Abstract
Building livable rural regions is a key objective of China’s rural revitalization, and fostering coordinated and sustainable regional development in China necessitates investigating the geographical and temporal distribution and influencing variables of livability in China’s rural areas. This paper compares the concept and connotation of rural livability based on regional economic development theory and sustainable development theory, integrates China’s rural revitalization strategy, proposes an index system for evaluating rural livability in China, and conducts an empirical analysis of livable rural areas. Firstly, the level of rural livability development is measured by the entropy method; secondly, the aggregation effect of provinces is demonstrated by using the Moran I index, and finally, the spatial Durbin model is used to explore the influencing factors of rural livability and its spatial spillover effects. Findings of our study reveal that the results of the entropy method indicate that the livability of rural China is in a growing development trend in all provinces, but the livability shows some regional disparities. The Moran index reveals that there are obvious spatial autocorrelations in the livability of Chinese rural areas, and the most typical features are the “high” and “low” clusters. The spatial Durbin model suggests that the influences on the development of rural livability are diverse. Besides, other variables such as environmental pollution and per capita housing area show a negative association with rural livability, and investment in fixed assets, cultural atmosphere and medical health show a positive relationship with rural livability. Based on the study findings, it is proposed that in the rural revitalization strategy process, the formulation of monitoring system should be strengthened and intensify the promotion of coordinated inter-regional development.
Similar content being viewed by others
Data availability
The datasets used in the current study are available from the corresponding author on reasonable requests.
References
Alijani S, Pourahmad A, Nejad HH, Ziari K, Sodoudi S (2020) A new approach of urban livability in Tehran: Thermal comfort as a primitive indicator. Case study, district 22. Urban Climate 33:100656
Ao Y, Yang D, Chen C, Wang Y (2019) Exploring the effects of the rural built environment on household car ownership after controlling for preference and attitude: Evidence from Sichuan, China. J Transp Geogr 74:24–36
Barbier EB (2020) Is green rural transformation possible in developing countries? World Dev 131:104955
Barry S (2010) Case studies on transit and livable communities in rural and small town America. Transportation for America. Accessed 12 Aug 2016
Bhattacharjee A, Maiti T, Petrie D (2014) General equilibrium effects of spatial structure: Health outcomes and health behaviours in Scotland. Reg Sci Urban Econ 49:286–297
Binder M, Blankenberg AK (2017) Green lifestyles and subjective well-being: More about self-image than actual behavior? J Econ Behav Organ 137:304–323
Bortolotti L, Biggeri M (2022) Is the slowdown of China’s economic growth affecting multidimensional well-being dynamics? Struct Chang Econ Dyn 63:478–489
Chen CW (2023) Can smart cities bring happiness to promote sustainable development? Contexts and clues of subjective well-being and urban livability. Dev Built Environ 13:100108
Chen JC, Zinda JA, Yeh ET (2017) Recasting the rural: State, society and environment in contemporary China. Geoforum 78:83–88
Chen Z, Li Y, Liu Y, Liu X (2021) Does rural residential land expansion pattern lead to different impacts on eco-environment? A case study of loess hilly and gully region, China. Habitat Int 117:102436
Cramer-Greenbaum S (2021) Who can afford a ‘livable’place? The part of living global rankings leave out. Int J Urban Sustain Dev 13(1):70–82
Cui X, Wu X, He X, Li Z, Shi C, Wu F (2018) Regional suitability of virtual water strategy: Evaluating with an integrated water-ecosystem-economy index. J Clean Prod 199:659–667
De Vos J, Van Acker V, Witlox F (2016) Urban sprawl: Neighbourhood dissatisfaction and urban preferences. Some Evidence from Flanders. Urban Geography 37(6):839–862
Elhorst JP (2014) Spatial panel models. Handbook of regional science 3
Fahad S, Su F, Wei K (2023) Quantifying households’ vulnerability, regional environmental indicators, and climate change mitigation by using a combination of vulnerability frameworks. Land Degrad Dev. https://doi.org/10.1002/ldr.4501
Faiz A, Faiz A, Wang W, Bennett C (2012) Sustainable rural roads for livelihoods and livability. Procedia Soc Behav Sci 53:1–8
Gao J, Cai Y, Liu Y, Wen Q, Marcouiller DW, Chen J (2022) Understanding the underutilization of rural housing land in China: A multi-level modeling approach. J Rural Stud 89:73–81
Ghasemi K, Hamzenejad M, Meshkini A (2018) The spatial analysis of the livability of 22 districts of Tehran Metropolis using multi-criteria decision making approaches. Sustain Cities Soc 38:382–404
Gkartzios M, Crawshaw J, Mahon M (2019) Doing art in the country. Sociol Rural 59(4):585–588
Godavarthy R, Mattson J (2018) Exploring transit’s contribution to livability in rural communities: case studies of the North Dakota cities of valley city and Dickinson. J Public Transp 21(2):4
Howard E (1898) Tomorrow, A Peaceful Path to Real Reform. Garden Cities of Tomorrow
Hu G, Wang J, Laila U et al (2022b) Evaluating households’ community participation: Does community trust play any role in sustainable development? Front Environ Sci 10:951262. https://doi.org/10.3389/fenvs.2022.951262
Hu G, Wang J, et al (2022a) Influencing factors of farmers’ land transfer, subjective well-being, and participation in agri-environment schemes in environmentally fragile areas of China. Environ Sci Pollut Res (2022a). https://doi.org/10.1007/s11356-022-22537-4
Huang X, Yang F et al (2022) The impact of digital technology use on farmers’ low-carbon production behavior under the background of carbon emission peak and carbon neutrality goals. Front Environ Sci 10:1002181
Huhe N, Chen J, Tang M (2015) Social trust and grassroots governance in rural China. Soc Sci Res 53:351–363
Jiang C, Li J, Liu J (2022) Does urbanization affect the gap between urban and rural areas? Evidence from China. Socio-Econ Plan Sci 101271
Kashef M (2016) Urban livability across disciplinary and professional boundaries. Front Archit Res 5(2):239–253
Khan SAR, Sharif A, Golpîra H, Kumar A (2019) A green ideology in Asian emerging economies: From environmental policy and sustainable development. Sustain Dev 2019(27):1063–1075. https://doi.org/10.1002/sd.1958
Kovacs-Györi A, Ristea A, Havas C, Mehaffy M, Hochmair HH, Resch B, ..., Blaschke T (2020) Opportunities and Challenges of Geospatial Analysis for Promoting Urban Livability in the Era of Big Data and Machine Learning. ISPRS Int J Geo-Inf 9(12):752
Kutty AA, Wakjira TG, Kucukvar M, Abdella GM, Onat NC (2022) Urban resilience and livability performance of European smart cities: A novel machine learning approach. J Clean Prod 378:134203
Lee JH, Burns RC (2022) Older adults’ preferences for natural environment and rural life: Intergenerational transmission of pro-environmental motivation. J Outdoor Recreat Tour 39:100556
LeSage JP, Pace RK (2008) Spatial econometric modeling of origin-destination flows. J Reg Sci 48(5):941–967
Li X, Li H, Zhang Y, Yang L (2017) Spatial patterns and the regional differences of rural settlements in Jilin Province. China Sustainability 9(12):2170–2186
Li J, Jia L, Liu Y, Yang Y, Jiang N (2018) Measuring model of rural transformation development path in Fuping County of Beijing-Tianjin-Hebei region. Habitat Int 74:48–56
Li Y, Li Y, Fan P, Long H (2019a) Impacts of land consolidation on rural human–environment system in typical watershed of the Loess Plateau and implications for rural development policy. Land Use Policy 86:339–350
Li Y, Westlund H, Liu Y (2019b) Why some rural areas decline while some others not: An overview of rural evolution in the world. J Rural Stud 68:135–143
Li L, Zhong S, Guo F, Guo X, Guo X (2021a) Paying for the quality of life: The impacts of urban livability on CEO compensation. Habitat Int 116:102416
Li X, Yang H, Jia J, Shen Y, Liu J (2021b) Index system of sustainable rural development based on the concept of ecological livability. Environ Impact Assess Rev 86:106478
Liang L, Deng X, Wang P, Wang Z, Wang L (2020) Assessment of the impact of climate change on cities livability in China. Sci Total Environ 726:138339
Liu Y (2020) The basic theory and methodology of rural revitalization planning in China. Acta Geogr Sin 75(6):1120–1133
Liu B, Wang Y, Kong K (2011) Cheng China’s primary health-care reform. Lancet 377:2064–2066
Liu J, Nijkamp P, Huang X, Lin D (2017) Urban livability and tourism development in China: Analysis of sustainable development by means of spatial panel data. Habitat Int 68:99–107
Liu Y, Zang Y, Yang Y (2020) China’s rural revitalization and development: Theory, technology and management. J Geog Sci 30(12):1923–1942
Liu J, Hou X, Wang Z, Shen Y (2021) Study the effect of industrial structure optimization on urban land-use efficiency in China. Land Use Policy 105:105390
Liu L, Shi L, Pan J (2022) Nursing homes’ social responsibility and competitive edge: a cross-sectional study on elderly choices about care service and price levels in Zhejiang Province, China. Global Health J 6(1):50–57
Long H, Ma L, Zhang Y, Qu L (2022) Multifunctional rural development in China: Pattern, process and mechanism. Habitat Int 121:102530
Looney KE (2015) China’s campaign to build a new socialist countryside: village modernization, peasant councils, and the Ganzhou model of rural development. China Qtly 224:909–932
Mahmoudi M, Ahmad F, Abbasi B (2015) Livable streets: the efects of physical problems on the quality and livability of Kuala Lumpur streets. Cities 43:104–114
Manski CF (1993) Identification of endogenous social effects: The reflection problem. Rev Econ Stud 60(3):531–542
Martínez-Bravo MDM, Martínez-del-Río J, Antolín-López R (2019) Trade-offs among urban sustainability, pollution and livability in European cities. J Clean Prod 224:651–660
Moran PA (1948) The interpretation of statistical maps. J Royal Stat Soc Ser B (Methodological) 10(2):243–251
Mouratidis K, Yiannakou A (2022) What makes cities livable? Determinants of neighborhood satisfaction and neighborhood happiness in different contexts. Land Use Policy 112:105855
Newman PW (1999) Sustainability and cities: extending the metabolism model. Landsc Urban Plan 44(4):219–226
Norouzian-Maleki S et al (2015) Developing and testing a framework for the assessment of neighbourhood liveability in two contrasting countries: Iran and Estonia. Ecol Ind 48:263–271
Okulicz-Kozaryn A (2011) City life: Rankings (livability) versus perceptions (satisfaction). Soc Indic Res 110(2):433–451
Oviedo D, Sabogal O, Villamizar-Duarte N (2021) Transport Investments, Livability and Mental Health: Setting a Baseline for a Green Corridor in Cali, Colombia. J Transp Health 22:101174
Oviedo D, Sabogal O, Villamizar-Duarte N, Chong A, Cohen J (2022) Exploring the Links between Livability and Land Prices: Health Determinants and Inequalities in Cali, Colombia. J Transp Health 25:101446
Park S, Ko Y (2020) The Sociocultural Meaning of “My Place”: Rural Korean Elderly People’s Perspective of Aging in Place. Asian Nurs Res 14(2):97–104
Paul A, Sen J (2018) Livability assessment within a metropolis based on the impact of integrated urban geographic factors (IUGFs) on clustering urban centers of Kolkata. Cities 74:142–150
Polloni S (2019) Traffic calming and neighborhood livability: Evidence from housing prices in Portland. Reg Sci Urban Econ 74:18–37
Qu YB, Jiang GH, Zhao QL, Ma WQ, Zhang RJ, Yang YT (2017) Geographic identification, spatial differentiation, and formation mechanism of multifunction of rural settlements: a case study of 804 typical villages in Shandong Province, China. J Cleaner Prod 166(11):1202–1215
Ramyar R, Saeedi S, Bryant M, Davatgar A, Hedjri GM (2020) Ecosystem services mapping for green infrastructure planning–The case of Tehran. Sci Total Environ 703:135466
Rani S, Mishra RK, Usman M, Kataria A, Kumar P, Bhambri P, Mishra AK (2021) Amalgamation of Advanced Technologies for Sustainable Development of Smart City Environment: A Review. IEEE Access 9:150060–150087
Rioux L, Werner C (2011) Residential satisfaction among aging people living in place. J Environ Psychol 31(2):158–169
Rostami R, Lamit H, Khoshnava SM, Rostami R, Fitry Rosley MS (2015) Sustainable cities and the contribution of historical urban green spaces: A case study of historical Persian gardens. Sustainability 7(10):13290–13316
Saitluanga BL (2013) Spatial pattern of urban livability in Himalayan region: A case of Aizawl City, India. Soc Indic Res 117(2):541–559
Sharif A, Raza SA, Ozturk I, Afshan S (2019) The dynamic relationship of renewable and nonrenewable energy consumption with carbon emission: A global study with the application of heterogeneous panel estimations. Renew Energy 133:685–691. https://doi.org/10.1016/j.renene.2018.10.052
Sharif A, Baris-Tuzemen O, Uzuner G, Ozturk I, Sinha A (2020) Revisiting the role of renewable and non-renewable energy consumption on Turkey’s ecological footprint: Evidence from Quantile ARDL approach. Sustain Cities Soc 57:102138. https://doi.org/10.1016/j.scs.2020.102138
Sheikh WT, van Ameijde J (2022) Promoting livability through urban planning: A comprehensive framework based on the “theory of human needs.” Cities 131:103972
Shi T, Zhu W, Fu S (2021) Quality of life in Chinese cities. China Econ Rev 69:101682
Shi C, Guo N, Zeng L, Wu F (2022) How climate change is going to affect urban livability in China. Clim Serv 26:100284
Siciliano G (2012) Urbanization strategies, rural development and land use changes in China: A multiple-level integrated assessment. Land Use Policy 29(1):165–178
Singer T, Rugengande J, Barikumana B, Zhu P, Holmen I, Hakizimana P, ..., Urayeneza O (2017) Human-centered Strategic Planning at a Rural Rwandan Medical School: A Case Study for Navigating Institutional Challenges and Strengthening Community and National Population Health in Low and Middle Income Countries. Annals Global Health 83(1)
Sofeska E (2017) Understanding the livability in a city through smart solutions and urban planning toward developing sustainable livable future of the City of Skopje. Procedia Environ Sci 37:442–453
Song J, Peng R et al (2022a) Households Production Factor Mismatches and Relative Poverty Nexus: A Novel Approach. Pol J Environ Stud 31(4):1–11. https://doi.org/10.15244/pjoes/146987
Song J et al (2022b) Agricultural factor endowment differences and relative poverty nexus: an analysis of macroeconomic and social determinants. Environ Sci Pollut Res 29:52984–52994. https://doi.org/10.1007/s11356-022-19474-7
Staricco L, Brovarone EV (2022) Livable neighborhoods for sustainable cities: Insights from Barcelona. Transp Res Procedia 60:354–361
Su F, Song N, Shang H et al (2022a) The impact of economic policy uncertainty on corporate social responsibility: A new evidence from food industry in China. PLOS ONE 17(6):e0269165. https://doi.org/10.1371/journal.pone.0269165
Su F, Chang J, Zhang X et al (2022b) A pathway towards the development and evolution of consumer behavior: Policy directions for sustainable development and improvement of nutrition. Front Nutr 9:1066444. https://doi.org/10.3389/fnut.2022.1066444
Su F, Chang J, et al (2023a) Assessment of diverse energy consumption structure and social capital: A case of southern Shaanxi province China. Energy 262(Part B). https://doi.org/10.1016/j.energy.2022.125506
Su F, Liu Y, Chen S, Fahad S (2023b) Towards the impact of economic policy uncertainty on food security: Introducing a comprehensive heterogeneous framework for assessment. J Clean Prod 386:135792. https://doi.org/10.1016/j.jclepro.2022.135792
Tang CL, He YH, Zhou GH, Zeng SS, Xiao LY (2018) Optimizing the spatial organization of rural settlements based on life quality. J Geog Sci 28(5):685–704
Tian TS, Kong XS, Liu YL (2018) Combining weighted daily life circles and land suitability for rural settlement reconstruction. Habitat Int 76:1–9
Timmer V, Seymoar NK (2005) The livable city. Vancouver working group discussion paper, the world urban forum 2006. Vancouver: UN Habitat-International Centre for Sustainable Cities
Tobler WR (1970) A computer movie simulating urban growth in the Detroit region. Econ Geogr 46(sup1):234–240
Tolfo G, Doucet B (2021) Livability for whom? Planning for livability and the gentrifcation of memory in Vancouver. Cities 123:103564
Tolfo G, Doucet B (2022) Livability for whom?: Planning for livability and the gentrification of memory in Vancouver. Cities 123:103564
Tu S, Long H (2017) Rural restructuring in China: Theory, approaches and research prospect. J Geog Sci 27(10):1169–1184
Van de Walle D (2002) Choosing rural road investments to help reduce poverty. World Dev 30(4):575–589
Wagstaff A, Lindelow M, Jun G, Ling X, Juncheng Q (2009) Extending health insurance to the rural population: an impact evaluation of China’s new cooperative medical scheme. J Health Econ 28(1):1–19
Wan Q, Miao X, Afshan S (2022) Dynamic effects of natural resource abundance, green financing, and government environmental concerns toward the sustainable environment in China. Resour Policy 79:102954. https://doi.org/10.1016/j.resourpol.2022.102954
Wang X (2010) The research on the evaluation index system of livable rural areas in China—by the case of rural areas in Henan Province. Agric Agric Sci Procedia 1:456–461
Wang FX, Mao AH, Li HL, Jia M (2013) Quality measurement and regional difference of urbanization in Shandong province based on the entropy method. Scientia Geographica Sinica 33(11):1323–1329
Wang Y, Jin C, Lu MQ, Liu YQ (2017) Assessing the suitability of regional human settlements environment from a different preferences perspective: a case study of Zhejiang Province, China. Habitat Int 70:1–12
Wang Y, Zhu Y, Yu M (2019) Evaluation and determinants of satisfaction with rural livability in China’s less-developed eastern areas: A case study of xianju county in zhejiang province. Ecol Ind 104:711–722
Wang H, Cui H, Zhao Q (2021a) Effect of green technology innovation on green total factor productivity in China: Evidence from spatial durbin model analysis. J Clean Prod 288:125624
Wang W, Rehman MA et al (2022a) The dynamic influence of renewable energy, trade openness, and industrialization on the sustainable environment in G-7 economies. Renew Energy 198:484–491. https://doi.org/10.1016/j.renene.2022.08.067
Wang J, Luo X, Zhu J (2022b) Does the digital economy contribute to carbon emissions reduction? A city-level spatial analysis in China. Chinese J Popul Resour Environ 20(2):105–114
Wang J, Qu L, Li Y, Feng W (2023) Identifying the structure of rural regional system and implications for rural revitalization: A case study of Yanchi County in northern China. Land Use Policy 124:106436
Wang YJ, Chen Y, Hewitt C, Ding WH, Song LC, Ai WX, ..., Huang ZL (2021b) Climate services for addressing climate change: Indication of a climate livable city in China. Adv Clim Change Res 12(5):744–751
Wei Z, Chiu RLH (2018) Livability of subsidized housing estates in marketized socialist China: An institutional interpretation. Cities 83:108–117
Węziak-Białowolska D (2016) Quality of life in cities-Empirical evidence in comparative European perspective. Cities 58:87–96
WHO World Health Organization (2015) China: Country assessment report on ageing and health. WHO, Geneva
Xiao Y, Li Y, Tang X, Huang H, Wang R (2022) Assessing spatial–temporal evolution and key factors of urban livability in arid zone: The case study of the Loess Plateau, China. Ecol Indic 140:108995
Xing K, Jiao M, Ma H, Qiao H, Hao Y, Li Y, ..., Wu Q (2015) Physical violence against general practitioners and nurses in Chinese township hospitals: a cross-sectional survey. PloS one 10(11):e0142954
Xing Y, Xu YZ (2007) Rural Settlement Spatial Evolution types and features in the process of urbanization. Econ Geogr 6:932–935
Yang R, Pan Y (2021) Rural vulnerability in China: Evaluation theory and spatial patterns. J Geog Sci 31(10):1507–1528
Yang B, Feldman MW, Li S (2020) The status of perceived community resilience in transitional rural society: An empirical study from central China. J Rural Stud 80:427–438
Yang Y, Fang S, Wu H et al (2021) Spatiotemporal Trends and Driving Factors of Urban Livability in the Yangtze River Delta Agglomeration. Sustainability 13(23):13152
Yang K et al (2022) Assessing the cooking oil fume exposure impacts on Chinese women health: an influential mechanism analysis. Environ Sci Pollut Res 29:53860–53872. https://doi.org/10.1007/s11356-022-19368-8
Yang K, Fahad S (2022) Rural migration, governance, and public health nexus: Implications for economic development. Front Public Health. 2022 Oct 11;10:1002216. https://doi.org/10.3389/fpubh.2022.1002216
Yi X, Jue W, Huan H (2021) Does economic development bring more livability? Evidence from Jiangsu Province, China. J Clean Prod 293:126187
Yu C, Wang FZ (2014) Quantitative analysis about coordinating development of livability and economy in Xinyang. China Popul Resour Environ 24(5):426–429
Yu Z, Yuan D, Zhao P (2021) Transport Disadvantage and Mobility Inequity of the Elderly in Rural China. J Transp Health 22:101194
Yuan Y, Wang M, Zhu Y, Huang X, Xiong X (2020) Urbanization’s effects on the urban-rural income gap in China: A meta-regression analysis. Land Use Policy 99:104995
Zang Y, Liu Y, Yang Y, Woods M, Fois F (2020) Rural decline or restructuring? Implications for sustainability transitions in rural China. Land Use Policy 94:104531
Zhan D, Kwan MP, Zhang W, Fan J, Yu J, Dang Y (2018) Assessment and determinants of satisfaction with urban livability in China. Cities 79:92–101
Zhang WT, Gao X (2008) Spatial differentiations of traffic satisfaction and its policy implications in Beijing. Habitat Int 32(4):437–451
Zhang A, Ni P, Ling C (2022a) Peer effects in rural housing demand: Evidence from China. China Econ Rev 73:101787
Zhang R, Yuan Y, Li H, Hu X (2022b) Improving the framework for analyzing community resilience to understand rural revitalization pathways in China. J Rural Stud 94:287–294
Zhao S (2019) Trend analysis of population ageing and opportunities for geriatric nutrition and foods in China. Nutrition and Health Branch of Knowledge Centre of Chinese Engineering and Science and Technology, Beijing
Zhao PJ, Zeng LE, Lu HY, Zhou Y, Hu HY, Wei XY (2020) Green economic efficiency and its influencing factors in China from 2008 to 2017: Based on the super-SBM model with undesirable outputs and spatial Dubin model. Sci Total Environ 741:140026
Zhao J, Yan J, Ran Q, Yang X, Su X, Shen J (2022) Does the opening of high-speed railways improve urban livability? Evidence from a quasi-natural experiment in China. Socio-Econ Plan Sci 101275
Zhou G, He Y, Tang C, Yu T, Xiao G, Zhong T (2013) Dynamic mechanism and present situation of rural settlement evolution in China. J Geog Sci 23(3):513–524
Zhu C, Lin Y, Zhang J, Gan M, Xu H, Li W, ..., Wang K (2021) Exploring the relationship between rural transition and agricultural eco-environment using a coupling analysis: A case study of Zhejiang Province, China. Ecol Indic 127:107733
Ziller E, Milkowski C (2020) A century later: Rural public health’s enduring challenges and opportunities. Am J Public Health 110(11):1678–1686
Funding
This research study is financially supported by the National Natural Science Foundation of China (Grant No. 72173036); National Natural Science Foundation of China “Research Fund for International Young Scientists” (Grant No. 72250410374); and Natural Science Foundation of Hainan Province (Grant No. 721RC515).
Author information
Authors and Affiliations
Contributions
Kailei Wei: innovation and main idea of the paper, data analysis, literature review and methodology sections, interpretation of the estimation results, discussion, and conclusion sections; Weilin Wang: introduction, review and editing, validation, discussion of results; Shah Fahad: review and editing.
Corresponding author
Ethics declarations
Ethics approval
No ethical approval was necessary for this study.
Consent to participate
All participants in this study consent to participation.
Consent for publication
All authors consent to this publication.
Competing interests
The authors declare no competing interests.
Additional information
Responsible Editor: Arshian Sharif
Publisher's note
Springer Nature remains neutral with regard to jurisdictional claims in published maps and institutional affiliations.
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
Wei, K., Wang, W. & Fahad, S. Spatial and temporal characteristics of rural livability and its influencing factors: implications for the development of rural revitalization strategy. Environ Sci Pollut Res 30, 49162–49179 (2023). https://doi.org/10.1007/s11356-023-25748-5
Received:
Accepted:
Published:
Issue Date:
DOI: https://doi.org/10.1007/s11356-023-25748-5