{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,2,6]],"date-time":"2026-02-06T23:21:06Z","timestamp":1770420066073,"version":"3.49.0"},"reference-count":66,"publisher":"MDPI AG","issue":"23","license":[{"start":{"date-parts":[[2021,12,4]],"date-time":"2021-12-04T00:00:00Z","timestamp":1638576000000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/creativecommons.org\/licenses\/by\/4.0\/"}],"funder":[{"name":"The Youth Science Foundation of National Natural Science Foundation of China","award":["No.42001211"],"award-info":[{"award-number":["No.42001211"]}]}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["Remote Sensing"],"abstract":"<jats:p>Achieving carbon neutrality is a necessary effort to rid humanity of a catastrophic climate and is a goal for China in the future. Ecological space plays an important role in the realization of carbon neutrality, but the relationship between the structure of vegetation ecological space and vegetation carbon sequestration capacity has been the focus of research. In this study, we extracted the base data from MODIS products and other remote sensing products, and then combined them with the MCR model to construct a vegetation ecospatial network in the Yellow River Basin in 2018. Afterward, we calculated the topological indicators of ecological nodes in the network and analyzed the relationship between the carbon sequestration capacity (net biome productivity) of ecological nodes and these topological indicators in combination with the Biome-BGC model. The results showed that there was a negative linear correlation between the betweenness centrality of forest nodes and their carbon sequestration capacity in the Yellow River Basin (p &lt; 0.05, R2 = 0.59). On the other hand, there was a positive linear correlation between the clustering coefficient of grassland nodes and their carbon sequestration capacity (p &lt; 0.01, R2 = 0.49). In addition, we briefly evaluated the vegetation ecospatial network in the Yellow River BASIN and suggested its optimization direction under the background of carbon neutrality in the future. Increasing the carbon sequestration capacity of vegetation through the construction of national ecological projects is one of the ways to achieve carbon neutrality, and this study provides a reference for the planning of future national ecological projects in the Yellow River Basin. Furthermore, this is also a case study of the application of remote sensing in vegetation carbon budgeting.<\/jats:p>","DOI":"10.3390\/rs13234926","type":"journal-article","created":{"date-parts":[[2021,12,6]],"date-time":"2021-12-06T03:10:38Z","timestamp":1638760238000},"page":"4926","update-policy":"https:\/\/doi.org\/10.3390\/mdpi_crossmark_policy","source":"Crossref","is-referenced-by-count":49,"title":["Study on the Relationship between Topological Characteristics of Vegetation Ecospatial Network and Carbon Sequestration Capacity in the Yellow River Basin, China"],"prefix":"10.3390","volume":"13","author":[{"ORCID":"https:\/\/orcid.org\/0000-0003-4109-4341","authenticated-orcid":false,"given":"Minzhe","family":"Fang","sequence":"first","affiliation":[{"name":"School of Ecology and Nature Conservation, Beijing Forestry University, Beijing 100083, China"},{"name":"Institute of Forestry and Climate Change Research, Beijing Forestry University, Beijing 100083, China"}]},{"given":"Guoxin","family":"Si","sequence":"additional","affiliation":[{"name":"College of Forestry, Beijing Forestry University, Beijing 100083, China"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-1874-9517","authenticated-orcid":false,"given":"Qiang","family":"Yu","sequence":"additional","affiliation":[{"name":"College of Forestry, Beijing Forestry University, Beijing 100083, China"}]},{"ORCID":"https:\/\/orcid.org\/0000-0001-9355-2338","authenticated-orcid":false,"given":"Huaguo","family":"Huang","sequence":"additional","affiliation":[{"name":"Research Center of Forest Management Engineering of State Forestry and Grassland Administration, Beijing Forestry University, Beijing 100083, China"}]},{"given":"Yuan","family":"Huang","sequence":"additional","affiliation":[{"name":"School of Economics & Management, Beijing Forestry University, Beijing 100083, China"}]},{"given":"Wei","family":"Liu","sequence":"additional","affiliation":[{"name":"College of Forestry, Beijing Forestry University, Beijing 100083, China"}]},{"given":"Hongqiong","family":"Guo","sequence":"additional","affiliation":[{"name":"College of Forestry, Beijing Forestry University, Beijing 100083, China"}]}],"member":"1968","published-online":{"date-parts":[[2021,12,4]]},"reference":[{"key":"ref_1","unstructured":"IPCC (2021, October 15). 2021: Climate Change 2021: The Physical Science Basis. Contribution of Working Group I to the Sixth Assessment Report of the Intergovernmental Panel on Climate Change., Available online: https:\/\/www.ipcc.ch\/report\/ar6\/wg1\/downloads\/report\/IPCC_AR6_WGI_Full_Report.pdf."},{"key":"ref_2","doi-asserted-by":"crossref","unstructured":"Broadstock, D., Ji, Q., Managi, S., and Zhang, D. (2021). Pathways to Carbon Neutrality: Challenges and Opportunities, Elsevier.","DOI":"10.1016\/j.resconrec.2021.105472"},{"key":"ref_3","doi-asserted-by":"crossref","first-page":"4039","DOI":"10.1073\/pnas.1700294115","article-title":"Effects of national ecological restoration projects on carbon sequestration in China from 2001 to 2010","volume":"115","author":"Lu","year":"2018","journal-title":"Proc. Natl. Acad. Sci. USA"},{"key":"ref_4","doi-asserted-by":"crossref","first-page":"4015","DOI":"10.1073\/pnas.1700304115","article-title":"Climate change, human impacts, and carbon sequestration in China","volume":"115","author":"Fang","year":"2018","journal-title":"Proc. Natl. Acad. Sci. USA"},{"key":"ref_5","doi-asserted-by":"crossref","first-page":"379","DOI":"10.1111\/j.1466-822X.2005.00153.x","article-title":"Application of a geographically-weighted regression analysis to estimate net primary production of Chinese forest ecosystems","volume":"14","author":"Wang","year":"2005","journal-title":"Glob. Ecol. Biogeogr."},{"key":"ref_6","first-page":"54","article-title":"Research on China\u2019s Carbon Neutrality Framework Roadmap","volume":"8","author":"Ding","year":"2021","journal-title":"China Ind. Inf. Technol."},{"key":"ref_7","doi-asserted-by":"crossref","first-page":"105721","DOI":"10.1016\/j.ecolind.2019.105721","article-title":"Spatial probability modelling of forest productivity indicator in Italy","volume":"108","author":"Diodato","year":"2019","journal-title":"Ecol. Indic."},{"key":"ref_8","doi-asserted-by":"crossref","first-page":"275","DOI":"10.1016\/S0304-3800(99)00142-8","article-title":"Modelling the spatial pattern of net primary productivity in Chinese forests","volume":"122","author":"Jiang","year":"1999","journal-title":"Ecol. Model."},{"key":"ref_9","first-page":"622","article-title":"Spatial distribution of carbon sources and sinks in Canada\u2019s forests","volume":"55","author":"Chen","year":"2003","journal-title":"Tellus Chem. Phys. Meteorol."},{"key":"ref_10","doi-asserted-by":"crossref","first-page":"6736","DOI":"10.1002\/ece3.3029","article-title":"Effects of climate warming on net primary productivity in China during 1961\u20132010","volume":"7","author":"Gu","year":"2017","journal-title":"Ecol. Evol."},{"key":"ref_11","doi-asserted-by":"crossref","first-page":"2298","DOI":"10.1002\/2017JG004025","article-title":"Climate change imposes phenological trade-offs on forest net primary productivity","volume":"122","author":"Duveneck","year":"2017","journal-title":"J. Geophys. Res. Biogeosci."},{"key":"ref_12","doi-asserted-by":"crossref","first-page":"234","DOI":"10.2307\/143141","article-title":"A Computer Movie Simulating Urban Growth in the Detroit Region","volume":"46","author":"Tobler","year":"1970","journal-title":"Econ. Geogr."},{"key":"ref_13","doi-asserted-by":"crossref","first-page":"1568","DOI":"10.2307\/1939087","article-title":"Multivariate analysis of plant communities and environmental factors in Ngari, Tibet","volume":"67","author":"Chang","year":"1986","journal-title":"Ecology"},{"key":"ref_14","doi-asserted-by":"crossref","first-page":"15","DOI":"10.1016\/j.catena.2016.05.020","article-title":"Multiple landscape \u201csource\u2013sink\u201d structures for the monitoring and management of non-point source organic carbon loss in a peri-urban watershed","volume":"145","author":"Wu","year":"2016","journal-title":"Catena"},{"key":"ref_15","doi-asserted-by":"crossref","first-page":"e03072","DOI":"10.1002\/ecs2.3072","article-title":"Forest dynamics and carbon storage under climate change in a subtropical mountainous region in central China","volume":"11","author":"Wu","year":"2020","journal-title":"Ecosphere"},{"key":"ref_16","doi-asserted-by":"crossref","first-page":"671","DOI":"10.1007\/s10980-010-9454-5","article-title":"A new landscape index for quantifying urban expansion using multi-temporal remotely sensed data","volume":"25","author":"Liu","year":"2010","journal-title":"Landsc. Ecol."},{"key":"ref_17","doi-asserted-by":"crossref","first-page":"167","DOI":"10.1080\/00018730601170527","article-title":"Characterization of complex networks: A survey of measurements","volume":"56","author":"Costa","year":"2007","journal-title":"Adv. Phys."},{"key":"ref_18","doi-asserted-by":"crossref","first-page":"99","DOI":"10.3389\/fpls.2020.00099","article-title":"Forest-Scale Phenotyping: Productivity Characterisation Through Machine Learning","volume":"11","author":"Bombrun","year":"2020","journal-title":"Front. Plant Sci."},{"key":"ref_19","doi-asserted-by":"crossref","first-page":"47","DOI":"10.1103\/RevModPhys.74.47","article-title":"Statistical mechanics of complex networks","volume":"74","author":"Albert","year":"2002","journal-title":"Rev. Mod. Phys."},{"key":"ref_20","doi-asserted-by":"crossref","first-page":"304","DOI":"10.1016\/j.ecolind.2017.09.002","article-title":"Optimization of ecological node layout and stability analysis of ecological network in desert oasis: A typical case study of ecological fragile zone located at Deng Kou County (Inner Mongolia)","volume":"84","author":"Yu","year":"2018","journal-title":"Ecol. Indic."},{"key":"ref_21","doi-asserted-by":"crossref","first-page":"129156","DOI":"10.1016\/j.jclepro.2021.129156","article-title":"Optimization of landscape spatial structure aiming at achieving carbon neutrality in desert and mining areas","volume":"322","author":"Guo","year":"2021","journal-title":"J. Clean. Prod."},{"key":"ref_22","doi-asserted-by":"crossref","first-page":"125523","DOI":"10.1016\/j.jclepro.2020.125523","article-title":"Construction of landscape ecological network based on landscape ecological risk assessment in a large-scale opencast coal mine area","volume":"286","author":"Xu","year":"2021","journal-title":"J. Clean. Prod."},{"key":"ref_23","doi-asserted-by":"crossref","first-page":"217","DOI":"10.1016\/j.foreco.2009.04.003","article-title":"Predicting the spatial distribution of Cupressus lusitanica productivity in New Zealand","volume":"258","author":"Watt","year":"2009","journal-title":"For. Ecol. Manag."},{"key":"ref_24","unstructured":"Su, H.Z. (2005). Analyzing and Simulating the Growth of Picea Schrenkiana Forests in Xinjiang under Global Climate Change. [Ph.D Thesis, Institute of Botany, the Chinese Academy of Sciences]."},{"key":"ref_25","doi-asserted-by":"crossref","first-page":"121223","DOI":"10.1016\/j.jclepro.2020.121223","article-title":"Sustainable development in the Yellow River Basin: Issues and strategies","volume":"263","author":"Chen","year":"2020","journal-title":"J. Clean. Prod."},{"key":"ref_26","doi-asserted-by":"crossref","unstructured":"Wang, F., Wang, Z., Yang, H., Zhao, Y., Li, Z., and Wu, J. (2018). Capability of Remotely Sensed Drought Indices for Representing the Spatio\u2013Temporal Variations of the Meteorological Droughts in the Yellow River Basin. Remote Sens., 10.","DOI":"10.20944\/preprints201811.0476.v1"},{"key":"ref_27","doi-asserted-by":"crossref","unstructured":"Wohlfart, C., Liu, G., Huang, C., and Kuenzer, C. (2016). A River Basin over the Course of Time: Multi-Temporal Analyses of Land Surface Dynamics in the Yellow River Basin (China) Based on Medium Resolution Remote Sensing Data. Remote Sens., 8.","DOI":"10.3390\/rs8030186"},{"key":"ref_28","doi-asserted-by":"crossref","first-page":"2307","DOI":"10.1016\/j.scitotenv.2018.09.265","article-title":"Ecological and socioeconomic effects of ecological restoration in China\u2019s Three Rivers Source Region","volume":"650","author":"Sheng","year":"2019","journal-title":"Sci. Total Environ."},{"key":"ref_29","doi-asserted-by":"crossref","first-page":"387","DOI":"10.1016\/j.jhydrol.2014.07.014","article-title":"Quantifying the impact of climate variability and human activities on streamflow in the middle reaches of the Yellow River basin, China","volume":"519","author":"Zhao","year":"2014","journal-title":"J. Hydrol."},{"key":"ref_30","doi-asserted-by":"crossref","first-page":"133600","DOI":"10.1016\/j.scitotenv.2019.133600","article-title":"Soil seed bank and vegetation differences following channel diversion in the Yellow River Delta","volume":"693","author":"Guan","year":"2019","journal-title":"Sci. Total Environ."},{"key":"ref_31","doi-asserted-by":"crossref","first-page":"38","DOI":"10.1038\/ngeo2602","article-title":"Reduced sediment transport in the Yellow River due to anthropogenic changes","volume":"9","author":"Wang","year":"2016","journal-title":"Nat. Geosci."},{"key":"ref_32","doi-asserted-by":"crossref","first-page":"105892","DOI":"10.1016\/j.ecolind.2019.105892","article-title":"Vegetation dynamics and the relations with climate change at multiple time scales in the Yangtze River and Yellow River Basin, China","volume":"110","author":"Zhang","year":"2020","journal-title":"Ecol. Indic."},{"key":"ref_33","doi-asserted-by":"crossref","unstructured":"Wu, B., Zeng, Y., and Zhao, D. (2016, January 10\u201315). Land cover mapping and above ground biomass estimation in China. Proceedings of the 2016 IEEE International Geoscience and Remote Sensing Symposium (IGARSS), Beijing, China.","DOI":"10.1109\/IGARSS.2016.7729914"},{"key":"ref_34","doi-asserted-by":"crossref","first-page":"131","DOI":"10.1007\/s11515-008-0026-x","article-title":"Source-sink landscape theory and its ecological significance","volume":"3","author":"Chen","year":"2008","journal-title":"Front. Biol. China"},{"key":"ref_35","unstructured":"Running, S., and Zhao, M. (2021, November 24). MOD17A3HGF MODIS\/Terra Net Primary Production Gap-Filled Yearly L4 Global 500m SIN Grid V006. Available online: https:\/\/doi.org\/10.5067\/MODIS\/MOD17A3HGF."},{"key":"ref_36","first-page":"589","article-title":"A study on information extraction of water body with the modified normalized difference water index (MNDWI)","volume":"5","author":"Xu","year":"2005","journal-title":"J. Remote Sens."},{"key":"ref_37","first-page":"242","article-title":"Comparison and analysis of water indexes in muddy coasts based on MODIS data: A case study of the Yellow River Delta coast","volume":"3","author":"Wu","year":"2019","journal-title":"Remote Sens. Land Resour."},{"key":"ref_38","doi-asserted-by":"crossref","first-page":"107069","DOI":"10.1016\/j.agee.2020.107069","article-title":"Ecological network construction of the heterogeneous agro-pastoral areas in the upper Yellow River basin","volume":"302","author":"Shi","year":"2020","journal-title":"Agric. Ecosyst. Environ."},{"key":"ref_39","doi-asserted-by":"crossref","first-page":"S54","DOI":"10.1016\/j.jclepro.2016.05.014","article-title":"The optimization of urban ecological infrastructure network based on the changes of county landscape patterns: A typical case study of ecological fragile zone located at Deng Kou (Inner Mongolia)","volume":"163","author":"Yu","year":"2017","journal-title":"J. Clean. Prod."},{"key":"ref_40","doi-asserted-by":"crossref","first-page":"108834","DOI":"10.1016\/j.ecolmodel.2019.108834","article-title":"Simulation of a forest-grass ecological network in a typical desert oasis based on multiple scenes","volume":"413","author":"Su","year":"2019","journal-title":"Ecol. Model."},{"key":"ref_41","doi-asserted-by":"crossref","first-page":"1","DOI":"10.1016\/0169-2046(92)90060-D","article-title":"Estimating habitat isolation in landscape planning","volume":"23","author":"Knaapen","year":"1992","journal-title":"Landsc. Urban. Plan."},{"key":"ref_42","doi-asserted-by":"crossref","first-page":"117","DOI":"10.1016\/j.ecolind.2014.07.031","article-title":"Spatio-temporal analysis of vegetation variation in the Yellow River Basin","volume":"51","author":"Jiang","year":"2015","journal-title":"Ecol. Indic."},{"key":"ref_43","doi-asserted-by":"crossref","unstructured":"Brandes, U., and Erlebach, T. (2005). Centrality Indices. Network Analysis, Springer.","DOI":"10.1007\/b106453"},{"key":"ref_44","doi-asserted-by":"crossref","unstructured":"Jing, Y., and Baluja, S. (2008, January 21\u201325). Pagerank for product image search. In Proceeding of the 17th International Conference on World Wide Web, Beijing, China.","DOI":"10.1145\/1367497.1367540"},{"key":"ref_45","doi-asserted-by":"crossref","first-page":"8577","DOI":"10.1073\/pnas.0601602103","article-title":"Modularity and community structure in networks","volume":"103","author":"Newman","year":"2006","journal-title":"Proc. Natl. Acad. Sci. USA"},{"key":"ref_46","first-page":"414","article-title":"Implications and estimations of four terrestrial productivity parameters","volume":"25","author":"Fang","year":"2001","journal-title":"Chin. J. Plant Ecol."},{"key":"ref_47","doi-asserted-by":"crossref","first-page":"47","DOI":"10.1016\/j.agee.2006.12.004","article-title":"The role of grazing management for the net biome productivity and greenhouse gas budget (CO2, N2O and CH4) of semi-natural grassland","volume":"121","author":"Allard","year":"2007","journal-title":"Agric. Ecosyst. Environ."},{"key":"ref_48","doi-asserted-by":"crossref","first-page":"185","DOI":"10.1016\/S0168-1923(02)00108-9","article-title":"Modeling and measuring the effects of disturbance history and climate on carbon and water budgets in evergreen needleleaf forests","volume":"113","author":"Thornton","year":"2002","journal-title":"Agric. For. Meteorol."},{"key":"ref_49","doi-asserted-by":"crossref","first-page":"274","DOI":"10.1016\/j.gloplacha.2005.02.005","article-title":"Modeling the interannual variability and trends in gross and net primary productivity of tropical forests from 1982 to 1999","volume":"48","author":"Ichii","year":"2005","journal-title":"Glob. Planet. Chang."},{"key":"ref_50","doi-asserted-by":"crossref","first-page":"25","DOI":"10.1016\/j.agee.2018.12.008","article-title":"Spatial variations in soil-water carrying capacity of three typical revegetation species on the Loess Plateau, China","volume":"273","author":"Jia","year":"2019","journal-title":"Agric. Ecosyst. Environ."},{"key":"ref_51","doi-asserted-by":"crossref","unstructured":"S\u00e1nchez-Ruiz, S., Maselli, F., Chiesi, M., Fibbi, L., Martinez, B., Campos-Taberner, M., Garc\u00eda-Haro, F.J., and Gilabert, M.A. (2020). Remote Sensing and Bio-Geochemical Modeling of Forest Carbon Storage in Spain. Remote Sens., 12.","DOI":"10.3390\/rs12091356"},{"key":"ref_52","doi-asserted-by":"crossref","first-page":"282","DOI":"10.1016\/j.rse.2006.02.017","article-title":"Evaluation of MODIS NPP and GPP products across multiple biomes","volume":"102","author":"Turner","year":"2006","journal-title":"Remote Sens. Environ."},{"key":"ref_53","doi-asserted-by":"crossref","first-page":"196","DOI":"10.1016\/j.foreco.2012.03.022","article-title":"Reconciling satellite with ground data to estimate forest productivity at national scales","volume":"276","author":"Hasenauer","year":"2012","journal-title":"For. Ecol. Manag."},{"key":"ref_54","doi-asserted-by":"crossref","first-page":"1131","DOI":"10.17521\/cjpe.2018.0231","article-title":"Testing parameter sensitivities and uncertainty analysis of Biome-BGC model in simulating carbon and water fluxes in broadleaved-Korean pine forests","volume":"42","author":"Li","year":"2018","journal-title":"Chin. J. Plant Ecol."},{"key":"ref_55","unstructured":"Zhang, Q.B. (2019). Study on the Construction and Optimization of Ecological Network in the Northeastern Margin of Ulanbuhe Desert. [Ph.D. Thesis, Beijing Forestry University]."},{"key":"ref_56","doi-asserted-by":"crossref","first-page":"440","DOI":"10.1038\/30918","article-title":"Collective dynamics of \u2018small-world\u2019 networks","volume":"393","author":"Watts","year":"1998","journal-title":"Nature"},{"key":"ref_57","doi-asserted-by":"crossref","first-page":"551","DOI":"10.1038\/s41893-019-0308-0","article-title":"Improving network approaches to the study of complex social\u2013ecological interdependencies","volume":"2","author":"Bodin","year":"2019","journal-title":"Nat. Sustain."},{"key":"ref_58","doi-asserted-by":"crossref","unstructured":"Xie, J., and Szymanski, B.K. (2011, January 22\u201324). Community detection using a neighborhood strength driven Label Propagation Algorithm. Proceedings of the 2011 IEEE Network Science Workshop, New York, NY, USA.","DOI":"10.1109\/NSW.2011.6004645"},{"key":"ref_59","doi-asserted-by":"crossref","first-page":"300","DOI":"10.1111\/j.1467-8306.2004.09402008.x","article-title":"The Validity and Usefulness of Laws in Geographic Information Science and Geography","volume":"94","author":"Goodchild","year":"2004","journal-title":"Ann. Assoc. Am. Geogr."},{"key":"ref_60","first-page":"1","article-title":"Speech at the Symposium on Ecological Protection and Quality Development of the Yellow River Basin","volume":"20","author":"Xi","year":"2019","journal-title":"China Water Resour."},{"key":"ref_61","doi-asserted-by":"crossref","first-page":"1302","DOI":"10.1890\/09-0504.1","article-title":"Simulations show decreasing carbon stocks and potential for carbon emissions for Rocky Mountain forests in the next century","volume":"20","author":"Boisvenue","year":"2009","journal-title":"Ecol. Appl."},{"key":"ref_62","doi-asserted-by":"crossref","first-page":"3270","DOI":"10.1111\/gcb.12591","article-title":"Co-benefits, trade-offs, barriers and policies for greenhouse gas mitigation in the agriculture, forestry and other land use (AFOLU) sector","volume":"20","author":"Bustamante","year":"2014","journal-title":"Glob. Chang. Biol."},{"key":"ref_63","doi-asserted-by":"crossref","first-page":"124266","DOI":"10.1016\/j.jclepro.2020.124266","article-title":"Construction and optimization of green space ecological networks in urban fringe areas: A case study with the urban fringe area of Tongzhou district in Beijing","volume":"276","author":"Cui","year":"2020","journal-title":"J. Clean. Prod."},{"key":"ref_64","doi-asserted-by":"crossref","first-page":"108294","DOI":"10.1016\/j.ecolind.2021.108294","article-title":"Constructing and optimizing ecological network at county and town Scale: The case of Anji County, China","volume":"132","author":"Nie","year":"2021","journal-title":"Ecol. Indic."},{"key":"ref_65","doi-asserted-by":"crossref","first-page":"108319","DOI":"10.1016\/j.ecolind.2021.108319","article-title":"Constructing and optimizing urban ecological network in the context of rapid urbanization for improving landscape connectivity","volume":"132","author":"Huang","year":"2021","journal-title":"Ecol. Indic."},{"key":"ref_66","doi-asserted-by":"crossref","first-page":"385","DOI":"10.1007\/s11769-011-0480-2","article-title":"Landscape ecology: Coupling of pattern, process, and scale","volume":"21","author":"Fu","year":"2011","journal-title":"Chin. Geogr. Sci."}],"container-title":["Remote Sensing"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/www.mdpi.com\/2072-4292\/13\/23\/4926\/pdf","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,10,11]],"date-time":"2025-10-11T07:39:39Z","timestamp":1760168379000},"score":1,"resource":{"primary":{"URL":"https:\/\/www.mdpi.com\/2072-4292\/13\/23\/4926"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2021,12,4]]},"references-count":66,"journal-issue":{"issue":"23","published-online":{"date-parts":[[2021,12]]}},"alternative-id":["rs13234926"],"URL":"https:\/\/doi.org\/10.3390\/rs13234926","relation":{},"ISSN":["2072-4292"],"issn-type":[{"value":"2072-4292","type":"electronic"}],"subject":[],"published":{"date-parts":[[2021,12,4]]}}}