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【目的】自然资源时空数据管理技术一直是自然资源领域的研究热点。为了理清自然资源时空数据管理技术的研究现状和发展趋势，【方法】使用结构关系法，围绕自然资源数据库构建分析框架，以各分体结构技术为切入点，包括自然资源数据建模方法、时空索引技术和数据更新方法，详细梳理了自然资源时空数据管理关键技术与方法的内容与关系，根据其整体与局部的关联，对自然资源时空数据管理技术在数据应用、数据建模、数据检索和数据更新等未来发展趋势进行了分析。【结果】目前的自然资源时空数据管理技术在静态的实体表达、结构化的时空索引、同类型的数据更新和二维数据的存储共享的研究已较为成熟，能够满足单一领域或某一模态下的数据数字化管理，但在多源数据融合、多模态模型建模和数据动态索引更新仍存在技术瓶颈，【结论】面向自动化、智能化的管理目标构建多模态、动态、精细化的数据管理技术将是下一阶段的研究重点。
Abstract：[Objective]Spatiotemporal data management technologies for natural resources have long been a research focus in the field of natural resources. The aim is to clarify the current research status and identify future development trends in this area.[Methods]A structural relational approach is employed to construct an analytical framework centered on natural resource databases. Taking various component technologies as entry points—including natural resource data modeling method, spatiotemporal indexing techniques, and data update method —the content and relationships of key technologies and method for spatiotemporal data management of natural resources are systematically reviewed. Based on the connections between the whole and its parts, future development trends of spatiotemporal data management technologies for natural resources in data application, data modeling, data retrieval, and data updating are analyzed.[Results]At present, technologies for spatiotemporal data management in natural resources are relatively mature in areas such as static entity representation, structured spatiotemporal indexing, homogeneous data updating, and 2 D data storage and sharing. These technologies can effectively support digital data management within a single domain or under a specific modality. However, there are still technical bottlenecks in multi-source data fusion, multimodal model construction, and dynamic data indexing and updating.[Conclusion]To achieve the goals of automated and intelligent data management, future research should focus on the development of multimodal, dynamic, and refined data management technologies.
[1] 姬龙涛，李亚汝，张军海，等.面向对象时空数据模型研究概述[J].时空信息学报，2024,31(6):732-744.JI L T,LI Y R,ZHANG J H,et al.An overview of research on object-oriented spatiotemporal data models[J].Journal of Spatio-Temporal Information,2024,31(6):732-744.
[2] 韩红太，焦利伟，马林娜，等.自然资源管理辅助决策服务平台设计与实现[J].测绘科学，2019,44(6):337-340.HAN H T,JIAO L W,MA L N,et al.Design and implementation of the auxiliary decision-making service platform for the management of natural resources[J].Science of Surveying and Mapping,2019,44(6):337-340.
[3] 张朝忙，王宵雷，应荷香，等.面向自然资源业务管理的全要素编码探讨[J/OL].自然资源信息化，2025:1-7.[2025-09-18].https://kns.cnki.net/KCMS/detail/detail.aspx?filename=GTZX20250417001&dbname=CJFD&dbcode=CJFQ.ZHANG C M,WANG X L,YING H X,et al.Discussion on comprehensive element coding for natural resource business management[J/OL].Natural Resources Informatization,2025:1-7.[2025-09-18].https://kns.cnki.net/KCMS/detail/detail.aspx?filename=GTZX20250417001&dbname=CJFD&dbcode=CJFQ.
[4] 郭艳，黎慧斌.基于大数据技术的自然资源数据快速更新体系研究[J].测绘与空间地理信息，2020,43(8):135-137.GUO Y,LI H B.Research on the rapid update system of natural resource data based on big data technology[J].Geomatics & Spatial Information Technology,2020,43(8):135-137.
[5] 李泽辉.自然资源数据库[J].自然资源，1989,11(3):56-66.LI Z H.Natural resourses database[J].Resourses Science,1989,11(3):56-66.
[6] 孙九林，李泽辉.中国自然资源数据库[J].现代图书情报技术，1997(4):9-14.SUN J L,LI Z H.Database of natural resources of China(DNRC)[J].New Technology of Library and Information Service,1997(4):9-14.
[7] 王家耀，魏海平，成毅，等.时空GIS的研究与进展[J].海洋测绘，2004,24(5):1-4.WANG J Y,WEI H P,CHENG Y,et al.The research and development of spatio-temporal GIS[J].Hydrographic Surveying and Charting,2004,24(5):1-4.
[8] 魏海平.时空GIS建模研究与实践[D].郑州：解放军信息工程大学，2007.WEI H P.Research and Application of Spatio-Temporal GIS Modeling[D].Zhengzhou:PLA Information Engineering University,2007.
[9] 姜晓轶，周云轩.从空间到时间：时空数据模型研究[J].吉林大学学报(地球科学版),2006,36(3):480-485.JIANG X Y,ZHOU Y X.From space to time:A research on spatio-temporal data model[J].Journal of Jilin University (Earth Science Edition),2006,36(3):480-485.
[10] 唐新明，吴岚.时空数据库模型和时间地理信息系统框架[J].遥感信息，1999,14(1):4-8.TANG X M,WU L.Spatiotemporal database models and temporal GIS frameworks[J].Remote Sensing Information,1999,14(1):4-8.
[11] 王华敏，陈继祥，于雷易.基于基态修正模型的地籍时空数据库设计与实现[J].测绘信息与工程，2003,28(3):9-11.WANG H M,CHEN J X,YU L Y.Design and implementation of cadastral spatio-temporal database based on data models of base state with amendments[J].Wtusm Bulletin of Science and Technology,2003,28(3):9-11.
[12] 赵秋菊.新疆自然资源一体化数据库构建及应用[J].测绘与空间地理信息，2021,44(9):151-154.ZHAO Q J.Construction and application of natural resources integrated database in Xinjiang[J].Geomatics & Spatial Information Technology,2021,44(9):151-154.
[13] 刘晶东，赵栋梁，刘达.基于多态的自然资源数据库研究[J].测绘与空间地理信息，2020,43(S1):68-69.LIU J D,ZHAO D L,LIU D.Research on natural resources database based on polymorphism[J].Geomatics and Spatial Information Technology,2020,43(S1):68-69.
[14] 韩志刚，孔云峰，秦耀辰.地理表达研究进展[J].地理科学进展，2011,30(2):141-148.HAN Z G,KONG Y F,QIN Y C.Research on geographic representation:A review[J].Progress in Geography,2011,30(2):141-148.
[15] WAWRZYNIAK L,NIKITENKO D,MATSAKIS P.Speaking with spatial relations[J].International Journal of Intelligent Systems Technologies and Applications,2006,1(3/4):280.
[16] 郭利川，郭建星，代晓波.浅谈地理信息系统中的空间数据模型[J].地理空间信息，2005,3(1):37-39.GUO L C,GUO J X,DAI X B.Study on GIS spatial data models[J].Geospatial Information,2005,3(1):37-39.
[17] 薄伟伟.基于ArcMap的地图符号设计与研究[J].地理空间信息，2006,4(2):70-72.BO W W.Map symbol design in GIS based on ArcMap[J].Geospatial Information,2006,4(2):70-72.
[18] 谈晓军，边馥苓，何忠焕.地图符号可视化系统的面向对象设计与实现[J].测绘通报，2003(1):11-13.TAN X J,BIAN F L,HE Z H.Object-oriented design and implementation of map symbol visualization system[J].Bulletin of Surveying and Mapping,2003(1):11-13.
[19] 尹章才，李霖，龙毅，等.基于分层的面状地图符号设计[J].武汉大学学报(信息科学版),2004,29(12):1111-1114.YIN Z C,LI L,LONG Y,et al.Design of area map symbols in layers[J].Geomatics and Information Science of Wuhan University,2004,29(12):1111-1114.
[20] 龙毅，沈婕，周卫.GIS空间数据的分析与制图一体化策略[J].测绘科学技术学报，2006,23(4):299-303.LONG Y,SHEN J,ZHOU W.Integrative methods for analysis and mapping of spatial data of GIS[J].Journal of Zhengzhou Institute of Surveying and Mapping,2006,23(4):299-303.
[21] 闾国年，袁林旺，俞肇元.GIS技术发展与社会化的困境与挑战[J].地球信息科学学报，2013,15(4):483-490.LYU G N,YUAN L W,YU Z Y.Challenges to development and socialization of GIS technology[J].Journal of Geo-Information Science,2013,15(4):483-490.
[22] 徐肇文.自然资源要素数据模型知识集成表达及应用[D].成都：西南交通大学，2022.XU Z W.Integrated Data-Model-Knowledge Representation and Application for Natural Resource Entities[D].Chengdu:Southwest Jiaotong University,2022.
[23] 张翼然，贾光军，陶迎春，等.地理实体的空间组织与多态特征及其应用[J].测绘通报，2020(8):135-138.ZHANG Y R,JIA G J,TAO Y C,et al.Geographic entity spatial orginzation,variety characters and its application[J].Bulletin of Surveying and Mapping,2020(8):135-138.
[24] REDDY M,LECLERC Y,IVERSON L,et al.TerraVision II:Visualizing massive terrain databases in VRML[J].IEEE Computer Graphics and Applications,1999,19(2):30-38.
[25] 冯冲，韩健，温旭昶.二三维一体化新型基础测绘实施探索[J].城市勘测，2022(4):127-131.FENG C,HAN J,WEN X C.Research and implementation on new fundamental surveying and mapping of 2D and 3D integration[J].Urban Geotechnical Investigation & Surveying,2022(4):127-131.
[26] ARMSTRONG M P.Temporality in spatial databases[J].GIS/LIS 88 Proceedings:Accessing the world,1988:880-889.
[27] KUCERA G.Time in Geographic Information Systems[M].London:CRC Press,2020.
[28] HÄGERSTRAND T.What about people in regional science?[J].Papers in Regional Science,1986,24(1):143-158.
[29] LANGRAN G,CHRISMAN N R.A framework for temporal geographic information[J].Cartographica,1988,25(3):1-14.
[30] PEUQUET D J,DUAN N.An event-based spatiotemporal data model (ESTDM) for temporal analysis of geographical data[J].International Journal of Geographical Information Systems,1995,9(1):7-24.
[31] 尹章才，李霖，艾自兴.基于图论的时空数据模型研究[J].测绘学报，2003,32(2):168-172.YIN Z C,LI L,AI Z X.A study of spatio-temporal data model based on graph theory[J].Acta Geodaetica et Cartographic Sinica,2003,32(2):168-172.
[32] 薛存金，周成虎，苏奋振，等.面向过程的时空数据模型研究[J].测绘学报，2010,39(1):95-101.XUE C J,ZHOU C H,SU F Z,et al.Research on process-oriented spatio-temporal data model[J].Acta Geodaetica et Cartographica Sinica,2010,39(1):95-101.
[33] 黄明智，张祖勋.时空数据模型的N1NF关系基础[J].测绘学报，1997,26(1):1-6.HUANG M Z,ZHANG Z X.n1nf relational basis of spatiotemporal data model[J].Acta Geodaetica et Cartographica Sinica,1997,26(1):1-6.
[34] 李红旮.基于特征的时空三域数据模型及其在环境变迁中的应用[D].北京：中国科学院遥感应用研究所，1999.LI H G.Feature-based Spatio-temporal Three-domain Data Model and Its Application in Environmental Change[D].Beijing:Aerospace Information Research Institute Chinese Academy of Sciences,1999.
[35] 陈新保，Songnian Li,李黎，等.基于对象-事件-过程的时空数据模型及其应用[J].地理与地理信息科学，2013,29(3):10-16.CHEN X B,SONGNIAN L,LI L,et al.Object-event-process-based spatiotemporal data model and its application into sea-ice dynamics[J].Geography and Geo-Information Science,2013,29(3):10-16.
[36] 程承旗，付晨.地球空间参考网格及应用前景[J].地理信息世界，2014,21(3):1-8.CHENG C Q,FU C.Earth space reference grid and its application prospect[J].Geomatics World,2014,21(3):1-8.
[37] DUTTON G H.A Hierarchical Coordinate System for Geoprocessing and Cartography[M].Heidelberg:Springer-Verlag,1999.
[38] 赵学胜，王磊，王洪彬，等.全球离散格网的建模方法及基本问题[J].地理与地理信息科学，2012,28(1):29-34.ZHAO X S,WANG L,WANG H B,et al.Modeling methods and fundamental issues of the global discrete grid[J].Geography and Geo-Information Science,2012,28(01):29-34.
[39] DUTTON G.Improving locational specificity of map data:A multi-resolution,metadata-driven approach and notation[J].International Journal of Geographical Information Systems,1996,10(3):253-268.
[40] GOODCHILD M F,YUAN M,COVA T J.Towards a general theory of geographic representation in GIS[J].International journal of geographical information science,2007,21(3):239-260.
[41] FEKETE G,TREINISH L A.Sphere quadtrees:A new data structure to support the visualization of spherically distributed data[J].Extracting Meaning from Complex Data:Processing,Display,Interaction,1990,1259:242-253.
[42] 周成虎，欧阳，马廷.地理格网模型研究进展[J].地理科学进展，2009,28(5):657-662.ZHOU C H,OU Y,MA T.Progresses of geographical grid systems researches[J].Progress in Geography,2009,28(5):657-662.
[43] 曾艳艳，张奎，周燕迪，等.基于地球剖分网格的面状地理实体时空标识编码方法[J].测绘科学，2024,49(10):166-174.ZENG Y Y,ZHANG K,ZHOU Y D,et al.A spatiotemporal identifier coding method of polygon geo-entity based on global subdivision grid[J].Science of Surveying and Mapping,2024,49(10):166-174.
[44] 白建军，孙文彬.球面格网系统特征分析及比较[J].地理与地理信息科学，2011,27(2):1-5.BAI J J,SUN W B.Character analysis and comparison of global grid systems[J].Geography and Geo-information Science,2011,27(2):1-5.
[45] 吴立新，余接情.基于球体退化八叉树的全球三维网格与变形特征[J].地理与地理信息科学，2009,25(1):1-4.WU L X,YU J Q.Global 3D-grid based on sphere degenerated octree and its distortion features[J].Geography and Geo-Information Science,2009,25(1):1-4.
[46] 李德仁，朱欣焰，龚健雅.从数字地图到空间信息网格：空间信息多级网格理论思考[J].武汉大学学报(信息科学版),2003,28(6):642-650.LI D R,ZHU X Y,GONG J Y.From digital map to spatial information multi-grid:A thought of spatial information multi-grid theory[J].Geomatics and Information Science of Wuhan University,2003,28(6):642-650.
[47] 高嘉良，余丽，仇培元，等.基于通用知识库的地理实体开放关系过滤方法[J].地球信息科学学报，2019,21(9):1392-1401.GAO J L,YU L,QIU P Y,et al.A knowledge-based method for filtering geo-entity relations[J].Journal of Geo-Information Science,2019,21(9):1392-1401.
[48] 凌朝阳，李锐，吴华意，等.语义驱动的地理实体关联网络构建与知识服务[J].测绘学报，2023,52(3):478-489.LING Z Y,LI R,WU H Y,et al.Semantic-driven construction of geographic entity association network and knowledge service[J].Acta Geodaetica et Cartographica Sinica,2023,52(3):478-489.
[49] 叶帅，王乃生，游浩妍，等.一种知识图谱驱动的新型基础地理实体生产方法[J].测绘地理信息，2024,49(6):82-87.YE S,WANG N S,YOU H Y,et al.A novel knowledge graph-driven method for producing new fundamental geo-entity[J].Journal of Geomatics,2024,49(6):82-87.
[50] 谢腾，杨俊安，刘辉.融合多特征BERT模型的中文实体关系抽取[J].计算机系统应用，2021,30(5):253-261.XIE T,YANG J A,LIU H.Chinese entity relation extraction based on multi-feature bert model[J].Computer Systems and Applications,2021,30(5):253-261.
[51] 陈晓玲，唐丽玉，胡颖，等.基于ALBERT模型的园林植物知识实体与关系抽取方法[J].地球信息科学学报，2021,23(7):1208-1220.CHEN X L,TANG L Y,HU Y,et al.Extracting entity and relation of landscape plant’s knowledge based on ALBERT model[J].Journal of Geo-Information Science,2021,23(7):1208-1220.
[52] 苗琳，张英俊，谢斌红，等.基于图神经网络的联合实体关系抽取[J].计算机应用研究，2022,39(2):424-43.MIAO L,ZHANG Y J,XIE B H,et al.Joint entity relation extraction based on graph neural network[J].Application Research of Computers,2022,39(2):424-43.
[53] 柳建平，杨晓宇，岳丽华，等.一种基于R*-tree的时空索引[J].计算机工程，2003,29(14):60-62.LIU J P,YANG X Y,YUE L H,et al.A spacialtemporal index based on R*-tree[J].Computer Engineering,2003,29(14):60-62.
[54] MONDAL A,KAKKAR A,PADHARIYA N,et al.Efficient indexing of top-k entities in systems of engagement with extensions for geo-tagged entities[J].Data Science and Engineering,2021,6(4):411-433.
[55] WANG Y,LI K Y,LI G L,et al.Road-aware indexing for trajectory range queries[J].IEEE Transactions on Knowledge and Data Engineering,2023,35(8):8476-8489.
[56] 林星，高勇，张毅，等.对象关系数据库中的时空索引机制研究[J].地理与地理信息科学，2006,22(3):31-34.LIN X,GAO Y,ZHANG Y,et al.On spatio-temporal data access methods in ORDBMS[J].Geography and Geo-Information Science,2006,22(3):31-34.
[57] 朱庆，冯斌，李茂粟，等.面向动态关联数据的高效稀疏图索引方法[J].测绘学报，2020,49(6):681-691.ZHU Q,FENG B,LI M S,et al.An efficient sparse graph index method for dynamic and associated data[J].Acta Geodaetica et Cartographica Sinica,2020,49(6):681-691.
[58] BRISABOA N R,GAGIE T,GÓMEZ-BRANDÓN A,et al.An index for moving objects with constant-time access to their compressed trajectories[J].International Journal of Geographical Information Science,2021,35(7):1392-1424.
[59] YUAN H T,LI G L.A survey of traffic prediction:From spatio-temporal data to intelligent transportation[J].Data Science and Engineering,2021,6(1):63-85.
[60] 曹布阳，冯华森，梁峻浩，等.利用Hilbert曲线与Cassandra技术实现时空大数据存储与索引[J].武汉大学学报(信息科学版),2021,46(5):620-629.CAO B Y,FENG H S,LIANG J H,et al.Hilbert curve and Cassandra based indexing and storing approach for large-scale spatiotemporal data[J].Geomatics and Information Science of Wuhan University,2021,46(5):620-629.
[61] 黄曙荣，彭静玉.离散时空索引研究[J].苏州大学学报(工科版),2002,22(5):7-12.HUANG S R,PENG J Y.Research of index mechanisms in discrete spatio-temporal environment[J].Journal of Suzhou Institute of Silk Textile Technology,2002,22(5):7-12.
[62] 秦伟，张修远，白璐斌，等.空间聚类模式发现研究进展：概念、方法及应用[J].地球信息科学学报，2025,27(1):116-130.QIN W,ZHANG X Y,BAI L B,et al.Research progress on spatial clustering pattern discovery:Concepts,methods and applications[J].Journal of Geo-information Science,2025,27(1):116-130.
[63] LIU H,YAN J N,WANG J L,et al.HGST:A Hilbert-GeoSOT spatio-temporal meshing and coding method for efficient spatio-temporal range query on massive trajectory data[J].ISPRS International Journal of Geo-Information,2023,12(3):113.
[64] FERRO A,GIUGNO R,MONGIOVÌ M,et al.GraphFind:enhancing graph searching by low support data mining techniques[J].BMC bioinformatics,2008,9(Suppl 4):S10.
[65] 侯双双.基于本体的语义索引技术研究[D].上海：华东师范大学，2015.HOU S S.Research on Ontology-Based Semantic Indexing Technology[D].Shanghai:East China Normal University,2015.
[66] 刘雅辉，刘春阳，张铁赢，等.图索引技术研究综述[J].山东大学学报(理学版),2013,48(11):44-52.LIU Y H,LIU C Y,ZHANG T Y,et al.An overview of graph indexing technology[J].Journal of Shandong University (Natural Science),2013,48(11):44-52.
[67] VAN A P.Digital updates at the Dutch Topographic Service[J].International Archives of Photogrammetry and Remote Sensing,1996,31:891-900.
[68] 陈军，刘万增，张剑清，等.GIS数据库更新模型与方法研究进展[J].地理信息世界，2008,15(3):12-16.CHEN J,LIU W Z,ZHANG J Q,et al.Research progress of the model and method for GIS database updating[J].Geomatics World,2008,15(3):12-16.
[69] 周炤，肖强，赵国成，等.基础地理空间数据持续更新模式分析[J].测绘工程，2014,23(1):12-16.ZHOU Z,XIAO Q,ZHAO G C,et al.Research on fundamental geo-spatial data dontinuous updating model[J].Engineering of Surveying and Mapping,2014,23(1):12-16.
[70] 傅仲良，吴建华.多比例尺空间数据库更新技术研究[J].武汉大学学报(信息科学版),2007,32(12):1115-1118.FU Z L,WU J H.Update technologies for multi-scale spatial database[J].Geomatics and Information Science of Wuhan University,2007,32(12):1115-1118.
[71] 魏雪梅.多级时空数据库联动增量更新方法[J].测绘通报，2019(5):134-138.WEI X M.Linkage incremental update method of multilevel spatiotemporal database[J].Bulletin of Surveying and Mapping,2019(5):134-138.
[72] 李香莉，李恒利，蔡冬梅.土地利用现状图中数据缩编的质量控制分析[J].测绘与空间地理信息，2012,35(4):175-177.LI X L,LI H L,CAI D M.The quality control analysis of land use actualities map data generalization[J].Geomatics & Spatial Information Technology,2012,35(4):175-177.
[73] 赵栋梁，刘达，王永澍，等.国、省基础时空信息数据库联动更新方法研究[J].测绘与空间地理信息，2023,46(S1):84-87.ZHAO D L,LIU D,WANG Y S,et al.Research on the linkage updating method of national and provincial basic spatiotemporal information database[J].Geomatics & Spatial Information Technology,2023,46(S1):84-87.
[74] KARSZNIA I,PRZYCHODZE■.Methodology of the automatic generalization of buildings,road networks,forests and surface waters:A case study based on the Topographic Objects Database in Poland[J].Geocarto International,2020,35(7):735-758.
[75] HACAR M,GÖKGÖZ T.A new,score-based multi-stage matching approach for road network conflation in different road patterns[J].ISPRS International Journal of Geo-Information,2019,8(2):81.
[76] 许俊奎，武芳，魏慧峰.人工神经网络在居民地面状匹配中的应用[J].测绘科学技术学报，2013,30(3):293-298.XU J K,WU F,WEI H F.Areal settlements matching algorithm based on artificial neural network technique[J].Journal of Geomatics Science and Technology,2013,30(3):293-298.
[77] 赵沛，曹郡，贾瑞龙.基于hadoop技术的医疗云数据安全管理系统设计与应用[J].生命科学仪器，2020,18(3):77-82.ZHAO P,CAO J,JIA R L.Design and application of medical cloud data security management system based on hadoop technology[J].Life Science Instruments,2020,18(3):77-82.
[78] 吴益玲，周敏，叶遥.自然资源三维立体时空数据库管理系统设计与实现[J].现代测绘，2024,47(6):61-64.WU Y L,ZHOU M,YE Y.Design and implementation of natural resources 3D spatio-temporal database management system[J].Modern Surveying and Mapping,2024,47(6):61-64.
[79] 薛白茹，徐婷.测绘实景三维数据库管理系统的建设分析[J].中国金属通报，2024(5):104-106.XUE B R,XU T.Construction Analysis of a Surveying and Mapping Real 3D Database Management System [J].China Metal Bulletin,2024(5):104-106.
[80] 蒋凤钗.Spark技术在自然资源数据管理中的应用研究[J].自动化技术与应用，2022,41(6):41-45.JIANG F C.Application of spark technology in natural resource data management[J].Techniques of Automation and Applications,2022,41(6):41-45.
[81] 王秀慧.省级自然资源和空间地理数据共享平台构建研究[J].河北省科学院学报，2023,40(2):39-45.WANG X H.Research on the construction of provincial natural resources and spatial geographic data sharing platform[J].Journal of the Hebei Academy of Sciences,2023,40(2):39-45.
[82] 刘亚楠.自然资源测绘地理信息共享与服务的研究[J].测绘与空间地理信息，2022,45(5):57-59.LIU Y N.Research on the sharing and service of surveying and mapping geographic information of natural resources[J].Geomatics & Spatial Information Technology,2022,45(5):57-59.
[83] 周显芳.省级空间地理信息资源共享平台设计[J].大数据时代，2018(5):8-10.ZHOU X F.Design of the provincial spatial geography information sharing platform[J].Big Data Time,2018(5):8-10.
[84] 周煜莹，崔岩松，王丹志，等.基于自适应分片的大文件快速上传[J].计算机系统应用，2022,31(7):143-148.ZHOU Y Y,CUI Y S,WANG D Z,et al.Fast upload of large files based on adaptive slicing[J].Computer Systems and Applications,2022,31(7):143-148.
[85] 黄诗颖，黄涛.自然资源领域知识图谱构建与应用研究[J].自然资源信息化，2023(4):53-59.HUANG S Y,HUANG T.Research on knowledge graph construction and application in natural resources field[J].Natural Resources Informatization,2023(4):53-59.
[86] 李彦胜，钟振宇，孟庆祥，等.遥感时空知识图谱驱动的自然资源要素变化图斑智能净化[J].地球信息科学学报，2025,27(2):350-366.LI Y S,ZHONG Z Y,MENG Q X,et al.Intelligent purification of natural resource element change polygons driven by remote sensing spatiotemporal knowledge graphs[J].Journal of Geo-Information Science,2025,27(2):350-366.
[87] YU T Y,JIANG C Y,LOU C,et al.SeqGPT:An out-of-the-box large language model for open domain sequence understanding[J].Proceedings of the AAAI Conference on Artificial Intelligence,2024,38(17):19458-19467.
[88] 刘凤，钟志农，贾庆仁，等.面向富语义复杂事件的时空数据建模[J].地理学报，2024,79(7):1700-1717.LIU F,ZHONG Z N,JIA Q R,et al.Spatio-temporal data modeling of rich semantic for composite events[J].Acta Geographica Sinica,2024,79(7):1700-1717.
[89] TIAN Y,YAN T,ZHAO X,et al.A learned index for exact similarity search in metric spaces[J].IEEE Transactions on Knowledge and Data Engineering,2022,35(8):7624-7638.
[90] WU S,PANG Z F,CHEN G,et al.NEIST:A neural-enhanced index for spatio-temporal queries[J].IEEE Transactions on Knowledge and Data Engineering,2021,33(4):1659-1673.
[91] DONG S J,WANG L B,DU B,et al.ChangeCLIP:Remote sensing change detection with multimodal vision-language representation learning[J].ISPRS Journal of Photogrammetry and Remote Sensing,2024,208:53-69.
[92] CHEN H,YOKOYA N,CHINI M.Fourier domain structural relationship analysis for unsupervised multimodal change detection[J].ISPRS Journal of Photogrammetry and Remote Sensing,2023,198:99-114.
基本信息:
DOI：10.13928/j.cnki.wrahe.2026.02.017
中图分类号:P208;P96
引用信息:
[1]金子鑫,王琰,窦小楠,等.自然资源时空数据管理技术研究进展[J].水利水电技术(中英文),2026,57(02):224-240.DOI:10.13928/j.cnki.wrahe.2026.02.017.
基金信息:
河南省自然资源厅2023年度河南省自然资源科研项目(2023-382-7); 国家重点研发计划项目(2022YFF1303405)
2025-11-24
2025-11-24
2025-11-24