Abstract
The Yellow River Basin (YRB) is a typical ecologically fragile area in both the Chinese and global contexts. This paper built a sensitivity-resilience-pressure model to evaluate the ecological vulnerability (EV) of the YRB at the grid and prefecture-level regional scales; explored the spatiotemporal characteristics of EV; and scrutinized the impacts of socioeconomic driving factors on EV. The results showed that (1) at the grid and prefecture-level regional scales, EV decreased from the upper to lower reaches, and high vulnerability was observed in the provincial capital city. Mild and severe vulnerability constituted the main EV types in the YRB. (2) The EV index of the YRB decreased from 2.71 to 2.56 in the study period, indicating that the ecological environment improved in the YRB. The slightly and lightly vulnerable areas experienced shrinking-expansion changes, and the overall areas of these two EV types showed expanding trends, while the areal changes and overall trends of the moderately, severely, and extremely vulnerable areas were contrary to those of the slightly and lightly vulnerable areas. (3) The impacts of socioeconomic driving factors on EV dynamically strengthened with the improvement of the socioeconomic level. After considering the interactions of all socioeconomic factors, the explanatory power of the spatial differentiation of EV was enhanced, and the influence of these factors became more prominent.
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References
Berrouet LM, Machado J, Villegas-Palacio C (2018) Vulnerability of socio—ecological systems: a conceptual framework. Ecol Indic 84:632–647. https://doi.org/10.1016/j.ecolind.2017.07.051
Boori MS, Choudhary K, Paringer R, Kupriyanov A (2021) Spatiotemporal ecological vulnerability analysis with statistical correlation based on satellite remote sensing in Samara. Russia J Environ Manage 285:112138. https://doi.org/10.1016/j.jenvman.2021.112138
Cai X, Li Z, Liang Y (2021) Tempo-spatial changes of ecological vulnerability in the arid area based on ordered weighted average model. Ecol Indic 133:108398. https://doi.org/10.1016/j.ecolind.2021.108398
Cao Y, Sun Y, Chen Z, Yan H, Qian S (2022) Dynamic changes of vegetation ecological quality in the Yellow River Basin and its response to extreme climate during 2000–2020. Acta Ecol Sin 42:4524–4535
Chen S, Zhang H, Qi Y, Liu Y (2020) Spatial spillover effect and influencing factors of haze pollution in the Yellow River Basin. Econ Geogr 40:40–48. https://doi.org/10.15957/j.cnki.jjdl.2020.05.005
Chi Y, Shi H, Zheng W, Sun J, Fu Z (2018) Spatiotemporal characteristics and ecological effects of the human interference index of the Yellow River Delta in the last 30 years. Ecol Indic 89:880–892. https://doi.org/10.1016/j.ecolind.2017.12.025
Dai X, Feng H, **ao L, Zhou J, Wang Z, Zhang J, Fu T, Shan Y, Yang X, Ye Y, Xu L, Jiang X, Fang S, Yao Y (2022) Ecological vulnerability assessment of a China’s representative mining city based on hyperspectral remote sensing. Ecol. Indic. 145. https://doi.org/10.1016/j.ecolind.2022.109663
Das M, Das A, Mandal A (2023) Exploring the factors affecting urban ecological risk: a case from an Indian mega metropolitan region. Geosci Front 14:101488. https://doi.org/10.1016/j.gsf.2022.101488
Ding Q, Shi X, Zhuang D, Wang Y (2018) Temporal and spatial distributions of ecological vulnerability under the influence of natural and anthropogenic factors in an eco-province under construction in China. Sustain. 10. https://doi.org/10.3390/su10093087
Gao F, Zhang B, Wang Z, Lei G, Song K, Ren C, Song G, Ning J (2010) Effects of Grain for Green Project on the eco-environmental vulnerability of Mudanjiang Region. Heilongjiang Province Geo-Information Sci 12:322–328. https://doi.org/10.3724/sp.j.1047.2010.00322
Gong J, ** T, Cao E, Wang S, Yan L (2022) Is ecological vulnerability assessment based on the VSD model and AHP-Entropy method useful for loessial forest landscape protection and adaptative management? A case study of Ziwuling Mountain Region. China Ecol Indic 143:109379. https://doi.org/10.1016/j.ecolind.2022.109379
González TI, Urquijo J, Blauhut V, Villarroya F, De Stefano L (2016) Learning from experience: a systematic review of assessments of vulnerability to drought. Nat Hazards 80:951–973. https://doi.org/10.1007/s11069-015-2006-1
Guo B, Kong W, Han F, Wang J, Jiang L, Lu Y (2018) Dynamic monitoring of ecological vulnerability in the semi-arid desert and steppe ecological zone of northern China based on RS and Its driving mechanism analysis. J Trop Subtrop Bot 26:1–12. https://doi.org/10.11926/jtsb.3749
Guo B, Zang W, Luo W (2020) Spatial-temporal shifts of ecological vulnerability of karst mountain ecosystem-impacts of global change and anthropogenic interference. Sci Total Environ 741:140256. https://doi.org/10.1016/j.scitotenv.2020.140256
Guo C, He Z, Liu H (2023) Spatial and temporal dynamics and influencing factors of the coupling coordination between ecosystem services and human activity intensity in the Yellow River Basin. China Rural Water Hydropower 82–89. https://doi.org/10.12396/znsd.221175
Han Y, Mu W (2020) Strengthening the sustainable utilization of water resources to ensure the stable and far future of the Yellow River National Strategy. Henan Dly 08. http://dzb.henandaily.cn/html/2020-09/17/content_444215.htm
Hou P, Zhai J, Gao H, Xu Y, Wan H, Liu X (2022) Spatiotemporal evolution characteristics and protection and restoration strategies of ecosystem in the Yellow River Basin. Environ Prot 50:26–28. https://doi.org/10.14026/j.cnki.0253-9705.2022.14.010
Hu X, Ma C, Huang P, Guo X (2021a) Ecological vulnerability assessment based on AHP-PSR method and analysis of its single parameter sensitivity and spatial autocorrelation for ecological protection – a case of Weifang City. China Ecol Indic 125:107464. https://doi.org/10.1016/j.ecolind.2021.107464
Hu G, Dong Z, Lu J, Yang L, Nan W, **ao J (2021b) Spatial pattern of aeolian desertification and its causes in the Yellow River catchment. J Desert Res 41:213–224
Huang X, Wang X, Zhang X, Zhou C, Ma J, Feng X (2022) Ecological risk assessment and identification of risk control priority areas based on degradation of ecosystem services: a case study in the Tibetan Plateau. Ecol Indic 141:109078. https://doi.org/10.1016/j.ecolind.2022.109078
Ippolito A, Sala S, Faber JH, Vighi M (2010) Ecological vulnerability analysis: a river basin case study. Sci Total Environ 408:3880–3890. https://doi.org/10.1016/j.scitotenv.2009.10.002
Ji P, Shao Q, Wang M, Liu H, Wang X, Ling C, Hou R (2022) Monitoring and assessment of ecological benefits of the shelter forest Program in the Three-North Region during 2001–2020. Sci Silvae Sin 58:31–48. https://doi.org/10.11707/1.1001-7488.20221104
Jiang L, Huang X, Wang F, Liu Y, An P (2018) Method for evaluating ecological vulnerability under climate change based on remote sensing: a case study. Ecol Indic 85:479–486. https://doi.org/10.1016/j.ecolind.2017.10.044
** Y, Li A, Bian J, Nan X, Lei G, Muhammad K (2021) Spatiotemporal analysis of ecological vulnerability along Bangladesh-China-India-Myanmar economic corridor through a grid level prototype model. Ecol Indic 120:106933. https://doi.org/10.1016/j.ecolind.2020.106933
Jun L, Xuebin Z, Hongmei D (2020) Study on the spatial-temporal differentiation and driving mechanism of ecological vulnerability in Zhangye city. IOP Conf. Ser Mater Sci Eng. 780. https://doi.org/10.1088/1757-899X/780/7/072056
Kang H, Tao W, Chang Y, Zhang Y, Xuxiang L, Chen P (2018) A feasible method for the division of ecological vulnerability and its driving forces in Southern Shaanxi. J Clean Prod 205:619–628. https://doi.org/10.1016/j.jclepro.2018.09.109
Kelble CR, Loomis DK, Lovelace S, Nuttle WK, Ortner PB, Fletcher P, Cook GS, Lorenz JJ, Boyer JN (2013) The EBM-DPSER conceptual model: integrating ecosystem services into the DPSIR framework. PLoS One 8. https://doi.org/10.1371/journal.pone.0070766
Lamsal P, Kumar L, Atreya K, Pant KP (2017) Vulnerability and impacts of climate change on forest and freshwater wetland ecosystems in Nepal: a review. Ambio 46:915–930. https://doi.org/10.1007/s13280-017-0923-9
Li JS, Sun W, Li MY, Meng LL (2021) Coupling coordination degree of production, living and ecological spaces and its influencing factors in the Yellow River Basin. J Clean Prod 298:126803. https://doi.org/10.1016/j.jclepro.2021.126803
Li T, Wu S, Zhang C, Lu Q, Ye B (2023) Research on social benefit evaluation of national natural forest resource protection project. Ecol Econ 39:124–128
Li YH, Fan Q, Wang X, ** JC, Wang SY, Yang J (2015) Spatial and temporal differentiation of ecological vulnerability under the frequency of natural hazard based on SRP model: a case study in Chaoyang County. Sci Geogr Sin. 35, 1452–1459. https://doi.org/10.13249/j.cnki.sgs.2015.11.014
Lin J, Hu G, Qi X, Xu C, Zhang A, Chen W, Shuai C, Liang C (2018) Ecological environmental vulnerability and its driving forces in urban agglomeration in the Fujian Delta region. Acta Ecol Sin 38:4155–4166. https://doi.org/10.5846/stxb201801300247
Liu L, Cao W, Shao Q, Huang L, He T (2016) Characteristics of land use/cover and macroscopic ecological changes in the headwaters of the Yangtze River and of the Yellow River over the past 30 years. Sustainability 8:237. https://doi.org/10.3390/su8030237
Liu J, Zhou L, ** X (2023) Land ecological quality in the Yellow River Basin from 2000 to 2020 and prediction of change trend. Arid L. Geogr. 11:10–11. https://doi.org/10.3390/land11101636
Lu S, Lian Z, Shang Y, Wang H (2023) Ecological environment performance assessment and improvement path of the Yellow River Basin Economic Belt. J Soil Water Conserv 37:235–242+249. https://doi.org/10.13870/j.cnki.stbcxb.2023.04.029
Lu Y, She J, Liu L, She Y (2015) Dynamic change research on ecological vulnerability of forestland in Wuzhishan City. Foest Resour. Manag. 95–102. https://doi.org/10.13466/j.cnki.lyzygl.2015.05.017
Ma J, Li CX, Wei H, Ma P, Yang YJ, Ren QS, Zhang W (2015) Dynamic evaluation of ecological vulnerability in the three gorges reservoir region in Chongqing municipality. China Acta Ecol Sin 35:7117–7129. https://doi.org/10.5846/stxb201309252364
Ma L, Kang H, He D, Liu J, Tang H, Wu S, Li X (2023) The evolution process of ecological vulnerability and its quantitative analysis of influencing factors : a case study of Longdong area. Environ. Sci. Pollut. Res. 51464–51490. https://doi.org/10.1007/s11356-023-25583-8
Marín-Monroy EA, Hernández-Trejo V, Romero-Vadillo E, Ivanova-Boncheva A (2020) Vulnerability and risk factors due to tropical cyclones in coastal cities of Baja California Sur, Mexico. Climate 8:1–9. https://doi.org/10.3390/cli8120144
Pedroli B (2014) Resilience and the cultural landscape : understanding and managing change in human-shaped environments. Landsc Res 39:597–599. https://doi.org/10.1080/01426397.2014.953837
Polsky C, Neff R, Yarnal B (2007) Building comparable global change vulnerability assessments: the vulnerability sco** diagram. Glob Environ Chang 17:472–485. https://doi.org/10.1016/j.gloenvcha.2007.01.005
Qin M, Yang C, Xu L, Guo Q, Ding Y, Zhang Y (2022) Analysis of the spatiotemporal evolution of the coordinated development of ecosystem service value and economy in the Yellow River Basin. J Earth Environ 13:491–505. https://doi.org/10.7515/JEE222022
Raj A, Sharma LK (2023) Spatial E-PSR modelling for ecological sensitivity assessment for arid rangeland resilience and management. Ecol Modell 478:110283. https://doi.org/10.1016/j.ecolmodel.2023.110283
Ru S, Ma R (2022) Evaluation, spatial analysis and prediction of ecological environment vulnerability of Yellow River Basin. J Nat Resour 37:1722–1734. https://doi.org/10.31497/zrzyxb.20220705
Shao Q, Liu J, Huang L, Fan J, Xu X, Wang J (2013) Integrated assessment on the effectiveness of ecological conservation in Sanjiangyuan National Nature Reserve. Geogr Res 32:1645–1656
Singh M, Choudhary K, Paringer R, Kupriyanov A (2021) Spatiotemporal ecological vulnerability analysis with statistical correlation based on satellite remote sensing in Samara. Russia J Environ Manage 285:112138. https://doi.org/10.1016/j.jenvman.2021.112138
Sowman M, Raemaekers S (2018) Socio-ecological vulnerability assessment in coastal communities in the BCLME region. J Mar Syst 188:160–171. https://doi.org/10.1016/j.jmarsys.2018.01.008
Sui Y, Niu C, Jia Y, Yan X, Wang D (2023) Precipitation, temperature and run off for the recent 60 years in the Yellow River water conservation area of China and their influence on water conservation. Mt Res 41:41–55+18. https://doi.org/10.16089/j.cnki.1008-2786.000729
Sun Y, Bai Y, Wang Y, **g X, Zhao M, Wan X, Chen Y (2023) Analysis on the implementation effect of returning farmland to forestland and grassland in various districts and counties of Yan’an City from 1999 to 2018. Res Soil Water Conserv 30:209–215. https://doi.org/10.13869/j.cnki.rswc.20220510.001
Tan L, Luo W, Yang B, Huang M, Shuai S, Cheng C, Zhou X, Li M, Hu C (2023) Evaluation of landscape ecological risk in key ecological functional zone of South–to–North Water Diversion Project. China Ecol Indic 147:109934. https://doi.org/10.1016/j.ecolind.2023.109934
Thirumalaivasan D, Karmegam M, Venugopal K (2003) AHP-DRASTIC: software for specific aquifer vulnerability assessment using DRASTIC model and GIS. Environ Model Softw 18:645–656. https://doi.org/10.1016/S1364-8152(03)00051-3
Turner BL, Kasperson RE, Matson PA, McCarthy JJ, Corell RW, Christensen L, Eckley N, Kasperson JX, Luers A, Martello ML, Polsky C, Pulsipher A, Schiller A (2003) A framework for vulnerability analysis in sustainability science. Proc Natl Acad Sci 100:8074–8079. https://doi.org/10.1073/pnas.1231335100
Twumasi YA, Merem EC (2007) Using remote sensing and GIS in the analysis of ecosystem decline along the River Niger Basin: the case of Mali and Niger. Int J Environ Res Public Health 4:173–184. https://doi.org/10.3390/ijerph2007040013
Wang J (2020) A primary framework on protection of ecological environment and realization of high-quality development for the Yellow River Basin. Environ Prot 48:18–21. https://doi.org/10.14026/j.cnki.0253-9705.2020.z1.003
Wang ZJ, Su Y (2018) Analysis of eco-environmental vulnerability characteristics of Hanzhong city, near the water source midway along the route of the south-to-north water transfer project. China Acta Ecol Sin 38:432–442. https://doi.org/10.5846/stxb201609261944
Wang B, Ding M, Guan Q, Ai J (2019) Gridded assessment of eco-environmental vulnerability in Nanchang city. Acta Ecol Sin 39:5460–5472. https://doi.org/10.5846/stxb201811112441
Wang X, Su Y, Xu N, Liang W, Zhao P, Zhang Y (2020) Ecosystem service functions and human disturbance in key ecological functional zones in Nanling of Guangdong Province. Environ. Impact Assess 42:52–56. https://doi.org/10.14068/j.ceia.2020.03.013
Wang Y, Chen Y, Wang H, Lv Y, Hao Y, Cui X, Wang Y, Hu H, Xue K, Fu B (2021) Ecosystem change and its ecohydrological effect in the Yellow River Basin. Bull Natl Nat Sci Found China 35:520–528. https://doi.org/10.16262/j.cnki.1000-8217.2021.04.004
Wang Y, Sun X (2023) Spatiotemporal evolution and influencing factors of ecosystem service value in the Yellow River Basin. Environ Sci. 1–23. https://doi.org/10.13227/j.hjkx.202306163
Wang D, Zhao X, Yao B, Ma H (1991) Deserts in the Yellow River Basin. Yellow River 5:52–56. https://kns.cnki.net/kcms2/article/abstract?v=3uoqIhG8C44YLTlOAiTRKjkpgKvIT9NkyGkCpOZCCafZEt8o_pJRQjpaTIBewhbI91E9tdC1jZDZOJhywzPiKlZo0pAwsnqx&uniplatform=NZKPT
Wang S, Sun C, Li X, Zou W (2016) Sustainable development in China’s coastal area: based on the driver-pressure-state-welfare-response framework and the data envelopment analysis model. Sustain. 8. https://doi.org/10.3390/su8090958
Wei J, Li P (2009) Analysis on ecological frangibility and forming causes of an important water nourising ecological function region for the Yellow River in Southern Gansu. Chinese J Agric Resour Reg Plan 30:56–61
Wu C, Ma G, Yang W, Zhou Y, Peng F, Wang J, Yu F (2021) Assessment of ecosystem service value and its differences in the Yellow River Basin and Yangtze River Basin. Sustainability 13:3822. https://doi.org/10.3390/su13073822
**an W, Li T, Shao H (2014) Ecological frangibility evaluation of Anning River Basin in the upper Yangtze River based on support vector machine. Environ Sci Technol 37:180–184. https://doi.org/10.3969/j.issn.1003-6504.2014.11.035
Xu F, Li X, Shu C, **ang N (2022) Research on the spatiotemporal differentiation characteristics of ecoefficiency in the Yellow River Basin and its influencing factors. Chinese J Environ Manag 14:70–78. https://doi.org/10.16868/j.cnki.1674-6252.2022.05.070
Yang X, Liu S, Jia C, Liu Y, Yu C (2021a) Vulnerability assessment and management planning for the ecological environment in urban wetlands. J Environ Manage 298:113540. https://doi.org/10.1016/j.jenvman.2021.113540
Yang W, Zhou L, Sun D (2021) Ecological vulnerability assessment of the Yellow River Basin based on partition-integration concept. Remote Sens Nat Resour 33:211–218. https://doi.org/10.6046/zrzyyg.2020286
Yin D, Wang Y (2021) Temporal and spatial changes of vegetation coverage and its topographic differentiation in temperate continental semi-arid monsoon climate region. Acta Ecol. Sin. 41. https://doi.org/10.5846/stxb201912092672
Zhang D, Bian J (2000) Analysis on the eco-environmental vulnerable mechanisms of land desertification in the farming-pastoral ecotone in the northern China. Arid l Geogr 23:133–137. https://doi.org/10.3321/j.issn:1000-6060.2000.02.008
Zhang F, Liu X, Zhang J, Wu R, Ma Q, Chen Y (2017) Ecological vulnerability assessment based on multi-sources data and SD model in Yinma River Basin. China Ecol Modell 349:41–50. https://doi.org/10.1016/j.ecolmodel.2017.01.016
Zhang Q, Yuan R, Singh VP, Xu C, Fan K, Shen Z, Wang G, Zhao J (2022a) Dynamic vulnerability of ecological systems to climate changes across the Qinghai-Tibet Plateau. China Ecol Indic 134:108483. https://doi.org/10.1016/j.ecolind.2021.108483
Zhang X, Liu K, Wang S, Wu T, Li X, Wang J, Wang D, Zhu H, Tan C, Ji Y (2022b) Spatiotemporal evolution of ecological vulnerability in the Yellow River Basin under ecological restoration initiatives. Ecol Indic 135:108586. https://doi.org/10.1016/j.ecolind.2022.108586
Zhao S (2016) Secondary discussion on spatial - and - temporal scale of natural disaster risk. J Catastrophology 31:1–10. https://doi.org/10.3969/j.issn.1000-811X.2016.04.001
Zhao C, Jia L (2009) Ecological performance and sustainable problems with the grazing forbidden project in the resource regions of the Yellow River. J Lanzhou Univ 45:37–41. https://doi.org/10.13885/j.issn.0455-2059.2009.01.023
Zheng S, Wang K, Wu B, Lv Y, Han Q (2018) Review on the evolution and management of the Yellow River Delta. Yellow River 40:6–11+16. https://doi.org/10.3969/j.issn.1000-1379.2018.10.002
Zhou Z, Sun X, Zhang X, Wang Y (2022) Inter-regional ecological compensation in the Yellow River Basin based on the value of ecosystem services. J Environ Manage 322:116073. https://doi.org/10.1016/j.jenvman.2022.116073
Zou ZH, Yun Y, Sun JN (2006) Entropy method for determination of weight of evaluating indicators in fuzzy synthetic evaluation for water quality assessment. J Environ Sci 18:1020–1023. https://doi.org/10.1016/S1001-0742(06)60032-6
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This work was jointly supported by the National Natural Science Foundation of China (42271192); the Humanities and Social Sciences Research Project of China Ministry of Education (20YJCZH166); the Key Scientific Research Projects of Colleges and Universities in Henan Province (23A170002); and Henan Province Higher Education Think Tank Research Project (2022ZKYJ05).
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**aorui Wang: Conceptualization, Writing—review & editing, Supervision and Funding acquisition; Liangrong Duan: Data curation and Writing—Original draft; Tianjiao Zhang: Methodology, Investigation, Visualization; Wen Cheng: Visualization; Qi Jia: Software and Data curation; Jiangsu Li: Conceptualization, Writing—review & editing, Supervision and Funding acquisition; Mingyue Li: Writing—Original draft and Methodology.
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Wang, X., Duan, L., Zhang, T. et al. Ecological vulnerability of China’s Yellow River Basin: evaluation and socioeconomic driving factors. Environ Sci Pollut Res 30, 115915–115928 (2023). https://doi.org/10.1007/s11356-023-30622-5
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DOI: https://doi.org/10.1007/s11356-023-30622-5