrell, P, Smith, W. K., Willemen, L, Zhang, W, DeClerck, F. A., 2018. Distilling the role of ecosystem services in the Sustainable Development Goals. Ecosyst. Serv., 29 , pp. 70-82. doi: 10.1016/j.ecoser.2017.10.010.

[42]

Wu, J, Jia, P, Feng, T, Li, H, Kuang, H, Zhang, J., 2023. Uncovering the spatiotemporal impacts of built environment on traffic carbon emissions using multi-source big data. Land Use Policy, 129 , Article 106621. doi: 10.1016/j.landusepol.2023.106621.

[43]

Wu, X, Liu, J, Fu, B, Wang, S, Wei, Y, Li, Y., 2022. Bundling regions for promoting Sustainable Development Goals. Environ. Res. Lett., 17 , Article 044021. doi: 10.1088/1748-9326/ac5c9d.

[44]

Xia, H, Yuan, S, Prishchepov, A. V., 2023. Spatial-temporal heterogeneity of ecosystem service interactions and their social-ecological drivers: implications for spatial planning and management. Resour. Conserv. Recycl., 189 , Article 106767. doi: 10.1016/j.resconrec.2022.106767.

[45]

Xiang, M, Yang, J, Li, W, Song, Y, Wang, C, Liu, Y, Liu, M, Tan, Y., 2022. Spatiotemporal evolution and simulation prediction of ecosystem service function in the Western Sichuan Plateau based on land use changes. Front. Environ. Sci., 10 . doi: 10.3389/fenvs.2022.890580.

[46]

Xu, J., Chen, J., Liu, Y., Fan, F., 2020a. Identification of the geographical factors influencing the relationships between ecosystem services in the Belt and Road region from 2010 to 2030. J. Clean. Prod. 275, 124153. doi: 10.1016/j.jclepro.2020.124153.

[47]

Xu, Z., Chau, S.N., Chen, X., Zhang, J., Li, Y.J., Dietz, T., Wang, J., Winkler, J.A., Fan, F., Huang, B., Li, S., Wu, S., Herzberger, A., Tang, Y., Hong, D., Li, Y.K., Liu, J., 2020b. Assessing progress towards sustainable development over space and time. Nature 577, 74–78. doi: 10.1038/s41586-019-1846-3.

[48]

Xu, Z, Peng, J, Liu, Y, Qiu, S, Zhang, H, Dong, J., 2023. Exploring the combined impact of ecosystem services and urbanization on SDGs realization. Appl. Geogr., 153 , Article 102907. doi: 10.1016/j.apgeog.2023.102907.

[49]

Xu, Z, Peng, J, Qiu, S, Liu, Y, Dong, J, Zhang, H., 2022. Responses of spatial relationships between ecosystem services and the Sustainable Development Goals to urbanization. Sci. Total Environ., 850 , Article 157868. doi: 10.1016/j.scitotenv.2022.157868.

[50]

Yang, S, Zhao, W, Liu, Y, Cherubini, F, Fu, B, Pereira, P., 2020. Prioritizing Sustainable Development Goals and linking them to ecosystem services: a global expert’s knowledge evaluation. Geogr. Sustain., 1 , pp. 321-330. doi: 10.1016/j.geosus.2020.09.004.

[51]

Yang, Z, Zhan, J, Wang, C, Twumasi-Ankrah, M. J., 2022. Twumasi-Ankrah. Coupling coordination analysis and spatiotemporal heterogeneity between sustainable development and ecosystem services in Shanxi Province, China. Sci. Total Environ., 836 , Article 155625. doi: 10.1016/j.scitotenv.2022.155625.

[52]

Yao, M, Zhang, Y., 2021. Evaluation and optimization of urban land-use efficiency: a case study in Sichuan Province of China. Sustainability, 13 , p. 1771. doi: 10.3390/su13041771.

[53]

Yin, C, Zhao, W, Cherubini, F, Pereira, P., 2021. Integrate ecosystem services into socio-economic development to enhance achievement of Sustainable Development Goals in the post-pandemic era. Geogr. Sustain., 2 , pp. 68-73. doi: 10.1016/j.geosus.2021.03.002.

[54]

Yin, C, Zhao, W, Ye, J, Muroki, M, Pereira, P., 2023. Ecosystem carbon sequestration service supports the Sustainable Development Goals progress. J. Environ. Manage., 330 , Article 117155. doi: 10.1016/j.jenvman.2022.117155.

[55]

Zhang, J., Wang, S., Pradhan, P., Zhao, W., Fu, B., 2022b. Untangling the interactions among the Sustainable Development Goals in China. Sci. Bull. 67, 977–984. doi: 10.1016/j.scib.2022.01.006.

[56]

Zhang, J., Wang, S., Zhao, W., Meadows, M.E., Fu, B., 2022a. Finding pathways to synergistic development of Sustainable Development Goals in China. Humanit. Soc. Sci. Commun. 9, 1–10. doi: 10.1057/s41599-022-01036-4.

[57]

Zhang, J, Yin, N, Wang, S, Yu, J, Zhao, W, Fu, B., 2020. A multiple importance–satisfaction analysis framework for the sustainable management of protected areas: integrating ecosystem services and basic needs. Ecosyst. Serv., 46 , Article 101219. doi: 10.1016/j.ecoser.2020.101219.

[58]

Zhang, Y, Pang, Z, Lv, Y, Tang, H., 2023. Impact of “expanding powers and strengthening counties” reform on basic public education services: empirical evidence from Sichuan, China. Heliyon, 9 , p. e12880. doi: 10.1016/j.heliyon.2023.e12880.

[59]

Zhao, Z, Cai, M, Wang, F, Winkler, J. A., Connor, T, Chung, M. G., Zhang, J, Yang, H, Xu, Z, Tang, Y, Ouyang, Z, Zhang, H, Liu, J., 2021. Synergies and tradeoffs among Sustainable Development Goals across boundaries in a metacoupled world. Sci. Total Environ., 751 , Article 141749. doi: 10.1016/j.scitotenv.2020.141749.

[60]

Zheng, T, Zhou, Z, Zou, Y, Pulatov, B, Biswas, A., 2021. Analysis of spatial and temporal characteristics and spatial flow process of soil conservation service in Jinghe basin of China. Sustainability, 13 , p. 1794. doi: 10.3390/su13041794.

[61]

Zhou, S, Yu, B, Zhang, Y., 2023. Global concurrent climate extremes exacerbated by anthropogenic climate change. Sci. Adv., 9 , p. eabo1638. doi: 10.1126/sciadv.abo1638.

[62]

Zhuo, C, Deng, F., 2020. How does China's Western Development Strategy affect regional green economic efficiency?. Sci. Total Environ., 707 , Article 135939. doi: 10.1016/j.scitotenv.2019.135939.

[63]

Zia, S, Rahman, M, Noor, M. H., Khan, M. K., Bibi, M, Godil, D. I., Quddoos, M. U., Anser, M. K., 2021. Striving towards environmental sustainability: how natural resources, human capital, financial development, and economic growth interact with ecological footprint in China. Environ. Sci. Pollut. Res., 28 , pp. 52499-52513. doi: 10.1007/s11356-021-14342-2.

PDF

184

Accesses

0

Citation

Detail

Sections
Recommended

/