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Program","award":["2020VTA0001"],"award-info":[{"award-number":["2020VTA0001"]}]},{"name":"Ministry of Science and Technology High Level Foreign Expert Program","award":["GL20200161002"],"award-info":[{"award-number":["GL20200161002"]}]}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["Remote Sensing"],"abstract":"<jats:p>Land use\u2013land cover (LULC) is an important feature for ecological environment research, land resource management and evaluation. Although global high-resolution LULC data sets are booming, their regional performances were still evaluated in limited regions. To demonstrate the local applicability of global LULC data products, six emerging LULC data products were evaluated and compared in Guangxi, China. The six products used are European Space Agency GlobCover (ESAGC), ESRI Land Use\u2013Land Cover (ESRI\u2013LULC), Finer Resolution Observation and Monitoring of Global Land Cover (FROM\u2013GLC), the China Land Cover Dataset (CLCD), the Global Land Cover product with Fine Classification System at 30 m (GLC_FCS30) and GlobeLand30 (GLC30). Reference data were obtained from the local government statistical yearbook and high-resolution remote sensing images on Google Earth. The results showed that CLCD, ESRI\u2013LULC and GLC30 were found to agree well with the forest reference data, with the highest correlation coefficient of 0.999. For the cropland areas, GLC30, CLCD and ESAGC agreed well with the reference data, and the highest correlation coefficient was 0.957. Combined with the comparison with the high-resolution images obtained by Google Earth, we finally concluded that ESAGC, CLCD and GLC30 can best represent the LULCs in Guangxi. Furthermore, the spatial consistency analysis showed that three or more products identified the same LULC type as high as 96.98% of the area. We suggest that majority voting might be applied to global LULC products to provide fused products with better performances on a regional or local scale to avoid the error caused by a single data product.<\/jats:p>","DOI":"10.3390\/rs15051291","type":"journal-article","created":{"date-parts":[[2023,2,27]],"date-time":"2023-02-27T01:59:10Z","timestamp":1677463150000},"page":"1291","update-policy":"https:\/\/doi.org\/10.3390\/mdpi_crossmark_policy","source":"Crossref","is-referenced-by-count":23,"title":["Evaluation of Global Land Use\u2013Land Cover Data Products in Guangxi, China"],"prefix":"10.3390","volume":"15","author":[{"given":"Xuan","family":"Hao","sequence":"first","affiliation":[{"name":"Guangxi Key Laboratory of Landscape Resources Conservation and Sustainable Utilization in Lijiang River Basin, Guangxi Normal University, Guilin 541006, China"},{"name":"International Research Center for Big Data for Sustainable Development Goals, Beijing 100094, China"},{"name":"Key Laboratory of Digital Earth, Aerospace Information Research Institute, Chinese Academy of Sciences, Beijing 100094, China"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0003-1313-6313","authenticated-orcid":false,"given":"Yubao","family":"Qiu","sequence":"additional","affiliation":[{"name":"International Research Center for Big Data for Sustainable Development Goals, Beijing 100094, China"},{"name":"Key Laboratory of Digital Earth, Aerospace Information Research Institute, Chinese Academy of Sciences, Beijing 100094, China"},{"name":"China-ASEAN Regional Innovation Center for Big Earth Data, Nanning 530022, China"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Guoqiang","family":"Jia","sequence":"additional","affiliation":[{"name":"International Research Center for Big Data for Sustainable Development Goals, Beijing 100094, China"},{"name":"Key Laboratory of Digital Earth, Aerospace Information Research Institute, Chinese Academy of Sciences, Beijing 100094, China"},{"name":"China-ASEAN Regional Innovation Center for Big Earth Data, Nanning 530022, China"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0001-9176-4556","authenticated-orcid":false,"given":"Massimo","family":"Menenti","sequence":"additional","affiliation":[{"name":"Faculty of Civil Engineering and Earth Sciences, Delft University of Technology, 2628 Delft, The Netherlands"},{"name":"State Key Laboratory of Remote Sensing Science, Aerospace Information Research Institute, Chinese Academy of Sciences, Beijing 100101, China"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Jiangming","family":"Ma","sequence":"additional","affiliation":[{"name":"Guangxi Key Laboratory of Landscape Resources Conservation and Sustainable Utilization in Lijiang River Basin, Guangxi Normal University, Guilin 541006, China"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Zhengxin","family":"Jiang","sequence":"additional","affiliation":[{"name":"Key Laboratory of Digital Earth, Aerospace Information Research Institute, Chinese Academy of Sciences, Beijing 100094, China"}],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"1968","published-online":{"date-parts":[[2023,2,26]]},"reference":[{"key":"ref_1","doi-asserted-by":"crossref","unstructured":"Akod\u00e9wou, A., Oszwald, J., Sa\u00efdi, S., Gazull, L., Akpavi, S., Akpagana, K., and Gond, V. (2020). Land Use and Land Cover Dynamics Analysis of the Togodo Protected Area and Its Surroundings in Southeastern Togo, West Africa. Sustainability, 12.","DOI":"10.3390\/su12135439"},{"key":"ref_2","doi-asserted-by":"crossref","first-page":"48","DOI":"10.1016\/j.apgeog.2014.12.012","article-title":"Assessment of land-use and land-cover changes from 1965 to 2014 in Tam Giang-Cau Hai Lagoon, central Vietnam","volume":"58","author":"Disperati","year":"2015","journal-title":"Appl. Geogr."},{"key":"ref_3","doi-asserted-by":"crossref","first-page":"195","DOI":"10.1007\/s11442-014-1082-6","article-title":"Spatiotemporal characteristics, patterns, and causes of land-use changes in China since the late 1980s","volume":"24","author":"Liu","year":"2014","journal-title":"J. Geogr. Sci."},{"key":"ref_4","doi-asserted-by":"crossref","first-page":"433","DOI":"10.1016\/j.cosust.2013.08.001","article-title":"Land System Science: Between global challenges and local realities","volume":"5","author":"Verburg","year":"2013","journal-title":"Curr. Opin. Environ. Sustain."},{"key":"ref_5","first-page":"383","article-title":"Land use functions change and its spatial pattern in Jiangsu province from 2000 to 2015","volume":"38","author":"Fan","year":"2019","journal-title":"Geog. Res."},{"key":"ref_6","doi-asserted-by":"crossref","first-page":"494","DOI":"10.1016\/j.cosust.2013.07.003","article-title":"Land system change and food security: Towards multi-scale land system solutions","volume":"5","author":"Verburg","year":"2013","journal-title":"Curr. Opin. Environ. Sustain."},{"key":"ref_7","doi-asserted-by":"crossref","first-page":"989","DOI":"10.1038\/s41467-017-01038-w","article-title":"The impact of anthropogenic land use and land cover change on regional climate extremes","volume":"8","author":"Findell","year":"2017","journal-title":"Nat. Commun."},{"key":"ref_8","doi-asserted-by":"crossref","first-page":"27","DOI":"10.1007\/s11442-017-1394-4","article-title":"Assessment of multifunctional landscapes dynamics in the mountainous basin of the mo river (togo, west africa)","volume":"27","author":"Diwediga","year":"2017","journal-title":"J. Geogr. Sci."},{"key":"ref_9","first-page":"874","article-title":"Big Earth data facilitates sustainable development goals","volume":"36","author":"Guo","year":"2021","journal-title":"Bull. Chin. Acad. Sci. (Chin. Version)"},{"key":"ref_10","doi-asserted-by":"crossref","first-page":"152134","DOI":"10.1016\/j.scitotenv.2021.152134","article-title":"Land use and land cover changes and their impacts on surface-atmosphere interactions in Brazil: A systematic review","volume":"808","author":"Caballero","year":"2022","journal-title":"Sci. Total Environ."},{"key":"ref_11","doi-asserted-by":"crossref","unstructured":"Guo, H. (2021). Big Earth Data in Support of the Sustainable Development Goals (2019), EDP Sciences.","DOI":"10.1051\/978-2-7598-2442-7"},{"key":"ref_12","doi-asserted-by":"crossref","first-page":"e01974","DOI":"10.1016\/j.gecco.2021.e01974","article-title":"Soil conservation service underpins sustainable development goals","volume":"33","author":"Yin","year":"2022","journal-title":"Glob. Ecol. Conserv."},{"key":"ref_13","doi-asserted-by":"crossref","first-page":"845","DOI":"10.1016\/0305-750X(96)00005-8","article-title":"National land cover mapping by remote sensing","volume":"24","author":"Haack","year":"1996","journal-title":"World Dev."},{"key":"ref_14","doi-asserted-by":"crossref","first-page":"1331","DOI":"10.1080\/014311600210209","article-title":"Global land cover classification at 1 km spatial resolution using a classification tree approach","volume":"21","author":"Hansen","year":"2000","journal-title":"Int. J. Remote Sens."},{"key":"ref_15","doi-asserted-by":"crossref","first-page":"1303","DOI":"10.1080\/014311600210191","article-title":"Development of a global land cover characteristics database and IGBP DISCover from 1 km AVHRR data","volume":"21","author":"Loveland","year":"2000","journal-title":"Int. J. Remote Sens."},{"key":"ref_16","doi-asserted-by":"crossref","first-page":"1959","DOI":"10.1080\/01431160412331291297","article-title":"GLC2000: A new approach to global land cover mapping from Earth observation data","volume":"26","author":"Bartholome","year":"2005","journal-title":"Int. J. Remote Sens."},{"key":"ref_17","doi-asserted-by":"crossref","first-page":"537","DOI":"10.1007\/s11442-022-1960-2","article-title":"Characteristics and progress of land use\/cover change research during 1990\u20132018","volume":"32","author":"He","year":"2022","journal-title":"J. Geogr. Sci."},{"key":"ref_18","doi-asserted-by":"crossref","first-page":"5309","DOI":"10.1080\/01431161.2015.1093195","article-title":"An overview of 21 global and 43 regional land-cover mapping products","volume":"36","author":"Grekousis","year":"2015","journal-title":"Int. J. Remote Sens."},{"key":"ref_19","unstructured":"Arino, O., Gross, D., Ranera, F., Leroy, M., Bicheron, P., Brockman, C., Defourny, P., Vancutsem, C., Achard, F., and Durieux, L. (2007). Conference Proceedings: Proceedings of the IEEE International Geoscience and Remote Sensing Symposium, IEEE-Inst Electrical Electronics Engineers Inc."},{"key":"ref_20","doi-asserted-by":"crossref","unstructured":"Acharya, A., Mondal, B.K., Bhadra, T., Abdelrahman, K., Mishra, P.K., Tiwari, A., and Das, R. (2022). Geospatial Analysis of Geo-Ecotourism Site Suitability Using AHP and GIS for Sustainable and Resilient Tourism Planning in West Bengal, India. Sustainability, 14.","DOI":"10.3390\/su14042422"},{"key":"ref_21","first-page":"1240","article-title":"Characteristics and driving forces of vegetation dynamics in Inner Mongolia Autonomous Region from 1992 to 2018","volume":"33","author":"Lyu","year":"2022","journal-title":"Ying Yong Sheng Tai Xue Bao=J. Appl. Ecol."},{"key":"ref_22","unstructured":"Deafalla, T.H.H., Csaplovics, E., Elkhair, O., and El Abbas, M.M. (2021). Social-Ecological Systems (SES), Springer."},{"key":"ref_23","doi-asserted-by":"crossref","unstructured":"Venter, Z.S., Barton, D.N., Chakraborty, T., Simensen, T., and Singh, G. (2022). Global 10 m Land Use Land Cover Datasets: A Comparison of Dynamic World, World Cover and Esri Land Cover. Remote Sens., 14.","DOI":"10.3390\/rs14164101"},{"key":"ref_24","first-page":"1433","article-title":"Regional accuracy assessments of the first global land cover dataset at 30-meter resolution: A case study of Henan province","volume":"35","author":"Huang","year":"2016","journal-title":"Geogr. Res."},{"key":"ref_25","doi-asserted-by":"crossref","first-page":"370","DOI":"10.1016\/j.scib.2019.03.002","article-title":"Stable classification with limited sample: Transferring a 30-m resolution sample set collected in 2015 to mapping 10-m resolution global land cover in 2017","volume":"64","author":"Chen","year":"2019","journal-title":"Sci. Bull."},{"key":"ref_26","doi-asserted-by":"crossref","first-page":"7","DOI":"10.1016\/j.isprsjprs.2014.09.002","article-title":"Global land cover mapping at 30 m resolution: A POK-based operational approach","volume":"103","author":"Chen","year":"2015","journal-title":"ISPRS J. Photogramm. Remote Sens."},{"key":"ref_27","doi-asserted-by":"crossref","first-page":"e2203150119","DOI":"10.1073\/pnas.2203150119","article-title":"Observing many researchers using the same data and hypothesis reveals a hidden universe of uncertainty","volume":"119","author":"Breznau","year":"2022","journal-title":"Proc. Natl. Acad. Sci. USA"},{"key":"ref_28","first-page":"1896","article-title":"Mapping annual global land cover changes at a 30 m resolution from 2000 to 2015","volume":"25","author":"Xu","year":"2021","journal-title":"J. Remote Sens."},{"key":"ref_29","doi-asserted-by":"crossref","first-page":"12070","DOI":"10.3390\/rs61212070","article-title":"Global Land Cover Mapping: A Review and Uncertainty Analysis","volume":"6","author":"Congalton","year":"2014","journal-title":"Remote Sens."},{"key":"ref_30","first-page":"60","article-title":"The Spatio-Temporal Pattern, Driving Forces and Transformation Mode of Inter-provincial Recessive Land Use Morphology in China","volume":"31","author":"Cheng","year":"2017","journal-title":"China Land Sci."},{"key":"ref_31","first-page":"503","article-title":"Land use transition of mountainous rural areas in China","volume":"73","author":"Zhang","year":"2018","journal-title":"J. Geogr. Sci."},{"key":"ref_32","doi-asserted-by":"crossref","first-page":"356","DOI":"10.1016\/j.scs.2018.10.020","article-title":"Urban sustainability assessment framework development: The ranking and weighting of sustainability indicators using analytic hierarchy process","volume":"44","author":"Ameen","year":"2018","journal-title":"Sustain. Cities Soc."},{"key":"ref_33","doi-asserted-by":"crossref","first-page":"453","DOI":"10.1080\/014311697219196","article-title":"Comparison and assessment of large-scale land cover datasets in China and adjacent regions","volume":"18","author":"Yang","year":"2014","journal-title":"Remote Sens."},{"key":"ref_34","doi-asserted-by":"crossref","first-page":"4191","DOI":"10.3390\/rs70404191","article-title":"The First Comprehensive Accuracy Assessment of GlobeLand30 at a National Level: Methodology and Results","volume":"7","author":"Brovelli","year":"2015","journal-title":"Remote Sens."},{"key":"ref_35","doi-asserted-by":"crossref","first-page":"391","DOI":"10.1080\/01431160902893451","article-title":"Evaluation of four remote sensing based land cover products over China","volume":"31","author":"Ran","year":"2010","journal-title":"Int. J. Remote Sens."},{"key":"ref_36","first-page":"59","article-title":"Accuracy Assessment of the 1:100 000 Land Cover Data of Henan Province in 2015","volume":"33","author":"Zhu","year":"2019","journal-title":"China Land Sci."},{"key":"ref_37","first-page":"490","article-title":"Accuracy Evaluation of the Four Remote Sensing Based Land Cover Products over China","volume":"31","author":"Ran","year":"2009","journal-title":"J. Glaciol. Geocryol."},{"key":"ref_38","unstructured":"Zanaga, D., Zanaga, D., Van De Kerchove, R., De Keersmaecker, W., Souverijns, N., Brockmann, C., Quast, R., Wevers, J., Grosu, A., and Paccini, A. (2023, February 14). ESA WorldCover 10 m 2020 v100. Available online: https:\/\/developers.google.cn\/earth-engine\/datasets\/catalog\/ESA_WorldCover_v100."},{"key":"ref_39","doi-asserted-by":"crossref","unstructured":"Karra, K., Kontgis, C., Statman-Weil, Z., Mazzariello, J., Mathis, M., and Brumby, S. (2021, January 12\u201316). Global land use\/land cover with Sentinel 2 and deep learning. Proceedings of the IEEE International Geoscience and Remote Sensing Symposium IGARSS, Virtual.","DOI":"10.1109\/IGARSS47720.2021.9553499"},{"key":"ref_40","doi-asserted-by":"crossref","first-page":"3907","DOI":"10.5194\/essd-13-3907-2021","article-title":"The 30 m annual land cover dataset and its dynamics in China from 1990 to 2019","volume":"13","author":"Yang","year":"2021","journal-title":"Earth Syst. Sci. Data"},{"key":"ref_41","doi-asserted-by":"crossref","first-page":"2753","DOI":"10.5194\/essd-13-2753-2021","article-title":"GLC_FCS30: Global land-cover product with fine classification system at 30 m using time-series Landsat imagery","volume":"13","author":"Zhang","year":"2021","journal-title":"Earth Syst. Sci. Data"},{"key":"ref_42","unstructured":"Guangxi Zhuang Autonomous Region Bureau of Statistics (2020). Guangxi Statistical Yearbook."},{"key":"ref_43","doi-asserted-by":"crossref","first-page":"123","DOI":"10.1016\/j.rse.2004.09.005","article-title":"A comparative analysis of the Global Land Cover 2000 and MODIS land cover data sets","volume":"94","author":"Giri","year":"2005","journal-title":"Remote Sens. Environ."},{"key":"ref_44","unstructured":"Lambin, E.F., and Helmut, J.G. (2008). Land-Use and Land-Cover Change: Local Processes and Global Impacts, Springer Science & Business Media."},{"key":"ref_45","first-page":"207","article-title":"Comparison and relative quality assessment of the GLC2000, GLOBCOVER, MODIS and ECOCLIMAP land cover data sets at the African continental scale","volume":"13","author":"Roujean","year":"2011","journal-title":"Int. J. Appl. Earth Obs. Geoinf."},{"key":"ref_46","doi-asserted-by":"crossref","first-page":"442","DOI":"10.1016\/j.rse.2005.08.012","article-title":"Spatial and temporal patterns of China\u2019s cropland during 1990\u20132000: An analysis based on Landsat TM data","volume":"98","author":"Liu","year":"2005","journal-title":"Remote Sens. Environ."},{"key":"ref_47","doi-asserted-by":"crossref","unstructured":"Kang, J., Wang, Z., Sui, L., Yang, X., Ma, Y., and Wang, J. (2020). Consistency Analysis of Remote Sensing Land Cover Products in the Tropical Rainforest Climate Region: A Case Study of Indonesia. Remote Sens., 12.","DOI":"10.3390\/rs12091410"},{"key":"ref_48","doi-asserted-by":"crossref","unstructured":"Wang, J., Yang, X., Wang, Z., Cheng, H., Kang, J., Tang, H., Li, Y., Bian, Z., and Bai, Z. (2022). Consistency Analysis and Accuracy Assessment of Three Global Ten-Meter Land Cover Products in Rocky Desertification Region\u2014A Case Study of Southwest China. ISPRS Int. J. Geo-Inf., 11.","DOI":"10.3390\/ijgi11030202"},{"key":"ref_49","doi-asserted-by":"crossref","first-page":"1835","DOI":"10.1016\/j.protcy.2016.05.231","article-title":"Use of High Resolution Google Earth Satellite Imagery in Landuse Map Preparation for Urban Related Applications","volume":"24","author":"Malarvizhi","year":"2016","journal-title":"Procedia Technol."},{"key":"ref_50","doi-asserted-by":"crossref","first-page":"5467","DOI":"10.1080\/01431160500259931","article-title":"Land cover heterogeneity in Great Britain as identified in Land Cover Map 2000","volume":"26","author":"Hill","year":"2005","journal-title":"Int. J. Remote Sens."},{"key":"ref_51","doi-asserted-by":"crossref","first-page":"171","DOI":"10.1016\/j.ecolind.2014.08.015","article-title":"Discrepant impacts of land use and land cover on urban heat islands: A case study of Shanghai, China","volume":"47","author":"Li","year":"2014","journal-title":"Ecol. Indic."},{"key":"ref_52","doi-asserted-by":"crossref","unstructured":"Arifeen, H.M., Phoungthong, K., Mostafaeipour, A., Yuangyai, N., Yuangyai, C., Techato, K., and Jutidamrongphan, W. (2021). Determine the Land-Use Land-Cover Changes, Urban Expansion and Their Driving Factors for Sustainable Development in Gazipur Bangladesh. Atmosphere, 12.","DOI":"10.3390\/atmos12101353"},{"key":"ref_53","doi-asserted-by":"crossref","first-page":"281","DOI":"10.1080\/1747423X.2019.1706654","article-title":"Land use land cover change and the comparative impact of co-management and government-management on the forest cover in Malawi (1999\u20132018)","volume":"14","author":"Gondwe","year":"2019","journal-title":"J. Land Use Sci."},{"key":"ref_54","unstructured":"Zhang, J., Yang, H., and Li, J. (2012, January 24\u201328). Dynamic analysis of the regional cultivated land and grain system: The case study on Zhangjiagang city of Jiangsu province. Proceedings of the World Automation Congress, Puerto Vallarta, Mexico."},{"key":"ref_55","unstructured":"Hang, Z., Linsen, W., Sihong, G., and Shunlong, G. (2012, January 24\u201328). Prospects of sustainable grain production in Northeast of China. Proceedings of the World Automation Congress, Puerto Vallarta, Mexico."},{"key":"ref_56","doi-asserted-by":"crossref","first-page":"e2019EF001287","DOI":"10.1029\/2019EF001287","article-title":"Agricultural development and land use change in India: A scenario analysis of trade-offs between UN Sustainable Development Goals (SDGs)","volume":"8","author":"Hinz","year":"2020","journal-title":"Earth\u2019s Future"},{"key":"ref_57","first-page":"103178","article-title":"Mapping crop type in Northeast China during 2013\u20132021 using automatic sampling and tile-based image classification","volume":"117","author":"Xuan","year":"2023","journal-title":"Int. J. Appl. Earth Obs. Geoinf."},{"key":"ref_58","doi-asserted-by":"crossref","unstructured":"Elbakidze, M., Gebrehiwot, M., Angelstam, P., Yamelynets, T., and Surov\u00e1, D. (2018). Defining priority land covers that secure the livelihoods of urban and rural people in Ethiopia: A case study based on citizens\u2019 preferences. Sustainability, 10.","DOI":"10.3390\/su10061701"},{"key":"ref_59","doi-asserted-by":"crossref","first-page":"181","DOI":"10.1007\/s11269-021-03021-z","article-title":"Separation of the Impact of Landuse\/Landcover Change and Climate Change on Runoff in the Upstream Area of the Yangtze River, China","volume":"36","author":"Ahmed","year":"2021","journal-title":"Water Resour. Manag."},{"key":"ref_60","doi-asserted-by":"crossref","unstructured":"Dabovi\u0107, T., Pjanovi\u0107, B., To\u0161kovi\u0107, O., Djordjevi\u0107, D., and Luki\u0107, B. (2021). Experts\u2019 perception of the key drivers of land-use\/land-cover changes in Serbia from 1990 to 2012. Sustainability, 13.","DOI":"10.3390\/su13147771"},{"key":"ref_61","doi-asserted-by":"crossref","first-page":"134889","DOI":"10.1016\/j.jclepro.2022.134889","article-title":"Distinctive roles of land-use efficiency in sustainable development goals: An investigation of trade-offs and synergies in China","volume":"382","author":"Song","year":"2023","journal-title":"J. Clean. Prod."},{"key":"ref_62","first-page":"231","article-title":"Land use types and classification methods of typical tree species based on multi-source remote sensing data fusion","volume":"10","author":"Zhang","year":"2020","journal-title":"Low Carbon World."},{"key":"ref_63","doi-asserted-by":"crossref","first-page":"2538","DOI":"10.1016\/j.rse.2007.11.013","article-title":"Some challenges in global land cover mapping: An assessment of agreement and accuracy in existing 1 km datasets","volume":"112","author":"Herold","year":"2008","journal-title":"Remote Sens. Environ."}],"container-title":["Remote Sensing"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/www.mdpi.com\/2072-4292\/15\/5\/1291\/pdf","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,10,10]],"date-time":"2025-10-10T18:42:57Z","timestamp":1760121777000},"score":1,"resource":{"primary":{"URL":"https:\/\/www.mdpi.com\/2072-4292\/15\/5\/1291"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2023,2,26]]},"references-count":63,"journal-issue":{"issue":"5","published-online":{"date-parts":[[2023,3]]}},"alternative-id":["rs15051291"],"URL":"https:\/\/doi.org\/10.3390\/rs15051291","relation":{},"ISSN":["2072-4292"],"issn-type":[{"value":"2072-4292","type":"electronic"}],"subject":[],"published":{"date-parts":[[2023,2,26]]}}}