{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,6,4]],"date-time":"2026-06-04T17:43:49Z","timestamp":1780595029491,"version":"3.54.1"},"reference-count":66,"publisher":"MDPI AG","issue":"17","license":[{"start":{"date-parts":[[2020,8,30]],"date-time":"2020-08-30T00:00:00Z","timestamp":1598745600000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/creativecommons.org\/licenses\/by\/4.0\/"}],"funder":[{"DOI":"10.13039\/501100002428","name":"Austrian Science Fund","doi-asserted-by":"publisher","award":["VAT: ATU37675903"],"award-info":[{"award-number":["VAT: ATU37675903"]}],"id":[{"id":"10.13039\/501100002428","id-type":"DOI","asserted-by":"publisher"}]}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["Remote Sensing"],"abstract":"<jats:p>Tourism is a primary socio-economic factor on many coastal islands. Tourism contributes to the livelihoods of the residents, but also influences natural resources and energy consumption and can become a significant driver of land conversion and environmental change. Understanding the influence of tourist-related activities is vital for sustainable tourism development. We chose Hainan Island in South China as a research area to study the influence of tourist-driven activities on environmental variables (as Land Surface Temperatures (LST) and related ecosystem variables) during the period of 2000 to 2019. In Hainan, the local economy relies heavily on tourism, with an ever-growing influx of tourists each year. We categorised location-based points of interest (POIs) into two classes, non-tourism sites and tourism-related sites, and utilised satellite data from the cloud-based platform Google Earth Engine (GEE) to extract LST and Normalized Difference Vegetation Index (NDVI) data. We analysed the LST variations, NDVI changes and the land use\/land cover (LULC) changes and compared the relative difference in LST and NDVI between the tourism-related sites and non-tourism-related sites. The main findings of this study were: (1) The median LST in the tourism-related sites was relatively higher (1.3) than the LST in the non-tourism-related sites for the 20 years. Moreover, every annual mean LST of tourism-related sites was higher than the LST values in non-tourism-related sites, with an average difference of 1.2 \u00b0C for the 20 years and a maximum difference of 1.7 \u00b0C. We found higher annual LST anomalies for tourist-related sites compared to non-tourism sites after 2010, which indicated the likely positive differences in LST above the average LST during 20 years for tourism-related sites when compared against the non-tourism related sites, thus highlighting the potential influence of tourism activities on LST. (2) The annual mean NDVI value for tourism-related sites was significantly lower than for non-tourism places every year, with an average NDVI difference of 0.26 between the two sites. (3) The land cover changed significantly: croplands and forests reduced by 3.5% and 2.8% respectively, while the areas covered by orchards and urban areas increased by 2% and 72.3% respectively. These results indicate the influence of the tourism-driven activities includes the relatively high LST, vegetation degradation and land-use conversion particular to urban cover type. The outcome of this work provides a method that combines cloud-based satellite-derived data with location-based POIs data for quantifying the long-term influence of tourism-related activities on sensitive coastal ecosystems. It contributes to designing evidence-driven management plans and policies for the sustainable tourism development in coastal areas.<\/jats:p>","DOI":"10.3390\/rs12172813","type":"journal-article","created":{"date-parts":[[2020,8,30]],"date-time":"2020-08-30T22:00:17Z","timestamp":1598824817000},"page":"2813","update-policy":"https:\/\/doi.org\/10.3390\/mdpi_crossmark_policy","source":"Crossref","is-referenced-by-count":20,"title":["Assessing the Influence of Tourism-Driven Activities on Environmental Variables on Hainan Island, China"],"prefix":"10.3390","volume":"12","author":[{"ORCID":"https:\/\/orcid.org\/0000-0003-3834-3394","authenticated-orcid":false,"given":"Lixia","family":"Chu","sequence":"first","affiliation":[{"name":"Interfaculty Department of Geoinformatics\u2013Z_GIS, University of Salzburg, Schillerstrasse 30, 5020 Salzburg, Austria"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Francis","family":"Oloo","sequence":"additional","affiliation":[{"name":"Interfaculty Department of Geoinformatics\u2013Z_GIS, University of Salzburg, Schillerstrasse 30, 5020 Salzburg, Austria"},{"name":"School of Surveying and Geospatial Sciences, The Technical University of Kenya, Haile Selassie Avenue, Nairobi P.O. Box 52428-00200, Kenya"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Bin","family":"Chen","sequence":"additional","affiliation":[{"name":"School of Land Science and Technology, China University of Geosciences (Beijing), Haidian District, Beijing 100083, China"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Miaomiao","family":"Xie","sequence":"additional","affiliation":[{"name":"School of Land Science and Technology, China University of Geosciences (Beijing), Haidian District, Beijing 100083, China"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-1860-8458","authenticated-orcid":false,"given":"Thomas","family":"Blaschke","sequence":"additional","affiliation":[{"name":"Interfaculty Department of Geoinformatics\u2013Z_GIS, University of Salzburg, Schillerstrasse 30, 5020 Salzburg, Austria"}],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"1968","published-online":{"date-parts":[[2020,8,30]]},"reference":[{"key":"ref_1","doi-asserted-by":"crossref","first-page":"839","DOI":"10.1016\/j.marpolbul.2007.05.007","article-title":"The Mar Menor lagoon (SE Spain): A singular natural ecosystem threatened by human activities","volume":"54","author":"Conesa","year":"2007","journal-title":"Mar. Pollut. Bull."},{"key":"ref_2","doi-asserted-by":"crossref","first-page":"33","DOI":"10.1016\/S0006-3207(01)00052-0","article-title":"Human activities, ecosystem disturbance and plant invasions in subantarctic Crozet, Kerguelen and Amsterdam Islands","volume":"101","author":"Frenot","year":"2001","journal-title":"Biol. Conserv."},{"key":"ref_3","doi-asserted-by":"crossref","first-page":"494","DOI":"10.1126\/science.277.5325.494","article-title":"Human Domination of Earth\u2019s Ecosystems","volume":"277","author":"Vitousek","year":"1997","journal-title":"Science"},{"key":"ref_4","doi-asserted-by":"crossref","first-page":"49","DOI":"10.1016\/j.aasci.2017.02.005","article-title":"Fragmented development: Tourism-driven economic changes in Kazbegi, Georgia","volume":"15","author":"Gugushvili","year":"2017","journal-title":"Ann. Agrar. Sci."},{"key":"ref_5","doi-asserted-by":"crossref","first-page":"152","DOI":"10.1016\/j.habitatint.2011.06.012","article-title":"Tourism-driven urbanization in China\u2019s small town development: A case study of Zhapo Town, 1986\u20132003","volume":"36","author":"Qian","year":"2012","journal-title":"Habitat Int."},{"key":"ref_6","doi-asserted-by":"crossref","first-page":"321","DOI":"10.1177\/135481669600200403","article-title":"Food purchases in a five-star hotel: A case study of the Aquila Prambanan Hotel, Yogyakarta, Indonesia","volume":"2","author":"Telfer","year":"1996","journal-title":"Tour. Econ."},{"key":"ref_7","doi-asserted-by":"crossref","first-page":"235","DOI":"10.1111\/1475-4959.00051","article-title":"Tourism as a local development strategy in South Africa","volume":"168","author":"Binns","year":"2002","journal-title":"Geogr. J."},{"key":"ref_8","doi-asserted-by":"crossref","first-page":"365","DOI":"10.1080\/21568316.2017.1324809","article-title":"The relationship between international tourism activities and economic growth: Evidence from China\u2019s Economy","volume":"15","author":"Wu","year":"2018","journal-title":"Tour. Plan. Dev."},{"key":"ref_9","doi-asserted-by":"crossref","first-page":"1324","DOI":"10.1016\/j.jclepro.2009.04.012","article-title":"Quantifying energy use, carbon dioxide emission, and other environmental loads from island tourism based on a life cycle assessment approach","volume":"17","author":"Kuo","year":"2009","journal-title":"J. Clean. Prod."},{"key":"ref_10","doi-asserted-by":"crossref","first-page":"379","DOI":"10.1080\/13504509.2012.675600","article-title":"Environmental and energy-related challenges to sustainable tourism in the United States and China","volume":"19","author":"Day","year":"2012","journal-title":"Int. J. Sustain. Dev. World Ecol."},{"key":"ref_11","doi-asserted-by":"crossref","unstructured":"Holden, A. (2016). Environment and Tourism, Routledge. [3rd ed.].","DOI":"10.4324\/9781315767659"},{"key":"ref_12","unstructured":"Duffy, R. (2002). A Trip Too Far: Ecotourism, Politics and Exploitation, Earthscan. [1st ed.]."},{"key":"ref_13","doi-asserted-by":"crossref","first-page":"11","DOI":"10.1016\/j.tourman.2014.06.001","article-title":"An integrated approach to evaluating the coupling coordination between tourism and the environment","volume":"46","author":"Tang","year":"2015","journal-title":"Tour. Manag."},{"key":"ref_14","doi-asserted-by":"crossref","first-page":"283","DOI":"10.1016\/S0959-3780(02)00044-4","article-title":"Global environmental consequences of tourism","volume":"12","year":"2002","journal-title":"Glob. Environ. Chang."},{"key":"ref_15","doi-asserted-by":"crossref","first-page":"93","DOI":"10.1080\/09709274.2008.11906105","article-title":"Sustainable Tourism and Benefit-Sharing in Zanzibar: The Case of Kiwengwa-Pongwe Forest Reserve","volume":"24","author":"Makame","year":"2008","journal-title":"J. Hum. Ecol."},{"key":"ref_16","doi-asserted-by":"crossref","first-page":"456","DOI":"10.1080\/09669580508668573","article-title":"Ecotourism as a Tool for Nature Conservation: The Role of WWF Greece in the Dadia-Lefkimi-Soufli Forest Reserve in Greece","volume":"13","author":"Svoronou","year":"2005","journal-title":"J. Sustain. Tour."},{"key":"ref_17","doi-asserted-by":"crossref","first-page":"373","DOI":"10.1080\/08920750500217518","article-title":"Sustainability of scuba diving tourism on coral reefs of Saba","volume":"33","author":"Hawkins","year":"2005","journal-title":"Coast. Manag."},{"key":"ref_18","doi-asserted-by":"crossref","first-page":"29","DOI":"10.1016\/j.landurbplan.2006.02.017","article-title":"Tourist perception of recreational environment and management in a marine protected area","volume":"79","author":"Petrosillo","year":"2007","journal-title":"Landsc. Urban Plan."},{"key":"ref_19","doi-asserted-by":"crossref","first-page":"104","DOI":"10.1016\/j.marpol.2017.05.014","article-title":"Mapping the global value and distribution of coral reef tourism","volume":"82","author":"Spalding","year":"2017","journal-title":"Mar. Policy"},{"key":"ref_20","doi-asserted-by":"crossref","first-page":"1118","DOI":"10.2112\/JCOASTRES-D-12-00039.1","article-title":"Tourism-led land-use changes and their environmental effects in the southern coastal region of Hainan Island, China","volume":"29","author":"Wang","year":"2013","journal-title":"J. Coast. Res."},{"key":"ref_21","doi-asserted-by":"crossref","first-page":"152","DOI":"10.1016\/j.tourman.2018.03.007","article-title":"Effect of air quality in the place of origin on outbound tourism demand: Disposable income as a moderator","volume":"68","author":"Wang","year":"2018","journal-title":"Tour. Manag."},{"key":"ref_22","doi-asserted-by":"crossref","first-page":"e01280","DOI":"10.1016\/j.heliyon.2019.e01280","article-title":"Prediction of the impact on air quality of the cities receiving cruise tourism: The case of the Port of Barcelona","volume":"5","year":"2019","journal-title":"Heliyon"},{"key":"ref_23","doi-asserted-by":"crossref","first-page":"161","DOI":"10.1007\/s10113-007-0036-2","article-title":"The impact of climate change on tourism in Germany, the UK and Ireland: A simulation study","volume":"7","author":"Hamilton","year":"2007","journal-title":"Reg. Environ. Chang."},{"key":"ref_24","doi-asserted-by":"crossref","first-page":"167","DOI":"10.1080\/13683500.2013.774323","article-title":"Tourism, climate change and adaptation: A review","volume":"16","author":"Saarinen","year":"2013","journal-title":"Curr. Issues Tour."},{"key":"ref_25","doi-asserted-by":"crossref","first-page":"467","DOI":"10.1080\/14616688.2020.1759134","article-title":"Transforming the (tourism) world for good and (re)generating the potential \u2018new normal\u2019","volume":"22","author":"Ateljevic","year":"2020","journal-title":"Tour. Geogr."},{"key":"ref_26","doi-asserted-by":"crossref","first-page":"514","DOI":"10.1080\/14616688.2020.1765016","article-title":"Human flourishing, tourism transformation and COVID-19: A conceptual touchstone","volume":"22","author":"Cheer","year":"2020","journal-title":"Tour. Geogr."},{"key":"ref_27","doi-asserted-by":"crossref","first-page":"139281","DOI":"10.1016\/j.scitotenv.2020.139281","article-title":"COVID-19 pandemic persuaded lockdown effects on environment over stone quarrying and crushing areas","volume":"732","author":"Mandal","year":"2020","journal-title":"Sci. Total Environ."},{"key":"ref_28","doi-asserted-by":"crossref","first-page":"139088","DOI":"10.1016\/j.scitotenv.2020.139088","article-title":"Nurture to nature via COVID-19, a self-regenerating environmental strategy of environment in global context","volume":"729","author":"Paital","year":"2020","journal-title":"Sci. Total Environ."},{"key":"ref_29","first-page":"11","article-title":"Destination island effects: A theoretical framework for the environmental impact assessment of human tourism activities","volume":"10","author":"Li","year":"2014","journal-title":"Tour. Manag. Perspect."},{"key":"ref_30","doi-asserted-by":"crossref","first-page":"119","DOI":"10.1016\/j.isprsjprs.2017.01.001","article-title":"Characterizing the relationship between land use land cover change and land surface temperature","volume":"124","author":"Tran","year":"2017","journal-title":"ISPRS J. Photogramm. Remote Sens."},{"key":"ref_31","doi-asserted-by":"crossref","first-page":"245","DOI":"10.1016\/j.jenvman.2006.07.016","article-title":"The impact of land use and land cover changes on land surface temperature in a karst area of China","volume":"85","author":"Xiao","year":"2007","journal-title":"J. Environ. Manag."},{"key":"ref_32","doi-asserted-by":"crossref","first-page":"17","DOI":"10.1007\/s10980-009-9402-4","article-title":"Urban heat islands and landscape heterogeneity: Linking spatiotemporal variations in surface temperatures to land-cover and socioeconomic patterns","volume":"25","author":"Buyantuyev","year":"2010","journal-title":"Landsc. Ecol."},{"key":"ref_33","doi-asserted-by":"crossref","first-page":"467","DOI":"10.1016\/j.rse.2003.11.005","article-title":"Estimation of land surface temperature\u2013vegetation abundance relationship for urban heat island studies","volume":"89","author":"Weng","year":"2004","journal-title":"Remote Sens. Environ."},{"key":"ref_34","doi-asserted-by":"crossref","first-page":"11160","DOI":"10.1038\/srep11160","article-title":"The footprint of urban heat island effect in China","volume":"5","author":"Zhou","year":"2015","journal-title":"Sci. Rep."},{"key":"ref_35","doi-asserted-by":"crossref","first-page":"353","DOI":"10.1007\/s10980-006-9032-z","article-title":"Regional relationships between surface temperature, vegetation, and human settlement in a rapidly urbanizing ecosystem","volume":"22","author":"Jenerette","year":"2007","journal-title":"Landsc. Ecol."},{"key":"ref_36","doi-asserted-by":"crossref","first-page":"205","DOI":"10.1016\/j.rse.2015.12.040","article-title":"A time series analysis of urbanization induced land use and land cover change and its impact on land surface temperature with Landsat imagery","volume":"175","author":"Fu","year":"2016","journal-title":"Remote Sens. Environ."},{"key":"ref_37","doi-asserted-by":"crossref","first-page":"1753","DOI":"10.1016\/j.jenvman.2011.02.006","article-title":"Cadenasso, Is everyone hot in the city? Spatial pattern of land surface temperatures, land cover and neighborhood socioeconomic characteristics in Baltimore, MD","volume":"92","author":"Huang","year":"2011","journal-title":"J. Environ. Manag."},{"key":"ref_38","doi-asserted-by":"crossref","first-page":"557","DOI":"10.1016\/j.scs.2017.05.005","article-title":"An urban heat island study in Nanchang City, China based on land surface temperature and social-ecological variables","volume":"32","author":"Zhang","year":"2017","journal-title":"Sustain. Cities Soc."},{"key":"ref_39","doi-asserted-by":"crossref","unstructured":"Chu, L., Oloo, F., Bergstedt, H., and Blaschke, T. (2020). Assessing the link between human modification and changes in land surface temperature in Hainan, China using image archives from google earth engine. Remote Sens., 12.","DOI":"10.3390\/rs12050888"},{"key":"ref_40","doi-asserted-by":"crossref","unstructured":"Ravanelli, R., Nascetti, A., Cirigliano, R.V., Di Rico, C., Leuzzi, G., Monti, P., and Crespi, M. (2018). Monitoring the impact of land cover change on surface urban heat island through Google Earth Engine: Proposal of a global methodology, first applications and problems. Remote Sens., 10.","DOI":"10.3390\/rs10091488"},{"key":"ref_41","doi-asserted-by":"crossref","first-page":"1257","DOI":"10.1016\/S1872-2032(07)60026-2","article-title":"Analysis of the ecological vulnerability of the western Hainan Island based on its landscape pattern and ecosystem sensitivity","volume":"27","author":"Qiu","year":"2007","journal-title":"Acta Ecol. Sin."},{"key":"ref_42","doi-asserted-by":"crossref","first-page":"375","DOI":"10.1016\/j.ecss.2011.05.004","article-title":"Typhoon-induced precipitation impact on nutrient and suspended matter dynamics of a tropical estuary affected by human activities in Hainan, China","volume":"93","author":"Herbeck","year":"2011","journal-title":"Estuar. Coast. Shelf Sci."},{"key":"ref_43","doi-asserted-by":"crossref","first-page":"D16","DOI":"10.1029\/2008JD009916","article-title":"Urbanization effects in large-scale temperature records, with an emphasis on China","volume":"113","author":"Jones","year":"2008","journal-title":"J. Geophys. Res. Atmos."},{"key":"ref_44","doi-asserted-by":"crossref","first-page":"1543","DOI":"10.1007\/s11434-015-0864-2","article-title":"Modulation of the urban heat island by the tourism during the Chinese New Year holiday: A case study in Sanya City, Hainan Province of China","volume":"60","author":"Zhang","year":"2015","journal-title":"Sci. Bull."},{"key":"ref_45","doi-asserted-by":"crossref","first-page":"18","DOI":"10.1016\/j.rse.2017.06.031","article-title":"Google Earth Engine: Planetary-scale geospatial analysis for everyone","volume":"202","author":"Gorelick","year":"2017","journal-title":"Remote Sens. Environ."},{"key":"ref_46","doi-asserted-by":"crossref","first-page":"36","DOI":"10.1016\/j.compenvurbsys.2014.12.001","article-title":"Mining point-of-interest data from social networks for urban land use classification and disaggregation","volume":"53","author":"Jiang","year":"2015","journal-title":"Comput. Environ. Urban Syst."},{"key":"ref_47","doi-asserted-by":"crossref","first-page":"825","DOI":"10.1080\/13658816.2016.1244608","article-title":"Sensing spatial distribution of urban land use by integrating points-of-interest and Google Word2Vec model","volume":"31","author":"Yao","year":"2017","journal-title":"Int. J. Geogr. Inf. Sci."},{"key":"ref_48","unstructured":"Hainan Provincial Bureau of Statistics & Survey Office of the National Bureau of Statistics in Hainan (2020, May 05). Hainan Statistics Yearbook, Available online: http:\/\/www.stats.gov.cn\/tjsj\/ndsj\/2018\/indexeh.htm."},{"key":"ref_49","unstructured":"Wan, Z., Hook, S., and Hulley, G. (2015). MOD11A2 MODIS\/Terra Land Surface Temperature\/Emissivity 8-Day L3 Global 1 km SIN Grid V006."},{"key":"ref_50","unstructured":"Didan, K. (2015). MOD13A2 MODIS\/Terra Vegetation Indices 16-Day L3 Global 1 km SIN Grid V006."},{"key":"ref_51","doi-asserted-by":"crossref","first-page":"631","DOI":"10.1016\/j.jhazmat.2011.03.091","article-title":"Accumulation and partitioning of seven trace metals in mangroves and sediment cores from three estuarine wetlands of Hainan Island, China","volume":"190","author":"Qiu","year":"2011","journal-title":"J. Hazard. Mater."},{"key":"ref_52","first-page":"1","article-title":"Current status, crisis and conservation of coral reef ecosystems in China","volume":"2","author":"Wu","year":"2012","journal-title":"Proc. Int. Acad. Ecol. Environ. Sci."},{"key":"ref_53","doi-asserted-by":"crossref","first-page":"1535","DOI":"10.1175\/1520-0442(2001)014<1535:GIVISS>2.0.CO;2","article-title":"Global Interannual Variations in Sea Surface Temperature and Land Surface Vegetation, Air Temperature, and Precipitation","volume":"14","author":"Los","year":"2001","journal-title":"J. Clim."},{"key":"ref_54","first-page":"6583","article-title":"Recent variations in daily extremes of temperature and precipitation in Hainan Island of South China","volume":"10","author":"Li","year":"2015","journal-title":"ARPN J. Eng. Appl. Sci."},{"key":"ref_55","doi-asserted-by":"crossref","first-page":"81","DOI":"10.1007\/s11434-006-9081-3","article-title":"Status monitoring and health assessment of Luhuitou fringing reef of Sanya, Hainan, China","volume":"51","author":"Zhang","year":"2006","journal-title":"Chin. Sci. Bull."},{"key":"ref_56","doi-asserted-by":"crossref","first-page":"123","DOI":"10.1016\/j.csr.2012.11.017","article-title":"Coral reef degradation and metabolic performance of the scleractinian coral Porites lutea under anthropogenic impact along the NE coast of Hainan Island, South China Sea","volume":"57","author":"Roder","year":"2013","journal-title":"Cont. Shelf Res."},{"key":"ref_57","doi-asserted-by":"crossref","first-page":"284","DOI":"10.1016\/j.ecolind.2010.05.006","article-title":"Vegetation and ghost crabs in coastal dunes as indicators of putative stressors from tourism","volume":"11","author":"Schlacher","year":"2011","journal-title":"Ecol. Indic."},{"key":"ref_58","first-page":"703","article-title":"Relationship between tourism development and vegetation environment in Luya Mountain Nature Reserve: Tourism influencing index and some indices analysis","volume":"23","author":"Cheng","year":"2003","journal-title":"Acta Ecol. Sin."},{"key":"ref_59","doi-asserted-by":"crossref","first-page":"403","DOI":"10.1007\/s00267-011-9786-1","article-title":"Effects of tourism and topography on vegetation diversity in the subalpine meadows of the Dongling Mountains of Beijing, China","volume":"49","author":"Zhang","year":"2012","journal-title":"Environ. Manag."},{"key":"ref_60","doi-asserted-by":"crossref","first-page":"218","DOI":"10.1002\/joc.2140","article-title":"Flux measurements in Cairo. Part 1: In situ measurements and their applicability for comparison with satellite data","volume":"31","author":"Frey","year":"2011","journal-title":"Int. J. Climatol."},{"key":"ref_61","doi-asserted-by":"crossref","first-page":"201","DOI":"10.1016\/j.rse.2006.04.018","article-title":"Validation of satellite observed thermal emission with in-situ measurements over an urban surface","volume":"104","author":"Frey","year":"2006","journal-title":"Remote Sens. Environ."},{"key":"ref_62","first-page":"96","article-title":"The urban heat island of Basel\u2013seen from different perspectives","volume":"145","author":"Parlow","year":"2014","journal-title":"DIE ERDE J. Geogr. Soc. Berlin"},{"key":"ref_63","doi-asserted-by":"crossref","first-page":"11498","DOI":"10.1038\/s41598-018-29873-x","article-title":"Urban energy exchanges monitoring from space","volume":"8","author":"Chrysoulakis","year":"2018","journal-title":"Sci. Rep."},{"key":"ref_64","doi-asserted-by":"crossref","first-page":"483","DOI":"10.1007\/s11442-010-0483-4","article-title":"Spatial patterns and driving forces of land use change in China during the early 21st century","volume":"20","author":"Liu","year":"2010","journal-title":"J. Geogr. Sci."},{"key":"ref_65","doi-asserted-by":"crossref","first-page":"547","DOI":"10.1007\/s11442-018-1490-0","article-title":"Spatiotemporal patterns and characteristics of land-use change in China during 2010\u20132015","volume":"28","author":"Ning","year":"2018","journal-title":"J. Geogr. Sci."},{"key":"ref_66","first-page":"1","article-title":"A study on the spatial-temporal dynamic changes of land-use and driving forces analyses of China in the 1990s","volume":"22","author":"Liu","year":"2003","journal-title":"Geogr. Res."}],"container-title":["Remote Sensing"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/www.mdpi.com\/2072-4292\/12\/17\/2813\/pdf","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,10,11]],"date-time":"2025-10-11T10:04:51Z","timestamp":1760177091000},"score":1,"resource":{"primary":{"URL":"https:\/\/www.mdpi.com\/2072-4292\/12\/17\/2813"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2020,8,30]]},"references-count":66,"journal-issue":{"issue":"17","published-online":{"date-parts":[[2020,9]]}},"alternative-id":["rs12172813"],"URL":"https:\/\/doi.org\/10.3390\/rs12172813","relation":{},"ISSN":["2072-4292"],"issn-type":[{"value":"2072-4292","type":"electronic"}],"subject":[],"published":{"date-parts":[[2020,8,30]]}}}