Volume 43 Issue 12
Dec.  2018
Turn off MathJax
Article Contents
Abstract
References
Related Articles
CHEN Jun, CHEN Fei, WU Hao, CHEN Lijun, HAN Gang. Internet+ Land Cover Validation: Methodology and Practice[J]. Geomatics and Information Science of Wuhan University, 2018, 43(12): 2225-2232. DOI: 10.13203/j.whugis20180305
Citation: CHEN Jun, CHEN Fei, WU Hao, CHEN Lijun, HAN Gang. Internet+ Land Cover Validation: Methodology and Practice[J]. Geomatics and Information Science of Wuhan University, 2018, 43(12): 2225-2232. DOI: 10.13203/j.whugis20180305
shu

Internet+ Land Cover Validation: Methodology and Practice

  • 1.

    National Geomatics Center of China, Beijing 100830, China

  • 2.

    Faculty of Geomatics, East China University of Technology, Nanchang 330013, China

Funds: 

The National Natural Science Foundation of China 41231172

The National Natural Science Foundation of China 41631178

More Information
  • Author Bio:

    CHEN Jun, professor, specializes in the theories and methods of land cover mapping, updating and validation. E-mail: chenjun@ngcc.cn

  • Corresponding author:

    CHEN Fei, PhD. E-mail: cfei0618@163.com

    WU Hao, PhD. E-mail: wuhao@ngcc.cn

  • Received Date: August 03, 2018
  • Published Date: December 04, 2018
    Graphical Abstract
    • Abstract
  • The validation of large-area land cover data is a costly, labor-intensive and time-consuming task with the participation of several experts from different regions and different institutions. Pre-viously, people always used single-machine or off-line software to realize it because of lack of methods and tools which could support online and collaborative validation. Focused on resolving this problem, this paper involves the concept of "Internet+" and technologies of service computing to land cover data validation. Based on this ideal, an "Internet+" oriented service model for land cover data validation is proposed, and then a new online and collaborative validation process is designed. Additionally, to fit the automatic and efficient computing requirements, the LSI(landscape shape index)-based sampling algorithm is put forwarded. At last, we introduce the development of GLCVal platform and an international cooperation practice for validation of GlobeLand30 based on it. The practice is supported by GEO(Group of Earth Observation) and UN-GGIM(the United Nations Initiative on Global Geospatial Information Management), and is promoted enormously by GLCVal platform in the realization of cross-regional cooperation and active participation of experts from different countries. Practice results show the model and algorithm proposed by this paper can provide new idea and method for high resolution land cover data validation in large region, and also increase efficiency of validation.
    • FullText(HTML)
    • References (26)
  • [1]
    Scepan J. Thematic Validation of High-Resolution Global Land-Cover Data Sets[J].Photogrammetric Engineering and Remote Sensing, 1999, 65(9):1051-1060 http://www.wanfangdata.com.cn/details/detail.do?_type=perio&id=CC026866318
    [2]
    Congalton R, Gu J, Yadav K, et al. Global Land Cover Mapping:A Review and Uncertainty Analysis[J].Remote Sensing, 2014, 6(6):12070-12093 http://d.old.wanfangdata.com.cn/NSTLQK/NSTL_QKJJ0234393053/
    [3]
    吴小丹, 闻建光, 肖青, 等.关键陆表参数遥感产品真实性检验方法研究进展[J].遥感学报, 2015, 19(1):76-92 http://d.old.wanfangdata.com.cn/Periodical/ygxb201501008

    Wu Xiaodan, Wen Jianguang, Xiao Qing, et al. Advances in Validation Methods for Remote Sensing Products of Land Surface Parameters[J]. Journal of Remote Sensing, 2015, 19(1):76-92 http://d.old.wanfangdata.com.cn/Periodical/ygxb201501008
    [4]
    陈军, 张俊, 张委伟, 等.地表覆盖遥感产品更新完善的研究动向[J].遥感学报, 2016, 20(5):991-1001 http://d.old.wanfangdata.com.cn/Periodical/ygxb201605025

    Chen Jun, Zhang Jun, Zhang Weiwei, et al. Continous Updating and Refinement of Land Cover Data Product[J]. Journal of Remote Sensing, 2016, 20(5):991-1001 http://d.old.wanfangdata.com.cn/Periodical/ygxb201605025
    [5]
    Pampaniya N, Makwana J, Vyas K, et al. Accuracy Assessment of Land Use/Land Cover Classification Using Remote Sensing and GIS for Middle Gujarat[J].AGRES-An International e-Journal, 2017, 6(1):350-355 http://www.researchgate.net/publication/316723510_Accuracy_Assessment_of_Land_UseLand_Cover_Classification_Using_Remote_Sensing_and_GIS
    [6]
    Estes L, Chen P, Debats S, et al.A Large-Area, Spatially Continuous Assessment of Land Cover Map Error and Its Impact on Downstream Analyses[J]. Glob Chang Biol, 2018, 24(1):322-337 doi: 10.1111/gcb.2018.24.issue-1
    [7]
    Tsendbazar N E, Mora B, de Bruin S, et al. Access to Global Land Cover Reference Datasets and Their Suitability for Different User Communities[J]. Annales de Dermatologie et de Vénéréologie, 2014, 122(3):91-93 http://adsabs.harvard.edu/abs/2014AGUFMIN11B3612T
    [8]
    Defourny P, Bontemps S, Schouten L, et al. GLOBCOVER 2005 and GLOBCOVER 2009 Validation: Learnt Lessons Proc[C]. GOFC-GOLD Global Land Cover & Change Validation Workshop, Laxenburg, Austria, 2011
    [9]
    Clark M L, Aide T M. Virtual Interpretation of Earth Web-Interface Tool (VIEW-IT) for Collecting Land-Use/Land-Cover Reference Data[J]. Remote Sensing, 2011, 3(3):601-620 doi: 10.3390/rs3030601
    [10]
    Hou Dongyang, Chen Jun, Wu Hao, et al. Active Collection of Land Cover Sample Data from Geo-Tagged Web Texts[J]. Remote Sensing, 2015, 7(5):5805-5827 doi: 10.3390/rs70505805
    [11]
    See L, Laso Bayas J, Schepaschenko D, et al. LACO-Wiki:A New Online Land Cover Validation Tool Demonstrated Using GlobeLand30 for Kenya[J].Remote Sensing, 2017, 9:754 doi: 10.3390/rs9070754
    [12]
    邬贺铨. "互联网+"行动计划:机遇与挑战[J].人民论坛·学术前沿, 2015(10):4-14 http://d.old.wanfangdata.com.cn/Periodical/zgxyk-zy201701004

    Wu Hequan. "Internet +" Plan of Action:Opportunities and Challenges[J].Frontiers, 2015(10):4-14 http://d.old.wanfangdata.com.cn/Periodical/zgxyk-zy201701004
    [13]
    宁家骏."互联网+"行动计划的实施背景、内涵及主要内容[J].电子政务, 2015, 6(150):32-38 http://d.old.wanfangdata.com.cn/Periodical/txsj201605148

    Ning Jiajun. Background, Connotation and Main Content of the "Internet+" Plan of Action[J]. E-Government, 2015, 6(150):32-38 http://d.old.wanfangdata.com.cn/Periodical/txsj201605148
    [14]
    王家耀.开创"互联网+测绘与地理信息科学技术"新时代[J].测绘科学技术学报, 2016, 33(1):2 http://www.cnki.com.cn/Article/CJFDTOTAL-JFJC201601001.htm

    Wang Jiayao. Create a "Internet + Surveying and Geographic Information Science and Technology" New Era[J]. Journal of Geomatics Science and Technology, 2016, 33(1):2 http://www.cnki.com.cn/Article/CJFDTOTAL-JFJC201601001.htm
    [15]
    Bouguettaya A, Singh M, Huhns M, et al. A Service Computing Manifesto:The Next 10 Years[J]. Communications of the ACM, 2017, 60(4):64-72 doi: 10.1145/3069398
    [16]
    陈军, 武昊, 李松年.全球地表覆盖领域服务计算的研究进展——以GlobeLand30为例[J].测绘学报, 2017, 46(10):1526-1533 doi: 10.11947/j.AGCS.2017.20170411

    Chen Jun, Wu Hao, Li Songnian. Research Progress on Global Land Domain Service Computing:Take GlobeLand30 as an Example[J].Acta Geodaetica et Cartographica Sinica, 2017, 46(10):1526-1533 doi: 10.11947/j.AGCS.2017.20170411
    [17]
    全国地理信息标准化技术委员会.地表覆盖信息服务: GB/T 35635-2017[S].北京: 中国标准出版社, 2017

    National Technical Committee for Standardization of Geographic Information. Land Cover Information Services GB/T 35635-2017[S]. Beijing: China Standard Press, 2017
    [18]
    Zhang Weiwei, Chen Jun, Liao Anping, et al.Geospatial Knowledge-based Verification and Improvement of GlobeLand30[J].Science China-Earth Sciences, 2016, 59(9):1709-1719 doi: 10.1007/s11430-016-5318-4
    [19]
    Zhu Z L, Yang L M, Stehman S V, et al. Accuracy Assessment for the US Geological Survey Regional Land-Cover Mapping Program:New York and New Jersey Region[J]. Photogrammetric Engineering and Remote Sensing, 2000, 66(12):1425-1438 http://www.cabdirect.org/abstracts/20013005832.html
    [20]
    Stehman S V. Sampling Designs for Accuracy Assessment of Land Cover[J]. International Journal of Remote Sensing, 2009, 30(20):5243-5272 doi: 10.1080/01431160903131000
    [21]
    Olofsson P, Foody G M, Herold M, et al. Good Practices for Estimating Area and Assessing Accuracy of Land Change[J]. Remote Sensing of Environment, 2014, 148(5):42-57 http://www.wanfangdata.com.cn/details/detail.do?_type=perio&id=6cfa3dd1b42984e8a0bb068ad1f7df76
    [22]
    Mccombs J W, Herold N D, Burkhalter S G, et al. Accuracy Assessment of NOAA Coastal Change Analysis Program 2006-2010 Land Cover and Land Cover Change Data[J]. Photogrammetric Engineering and Remote Sensing, 2016, 82(9):711-718 doi: 10.14358/PERS.82.9.711
    [23]
    Wickham J, Stehman S V, Gass L, et al. Thematic Accuracy Assessment of the 2011 National Land Cover Database (NLCD)[J]. Remote Sensing of Environment, 2017, 191:328-341 doi: 10.1016/j.rse.2016.12.026
    [24]
    Chen F, Chen J, Wu H, et al. A Landscape Shape Index-based Sampling Approach for Land Cover Accuracy Assessment[J].Science China-Earth Sciences, 2016, 59(12):1-12 http://www.wanfangdata.com.cn/details/detail.do?_type=perio&id=QKC20162016120100040107
    [25]
    Chen Jun, Ban Yifan, Li Songnian. China:Open Access to Earth Land-Cover Map[J]. Nature, 2014, 514(10):434 http://d.old.wanfangdata.com.cn/Periodical/syktykf201703007
    [26]
    陈军, 廖安平, 陈晋, 等.全球30 m地表覆盖遥感数据产品-GlobeLand30[J].地理信息世界, 2017, 24(1):1-8 doi: 10.3969/j.issn.1672-1586.2017.01.002

    Chen Jun, Liao Anping, Chen Jin, et al. 30-meter Global Land Cover Data Product-GlobeLand30[J].Geomatics World, 2017, 24(1):1-8 doi: 10.3969/j.issn.1672-1586.2017.01.002
    • Related Articles

  • Related Articles

    [1]LIU Jiping, CAO Yuanhui, WANG Yong, REN Fu, DU Qingyun. Evaluating the Accessibility of Medical Services in the 15 min Life Circle Using Internet Pan-Map Resources: A Case Study in Shanghai[J]. Geomatics and Information Science of Wuhan University, 2022, 47(12): 2054-2063. DOI: 10.13203/j.whugis20220565
    [2]ZHAO Zhongguo, ZHANG Feng, ZHENG Jianghua. Evaluation of Landslide Susceptibility by Multiple Adaptive Regression Spline Method[J]. Geomatics and Information Science of Wuhan University, 2021, 46(3): 442-450. DOI: 10.13203/j.whugis20190136
    [3]WANG Yafei, YUAN Hui, CHEN Biyu, LI Qingquan, WAN Meng, WANG Jiayao, GUO Jianzhong. Measuring Place-Based Accessibility Under Travel Time Uncertainty[J]. Geomatics and Information Science of Wuhan University, 2019, 44(11): 1723-1729. DOI: 10.13203/j.whugis20180015
    [4]LU Yonghua, LI Shuang. Spatial Accessibility of Indoor Emergency Shelters Based on Improved G2SFCA in Shenzhen City[J]. Geomatics and Information Science of Wuhan University, 2019, 44(9): 1391-1398. DOI: 10.13203/j.whugis20180456
    [5]LIU Haiyan, PANG Xiaoping, WANG Yue, LI Zhongxiang. Quantitative Research for Site-selection of Antarctic Year-round Research Stations Based on Logistic Regression[J]. Geomatics and Information Science of Wuhan University, 2017, 42(3): 390-394. DOI: 10.13203/j.whugis20150260
    [6]FU Zhongliang, YANG Yuanwei, GAO Xianjun, ZHAO Xingyuan, LU Yuefeng, CHEN Shaoqin. Road Networks Matching Using Multiple Logistic Regression[J]. Geomatics and Information Science of Wuhan University, 2016, 41(2): 171-177. DOI: 10.13203/j.whugis20150112
    [7]Lu Jun, Dai Wujiao, Zhang Zhetao. Modeling Dam Deformation Using Varying Coefficient Regression[J]. Geomatics and Information Science of Wuhan University, 2015, 40(1): 139-142.
    [8]NONG Yu, WANG Kun, DU Qingyun. Modeling Land Use Change Using Multinomial Logistic Regression[J]. Geomatics and Information Science of Wuhan University, 2011, 36(6): 743-746.
    [9]FANG Zhixiang, LI Qingquan, SHAW Shihlung. Representation of Location-Specific Space-Time Accessibility Based on Time Geography Framework[J]. Geomatics and Information Science of Wuhan University, 2010, 35(9): 1091-1095.
    [10]Wu Zian. The Independent Variablas-snooping in the Regression Analysis of Dam Deformation[J]. Geomatics and Information Science of Wuhan University, 1993, 18(1): 20-26.

  • Cited by

    Periodical cited type(28)

    1. 董威威，蒋贵国，梁小雅，钟孟君，程珍旎. 基于改进引力模型的成渝地区双城经济圈城市经济联系网络演变研究. 四川师范大学学报(自然科学版). 2025(01): 82-93 .
    2. 詹庆明，李轩，樊智宇. 利用非负矩阵分解识别县域人群活动时空特征. 测绘地理信息. 2024(02): 108-113 .
    3. 李静波，关雪峰，曾星，杨昌兰，邢巍然，吴华意. 长株潭城市群建成区时空扩展特征及驱动力分析. 武汉大学学报(信息科学版). 2024(06): 1028-1039 .
    4. 何明卫，赵庆文，李健波. 组团城市通勤流网络特征及影响因素分析——以贵阳市为例. 昆明理工大学学报(自然科学版). 2024(04): 249-260 .
    5. 胡秋实，李锐，吴华意，刘朝辉，蔡晶. 顾及城市场景变化的人口分析单元表达. 武汉大学学报(信息科学版). 2024(10): 1788-1799 .
    6. 薛山，廖一兰，李春林，胡艺. 不同人口流动模式下城市传染病时空传播模型适用性研究. 地球信息科学学报. 2023(01): 208-222 .
    7. 张伟丽，郝智娟，王伊斌，魏瑞博. 城市群人口流动空间网络及影响因素. 地理科学. 2023(01): 72-81 .
    8. 张伟丽，郝智娟，王伊斌，魏瑞博. 城市群人口流动空间网络及影响因素. 地理科学. 2023(02): 72-81 .
    9. 郭联欢，洪昕晨. 城市社会感知研究与应用进展. 中外建筑. 2023(06): 12-17 .
    10. 严雪心，周婕，盛富斌，牛强. 大城市近郊区产业类型对就业人口流动的差异化影响——以武汉市为例. 经济地理. 2023(10): 63-74 .
    11. 真诗泳，林钦贤，张露丹，李嘉政，林玉英，陈诚，潘自宝，胡喜生. 基于多源数据的城市内部空间交互特征：以福州市主城区为例. 科学技术与工程. 2023(35): 14937-14946 .
    12. 赵凯旭，张帅兵，黄晓军，李恩龙，武风奇. 新冠疫情管控期间西安市人口分布演变及影响因素探测——基于多源时空大数据视角. 人口与发展. 2022(01): 140-150 .
    13. 甄峰，李哲睿，谢智敏. 基于人口流动的城市内部空间结构特征及其影响因素分析——以南京市为例. 地理研究. 2022(06): 1525-1539 .
    14. 龚丽丽，蔡忠亮，李伯钊，牛彦芬，苏世亮. 街道尺度下城市居民出行特征分析. 测绘地理信息. 2022(S1): 69-73 .
    15. 段艳慧，郭伟，赵学胜，张晓莹，张冰瑞. 基于Landsat影像和统计数据的北京市人口密度制图. 北京测绘. 2022(08): 1096-1101 .
    16. 赵虎，尚铭宇，张悦，张浩楠，李鹏乾. 区域中心城市就业空间格局及优化策略研究——以山东省青岛市为例. 山东建筑大学学报. 2022(06): 61-69 .
    17. 孙艳玲，李俊蓉，张夏坤，裴新蕊，刘子菲，郭鹏. 基于昼夜人口变化的应急避难场所可达性评价——以天津市西青区为例. 安全与环境学报. 2022(06): 3342-3349 .
    18. 张爱民. 基于大数据的江西省就业收入和社会保障研究. 科技广场. 2022(05): 71-78 .
    19. 何建华，覃荣诺，丁愫，李江，岳桥兵. 基于乡村宜居性和人口流动网络特征的农村居民点重构. 武汉大学学报(信息科学版). 2021(03): 402-409 .
    20. 罗桑扎西，甄峰，张姗琪. 复杂网络视角下的城市人流空间概念模型与研究框架. 地理研究. 2021(04): 1195-1208 .
    21. 季航宇，蔡忠亮，姜莉莉，李桂娥，李伯钊. 出租车出行的空间不平等及其与人口结构的关联. 武汉大学学报(信息科学版). 2021(05): 766-776 .
    22. 刘正廉，桂志鹏，吴华意，秦昆，吴京航，梅宇翱，赵晶. 融合建筑物与POI数据的精细人口空间化研究. 测绘地理信息. 2021(05): 102-106 .
    23. 付诗航，刘耀林，方莹，杨孝军，刘艳芳，彭明军. 基于SCD的公共交通换乘时空模式——以武汉市为例. 武汉大学学报(信息科学版). 2020(07): 1089-1098 .
    24. 甘田，刘鼎. 基于手机数据的职住空间关系研究——以重庆市主城区为例. 城市交通. 2020(05): 36-44+119 .
    25. 刘艳芳，方飞国，刘耀林，罗名海. 时空大数据在空间优化中的应用. 测绘地理信息. 2019(03): 7-20 .
    26. 杨朗，周丽娜，张晓明. 基于手机信令数据的广州市职住空间特征及其发展模式探究. 城市观察. 2019(03): 87-96 .
    27. 花磊，彭宏杰，杨秀锋，刘秀芸，袁绪英，吴宜进. 基于腾讯位置大数据的长江经济带人口流动空间分析. 华中师范大学学报(自然科学版). 2019(05): 815-820 .
    28. 宋小冬，杨钰颖，钮心毅. 上海典型产业园区职工居住地、通勤距离的变化及影响机制. 城市发展研究. 2019(12): 53-61 .

    Other cited types(17)

Catalog

    Get Citation
    PDF
    XML
    Article views (1506) PDF downloads (280) Cited by(45)
    Related

    Copyright © 2013 《武汉大学学报·信息科学版》编辑部

    Address：武汉大学文理学部本科生院楼北5楼Post Code：430072

    Tel：027-68778465,68788631E-mail:whuxxb@vip.163.com

    Submit Article

    Submission Guidelines

    e

    Contact Us

    Qrcode

    Supported by: Beijing Renhe Information Technology Co., Ltd.  Baidu Analytics

    /

    DownLoad:  Full-Size Img  PowerPoint
    Return
    Return