{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,6,20]],"date-time":"2026-06-20T02:21:43Z","timestamp":1781922103687,"version":"3.54.5"},"reference-count":59,"publisher":"MDPI AG","issue":"12","license":[{"start":{"date-parts":[[2018,11,27]],"date-time":"2018-11-27T00:00:00Z","timestamp":1543276800000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/creativecommons.org\/licenses\/by\/4.0\/"}],"funder":[{"DOI":"10.13039\/501100001809","name":"National Natural Science Foundation of China","doi-asserted-by":"publisher","award":["41501375"],"award-info":[{"award-number":["41501375"]}],"id":[{"id":"10.13039\/501100001809","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/501100011473","name":"National Administration of Surveying, Mapping and Geoinformation of China","doi-asserted-by":"publisher","award":["KLSMTA-201710"],"award-info":[{"award-number":["KLSMTA-201710"]}],"id":[{"id":"10.13039\/501100011473","id-type":"DOI","asserted-by":"publisher"}]}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["Remote Sensing"],"abstract":"<jats:p>Urbanization drives human social development and natural environmental changes and shows complex implications for sustainability and challenges of future development, particularly in emerging countries. While extensive studies focus on extracting urban areas more precisely, less attention has been devoted to understand megaregion evolution and its related socioeconomic processes, not by socioeconomic statistics, but by comparing remote sensing based spatiotemporal evolution and the related spillover effect. Three main megaregions (with large area, high population and total gross domestic product) in China are selected for the analysis of development changes in an urbanization (magnitude, development)-diagram, of growth pattern changes based on Gravity Center and weighted Standard Deviation Ellipses and of the megaregions\u2019 spillover effect. Employing the spatiotemporally continuous lighted areas (DN \u2265 12) from the Defense Meteorological Satellite Program\/Operational Linescan System (DMSP\/OLS) nighttime signal (1992\u20132013) to the Beijing-Tianjin-Hebei (BTH), the Yangtze River Delta (YRD), and the Pearl River Delta (PRD) leads to the following results: (i) Developments in the (magnitude, development)-diagram indicate 25.97%, 45.95%, and 39.10% of the first (high urbanization, fast development) class of the BTH, YRD, and PRD megaregions are rapidly developing into highly urbanized regions. The first class may slow down in the future like the second (high urbanization, slow development) class acting from 1992 to 2013, and the third (moderate urbanization, fast development) class shows potential to become the first class in the future. (ii) The original core function zones of YRD and PRD have highly developed till 1992 and expanding out with fast development from 1992 to 2013. Contrarily, BTH indicates more fast development toward the original core function zones while spatial expansion. (iii) The gravity distance evolution of the three megaregions shows a tendency towards the geometric distance 2013. However, YRD and PRD (BTH) indicate a light intensity expansion (concentration). This may relate to a positive spillover effect of YRD and PRD upon their neighbor cities, with the strongest signal in the early 21st Century and thereafter adjusting and followed by another positive spillover.<\/jats:p>","DOI":"10.3390\/rs10121888","type":"journal-article","created":{"date-parts":[[2018,11,27]],"date-time":"2018-11-27T12:17:35Z","timestamp":1543321055000},"page":"1888","update-policy":"https:\/\/doi.org\/10.3390\/mdpi_crossmark_policy","source":"Crossref","is-referenced-by-count":20,"title":["Urbanization and Spillover Effect for Three Megaregions in China: Evidence from DMSP\/OLS Nighttime Lights"],"prefix":"10.3390","volume":"10","author":[{"given":"Xiaoxin","family":"Zhang","sequence":"first","affiliation":[{"name":"Institute of Remote Sensing and Digital Earth, Chinese Academy of Sciences, Beijing 100101, China"},{"name":"University of Chinese Academy of Science, Beijing 100049, China"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Shan","family":"Guo","sequence":"additional","affiliation":[{"name":"Institute of Remote Sensing and Digital Earth, Chinese Academy of Sciences, Beijing 100101, China"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Yanning","family":"Guan","sequence":"additional","affiliation":[{"name":"Institute of Remote Sensing and Digital Earth, Chinese Academy of Sciences, Beijing 100101, China"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-8986-1354","authenticated-orcid":false,"given":"Danlu","family":"Cai","sequence":"additional","affiliation":[{"name":"Institute of Remote Sensing and Digital Earth, Chinese Academy of Sciences, Beijing 100101, China"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Chunyan","family":"Zhang","sequence":"additional","affiliation":[{"name":"Institute of Remote Sensing and Digital Earth, Chinese Academy of Sciences, Beijing 100101, China"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Klaus","family":"Fraedrich","sequence":"additional","affiliation":[{"name":"Max-Planck-Institute for Meteorology, 20146 Hamburg, Germany"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Han","family":"Xiao","sequence":"additional","affiliation":[{"name":"University of Chinese Academy of Science, Beijing 100049, China"},{"name":"State Key Laboratory of Resources and Environmental Information System, Institute of Geographical Sciences and Natural Resources Research, Chinese Academy of Sciences, Beijing 100101, China"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Zhuangzhuang","family":"Tian","sequence":"additional","affiliation":[{"name":"Institute of Remote Sensing and Digital Earth, Chinese Academy of Sciences, Beijing 100101, China"},{"name":"University of Chinese Academy of Science, Beijing 100049, China"}],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"1968","published-online":{"date-parts":[[2018,11,27]]},"reference":[{"key":"ref_1","unstructured":"Jordan, M., Meyer, W.B., Kates, R.W., Clark, W.C., Richards, J.F., Turner, B.L., and Mathews, J.T. (1990). The Earth as Transformed by Human Action: Global and Regional Changes in the Biosphere over the Past 300 Years, CUP Archive."},{"key":"ref_2","unstructured":"UN (2010). World Urbanization Prospects: The 2009 Revision, United Nations, Department of Economic and Social Affairs."},{"key":"ref_3","doi-asserted-by":"crossref","first-page":"639","DOI":"10.1038\/s41586-018-0411-9","article-title":"Global land change from 1982 to 2016","volume":"560","author":"Song","year":"2018","journal-title":"Nature"},{"key":"ref_4","doi-asserted-by":"crossref","first-page":"200","DOI":"10.1016\/j.scitotenv.2017.02.148","article-title":"Urbanization and the thermal environment of Chinese and US-American cities","volume":"589","author":"Cai","year":"2017","journal-title":"Sci. Total Environ."},{"key":"ref_5","doi-asserted-by":"crossref","first-page":"121","DOI":"10.1016\/j.landurbplan.2014.08.015","article-title":"A comparative analysis of megacity expansions in China and the U.S.: Patterns, rates and driving forces","volume":"132","author":"Kuang","year":"2014","journal-title":"Landsc. Urban Plan."},{"key":"ref_6","doi-asserted-by":"crossref","first-page":"1","DOI":"10.1890\/EHS14-0014.1","article-title":"Global urbanization as a shifting context for applying ecological science toward the sustainable city","volume":"1","author":"Pickett","year":"2017","journal-title":"Ecosyst. Health Sustain."},{"key":"ref_7","doi-asserted-by":"crossref","first-page":"756","DOI":"10.1126\/science.1150195","article-title":"Global change and the ecology of cities","volume":"319","author":"Grimm","year":"2008","journal-title":"Science"},{"key":"ref_8","doi-asserted-by":"crossref","first-page":"7687","DOI":"10.1073\/pnas.1117622109","article-title":"Urban land teleconnections and sustainability","volume":"109","author":"Seto","year":"2012","journal-title":"Proc. Natl. Acad. Sci. USA"},{"key":"ref_9","doi-asserted-by":"crossref","unstructured":"Harrison, J., and Hoyler, M. (2015). Megaregions: Globalization a New Urban Form?, Edward Elgar Publishing.","DOI":"10.4337\/9781782547907"},{"key":"ref_10","doi-asserted-by":"crossref","first-page":"108","DOI":"10.1177\/0885412207306615","article-title":"Planning for \u201cMegaregions\u201d in the United States","volume":"22","author":"Dewar","year":"2007","journal-title":"J. Plan. Lit."},{"key":"ref_11","doi-asserted-by":"crossref","first-page":"1","DOI":"10.1016\/j.landusepol.2017.01.014","article-title":"China\u2019s megaregion policy: Performance evaluation framework, empirical findings and implications for spatial polycentric governance","volume":"63","author":"Su","year":"2017","journal-title":"Land Use Policy"},{"key":"ref_12","doi-asserted-by":"crossref","first-page":"21","DOI":"10.1016\/j.landusepol.2016.07.013","article-title":"Driving factors of urban sprawl in Giza Governorate of Greater Cairo Metropolitan Region using AHP method","volume":"58","author":"Osman","year":"2016","journal-title":"Land Use Policy"},{"key":"ref_13","doi-asserted-by":"crossref","first-page":"120","DOI":"10.1016\/j.landusepol.2015.10.023","article-title":"Compliance of land cover changes with municipal land use planning: Evidence from the Lisbon metropolitan region (1990\u20132007)","volume":"51","author":"Abrantes","year":"2016","journal-title":"Land Use Policy"},{"key":"ref_14","doi-asserted-by":"crossref","unstructured":"Zhou, W., Zhang, S., Yu, W., Wang, J., and Wang, W. (2017). Effects of Urban Expansion on Forest Loss and Fragmentation in Six Megaregions, China. Remote Sens., 9.","DOI":"10.3390\/rs9100991"},{"key":"ref_15","doi-asserted-by":"crossref","first-page":"264","DOI":"10.1890\/070147","article-title":"The changing landscape: Ecosystem responses to urbanization and pollution across climatic and societal gradients","volume":"6","author":"Grimm","year":"2008","journal-title":"Front. Ecol. Environ."},{"key":"ref_16","doi-asserted-by":"crossref","first-page":"2886","DOI":"10.1111\/gcb.12553","article-title":"Urban expansion dynamics and natural habitat loss in China: A multiscale landscape perspective","volume":"20","author":"He","year":"2014","journal-title":"Glob. Chang. Biol."},{"key":"ref_17","doi-asserted-by":"crossref","unstructured":"Gottmann, J. (1964). Megalopolis: The Urbanized Northeastern Seaboard of the United States, M.I.T. Press.","DOI":"10.7551\/mitpress\/4537.001.0001"},{"key":"ref_18","doi-asserted-by":"crossref","first-page":"189","DOI":"10.2307\/142307","article-title":"Megalopolis or the Urbanization of the Northeastern Seaboard","volume":"33","author":"Gottmann","year":"1957","journal-title":"Econ. Geogr."},{"key":"ref_19","doi-asserted-by":"crossref","first-page":"687","DOI":"10.1191\/0309132504ph514oa","article-title":"Patrick Geddes, Lewis Mumford and Jean Gottmann: Divisions over \u2018megalopol is\u2019","volume":"28","author":"Baigent","year":"2004","journal-title":"Prog. Hum. Geogr."},{"key":"ref_20","doi-asserted-by":"crossref","first-page":"99","DOI":"10.1016\/j.rse.2012.04.018","article-title":"Quantitative estimation of urbanization dynamics using time series of DMSP\/OLS nighttime light data: A comparative case study from China\u2019s cities","volume":"124","author":"Ma","year":"2012","journal-title":"Remote Sens. Environ."},{"key":"ref_21","doi-asserted-by":"crossref","first-page":"137","DOI":"10.1016\/j.apgeog.2011.11.006","article-title":"Land use dynamics, built-up land expansion patterns, and driving forces analysis of the fast-growing Hangzhou metropolitan area, eastern China (1978\u20132008)","volume":"34","author":"Wu","year":"2012","journal-title":"Appl. Geogr."},{"key":"ref_22","doi-asserted-by":"crossref","first-page":"390","DOI":"10.1016\/j.apgeog.2008.12.005","article-title":"Land use and land cover change in Greater Dhaka, Bangladesh: Using remote sensing to promote sustainable urbanization","volume":"29","author":"Dewan","year":"2009","journal-title":"Appl. Geogr."},{"key":"ref_23","doi-asserted-by":"crossref","first-page":"92","DOI":"10.1016\/j.rse.2015.12.042","article-title":"Mapping sub-pixel urban expansion in China using MODIS and DMSP\/OLS nighttime lights","volume":"175","author":"Huang","year":"2016","journal-title":"Remote Sens. Environ."},{"key":"ref_24","doi-asserted-by":"crossref","first-page":"6047","DOI":"10.1080\/01431161.2017.1302114","article-title":"Analysis of urbanization dynamics in mainland China using pixel-based night-time light trajectories from 1992 to 2013","volume":"38","author":"Ju","year":"2017","journal-title":"Int. J. Remote Sens."},{"key":"ref_25","doi-asserted-by":"crossref","first-page":"453","DOI":"10.1016\/j.rse.2014.11.022","article-title":"Night-time light derived estimation of spatio-temporal characteristics of urbanization dynamics using DMSP\/OLS satellite data","volume":"158","author":"Ma","year":"2015","journal-title":"Remote Sens. Environ."},{"key":"ref_26","doi-asserted-by":"crossref","unstructured":"Yu, W., and Zhou, W. (2017). The Spatiotemporal Pattern of Urban Expansion in China: A Comparison Study of Three Urban Megaregions. Remote Sens., 9.","DOI":"10.3390\/rs9010045"},{"key":"ref_27","unstructured":"Zhou, W., Jiao, M., Yu, W., and Wang, J. (2017). Urban sprawl in a megaregion: A multiple spatial and temporal perspective. Ecol. Indic."},{"key":"ref_28","doi-asserted-by":"crossref","first-page":"595","DOI":"10.3390\/en20300595","article-title":"A Fifteen Year Record of Global Natural Gas Flaring Derived from Satellite Data","volume":"2","author":"Elvidge","year":"2009","journal-title":"Energies"},{"key":"ref_29","doi-asserted-by":"crossref","first-page":"361","DOI":"10.1016\/S0034-4257(97)00046-1","article-title":"A technique for using composite DMSP\/OLS \u201ccity lights\u201d satellite data to map urban area","volume":"61","author":"Imhoff","year":"1997","journal-title":"Remote Sens. Environ."},{"key":"ref_30","doi-asserted-by":"crossref","first-page":"277","DOI":"10.1016\/j.rse.2005.02.002","article-title":"Spatial analysis of global urban extent from DMSP-OLS night lights","volume":"96","author":"Small","year":"2005","journal-title":"Remote Sens. Environ."},{"key":"ref_31","first-page":"727","article-title":"Mapping city lights with nighttime data from the DMSP operational linescan system","volume":"63","author":"Elvidge","year":"1997","journal-title":"Photogramm. Eng. Remote Sens."},{"key":"ref_32","doi-asserted-by":"crossref","first-page":"269","DOI":"10.1016\/j.rse.2010.08.021","article-title":"Spatial scaling of stable night lights","volume":"115","author":"Small","year":"2011","journal-title":"Remote Sens. Environ."},{"key":"ref_33","doi-asserted-by":"crossref","first-page":"024004","DOI":"10.1088\/1748-9326\/8\/2\/024004","article-title":"A global fingerprint of macro-scale changes in urban structure from 1999 to 2009","volume":"8","author":"Frolking","year":"2013","journal-title":"Environ. Res. Lett."},{"key":"ref_34","doi-asserted-by":"crossref","first-page":"4988","DOI":"10.3390\/su5124988","article-title":"Using Nighttime Satellite Imagery as a Proxy Measure of Human Well-Being","volume":"5","author":"Ghosh","year":"2013","journal-title":"Sustainability"},{"key":"ref_35","doi-asserted-by":"crossref","unstructured":"Yu, S.S., Zhang, Z.X., and Liu, F. (2018). Monitoring Population Evolution in China Using Time-Series DMSP\/OLS Nightlight Imagery. Remote Sens., 10.","DOI":"10.3390\/rs10020194"},{"key":"ref_36","doi-asserted-by":"crossref","first-page":"179","DOI":"10.1016\/j.compenvurbsys.2003.09.004","article-title":"Estimating population and energy consumption in Brazilian Amazonia using DMSP night-time satellite data","volume":"29","author":"Amaral","year":"2005","journal-title":"Comput. Environ. Urban Syst."},{"key":"ref_37","doi-asserted-by":"crossref","first-page":"75","DOI":"10.1016\/j.ecolecon.2005.03.007","article-title":"Mapping regional economic activity from night-time light satellite imagery","volume":"57","author":"Doll","year":"2006","journal-title":"Ecol. Econ."},{"key":"ref_38","doi-asserted-by":"crossref","first-page":"218","DOI":"10.1080\/15481603.2015.1007778","article-title":"A new method for extracting built-up urban areas using DMSP-OLS nighttime stable lights: A case study in the Pearl River Delta, southern China","volume":"52","author":"Su","year":"2015","journal-title":"GISci. Remote Sens."},{"key":"ref_39","doi-asserted-by":"crossref","first-page":"9359","DOI":"10.3390\/rs6109359","article-title":"The Integrated Use of DMSP-OLS Nighttime Light and MODIS Data for Monitoring Large-Scale Impervious Surface Dynamics: A Case Study in the Yangtze River Delta","volume":"6","author":"Shao","year":"2014","journal-title":"Remote Sens."},{"key":"ref_40","doi-asserted-by":"crossref","unstructured":"Hu, Y.N., Peng, J., Liu, Y., Du, Y., Li, H., and Wu, J. (2017). Mapping Development Pattern in Beijing-Tianjin-Hebei Urban Agglomeration Using DMSP\/OLS Nighttime Light Data. Remote Sens., 9.","DOI":"10.3390\/rs9070760"},{"key":"ref_41","doi-asserted-by":"crossref","first-page":"2067","DOI":"10.3390\/rs70202067","article-title":"Correlations between Urbanization and Vegetation Degradation across the World\u2019s Metropolises Using DMSP\/OLS Nighttime Light Data","volume":"7","author":"Liu","year":"2015","journal-title":"Remote Sens."},{"key":"ref_42","doi-asserted-by":"crossref","first-page":"4791","DOI":"10.1038\/s41598-017-04242-2","article-title":"The role of city size and urban form in the surface urban heat island","volume":"7","author":"Zhou","year":"2017","journal-title":"Sci. Rep."},{"key":"ref_43","first-page":"24","article-title":"Monitoring the trajectory of urban nighttime light hotspots using a Gaussian volume model","volume":"65","author":"Zheng","year":"2018","journal-title":"Int. J. Appl. Earth Obs. Geoinf."},{"key":"ref_44","doi-asserted-by":"crossref","first-page":"427","DOI":"10.1016\/j.envsoft.2016.06.021","article-title":"Characterizing the impact of urban morphology heterogeneity on land surface temperature in Guangzhou, China","volume":"84","author":"Guo","year":"2016","journal-title":"Environ. Model. Softw."},{"key":"ref_45","doi-asserted-by":"crossref","first-page":"7356","DOI":"10.1080\/01431161.2013.820365","article-title":"Intercalibration of DMSP-OLS night-time light data by the invariant region method","volume":"34","author":"Wu","year":"2013","journal-title":"Int. J. Remote Sens."},{"key":"ref_46","doi-asserted-by":"crossref","first-page":"62","DOI":"10.1016\/j.landurbplan.2012.02.013","article-title":"Extracting the dynamics of urban expansion in China using DMSP-OLS nighttime light data from 1992 to 2008","volume":"106","author":"Liu","year":"2012","journal-title":"Landsc. Urban Plan."},{"key":"ref_47","first-page":"186","article-title":"The data model concept in statistical mapping","volume":"7","author":"Jenks","year":"1967","journal-title":"Int. Yearb. Cartogr."},{"key":"ref_48","doi-asserted-by":"crossref","unstructured":"Griffith, D.A. (1984). Theory of Spatial Statistics, Springer.","DOI":"10.1007\/978-94-017-3048-8_1"},{"key":"ref_49","doi-asserted-by":"crossref","first-page":"88","DOI":"10.1086\/214027","article-title":"Measuring Geographic Concentration by Means of the Standard Deviational Ellipse","volume":"32","author":"Lefever","year":"1926","journal-title":"Am. J. Sociol."},{"key":"ref_50","doi-asserted-by":"crossref","first-page":"1442","DOI":"10.1016\/j.scitotenv.2018.04.427","article-title":"Linking ecosystem services and ecosystem health to ecological risk assessment: A case study of the Beijing-Tianjin-Hebei urban agglomeration","volume":"636","author":"Kang","year":"2018","journal-title":"Sci. Total Environ."},{"key":"ref_51","doi-asserted-by":"crossref","first-page":"4095","DOI":"10.1109\/JSTARS.2014.2302855","article-title":"Detecting China\u2019s Urban Expansion Over the Past Three Decades Using Nighttime Light Data","volume":"7","author":"Xiao","year":"2014","journal-title":"IEEE J. Sel. Top. Appl. Earth Obs. Remote Sens."},{"key":"ref_52","doi-asserted-by":"crossref","unstructured":"Jia, T., Chen, K., and Wang, J. (2017). Characterizing the Growth Patterns of 45 Major Metropolitans in Mainland China Using DMSP\/OLS Data. Remote Sens., 9.","DOI":"10.3390\/rs9060571"},{"key":"ref_53","doi-asserted-by":"crossref","first-page":"L07003","DOI":"10.1088\/1742-5468\/2009\/07\/L07003","article-title":"Urban gravity: A model for inter-city telecommunication flows","volume":"2009","author":"Krings","year":"2009","journal-title":"J. Stat. Mech. Theory Exp."},{"key":"ref_54","unstructured":"Haynes, K.E., and Fotheringham, A.S. (1985). Gravity and spatial interaction models. Scientific Geography, Regional Research Institute, West Virginia University."},{"key":"ref_55","doi-asserted-by":"crossref","first-page":"29","DOI":"10.1016\/j.scitotenv.2018.07.319","article-title":"Urbanization and climate change: Insights from eco-hydrological diagnostics","volume":"647","author":"Cai","year":"2018","journal-title":"Sci. Total Environ."},{"key":"ref_56","doi-asserted-by":"crossref","first-page":"657","DOI":"10.1007\/s10980-010-9457-2","article-title":"Global analysis and simulation of land-use change associated with urbanization","volume":"25","author":"Jenerette","year":"2010","journal-title":"Landsc. Ecol."},{"key":"ref_57","doi-asserted-by":"crossref","unstructured":"Xiao, H., Kopeck\u00e1, M., Guo, S., Guan, Y., Cai, D., Zhang, C., Zhang, X., and Yao, W. (2018). Responses of Urban Land Surface Temperature on Land Cover: A Comparative Study of Vienna and Madrid. Sustainability, 10.","DOI":"10.3390\/su10020260"},{"key":"ref_58","doi-asserted-by":"crossref","first-page":"304","DOI":"10.1038\/s41893-018-0076-2","article-title":"Progress towards sustainable intensification in China challenged by land-use change","volume":"1","author":"Zuo","year":"2018","journal-title":"Nat. Sustain."},{"key":"ref_59","doi-asserted-by":"crossref","first-page":"322","DOI":"10.1016\/j.worlddev.2014.08.017","article-title":"Monitoring Economic Development from Space: Using Nighttime Light and Land Cover Data to Measure Economic Growth","volume":"66","author":"Keola","year":"2015","journal-title":"World Dev."}],"container-title":["Remote Sensing"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/www.mdpi.com\/2072-4292\/10\/12\/1888\/pdf","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,10,11]],"date-time":"2025-10-11T15:32:32Z","timestamp":1760196752000},"score":1,"resource":{"primary":{"URL":"https:\/\/www.mdpi.com\/2072-4292\/10\/12\/1888"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2018,11,27]]},"references-count":59,"journal-issue":{"issue":"12","published-online":{"date-parts":[[2018,12]]}},"alternative-id":["rs10121888"],"URL":"https:\/\/doi.org\/10.3390\/rs10121888","relation":{},"ISSN":["2072-4292"],"issn-type":[{"value":"2072-4292","type":"electronic"}],"subject":[],"published":{"date-parts":[[2018,11,27]]}}}