Smart surveying and mapping: fundamental issues and research agenda

doi:10.11947/j.AGCS.2021.20210235

Abstract

Abstract: Surveying and mapping production and services are facing many new problems such as real-time data acquisition, automation of information processing, and intellectualization of service applications. The main reason is that digital surveying and mapping involves complex algorithms and models as the core, and it is often impossible to use simple algorithms and models to completely describe and express the diverse, multi-dimensional and dynamic real world, which makes it difficult to address high-dimensional, nonlinear spatial problems. In order to address this challenge, it is necessary to explore the use of natural intelligence in surveying and mapping, and develop smart surveying and mapping technologies guided by knowledge and based on algorithms. This paper first discusses the basic concepts and ideas of smart surveying and mapping and then analyzes and points out the three basic problems of smart surveying and mapping, including the analysis and modeling of natural intelligence in surveying and mapping, the construction and realization of hybrid intelligent computing paradigm, and the mechanism and path of empowering production. The main directions for further development in the near future are then proposed, including the construction of knowledge system of smart surveying and mapping, research of technology methods, research and development of application systems and instrument equipment. In order to effectively promote scientific research and engineering applications in this area, efforts should be placed on top-level designing, promoting interdisciplinary collaborative innovation and industry-university-research cooperation, and creating good development environments.

Key words: smart, digitalization, surveying and mapping, natural intelligence, hybrid intelligent computing, knowledge-guided

CLC Number:

P208

CHEN Jun, LIU Wanzeng, WU Hao, LI Songnian, YAN Li. Smart surveying and mapping: fundamental issues and research agenda[J]. Acta Geodaetica et Cartographica Sinica, 2021, 50(8): 995-1005.

References

[1] 王之卓. 当代测绘学科的发展[J]. 测绘学报, 1998, 27(4):283-286. WANG Zhizhuo. Development of surveying and mapping[J]. Acta Geodaetica et Cartographica Sinica, 1998, 27(4):283-286.
[2] 宁津生, 王正涛. 从测绘学向地理空间信息学演变历程[J]. 测绘学报, 2017, 46(10):1213-1218. DOI:10.11947/j.AGCS.2017.20170375. NING Jinsheng, WANG Zhengtao. Progresses from surveying and mapping to geomatics[J]. Acta Geodaetica et Cartographica Sinica, 2017, 46(10):1213-1218. DOI:10.11947/j.AGCS.2017.20170375.
[3] GAGNON P, COLEMAN D J. Geomatics an integrated, systemic approach to meet the needs for spatial information[J]. CISM Journal, 1990, 44(4):377-382.
[4] 陈军. 论数字化地理空间基础框架的建设与应用[J]. 测绘工程, 2002, 11(3):1-6. CHEN Jun. Discussing the development and application of digital geo-spatial framework[J]. Engineering of Surveying and Mapping, 2002, 11(3):1-6.
[5] 陈军, 李志林, 蒋捷, 等. 基础地理数据库的持续更新问题[J]. 地理信息世界, 2004, 2(5):1-5. CHEN Jun, LI Zhilin, JIANG Jie, et al. Key issues of continuous updating of geo-spatial databases[J]. Geomatics World, 2004, 2(5):1-5.
[6] 王之卓. 全数字化自动测图系统的研究方案(讨论稿)[J]. 武汉测绘科技大学学报, 1998, 23(4):287-293. WANG Zhizhuo. Research program of fully digital automatic mapping system (a discussion paper)[J]. Journal of Wuhan Technical University of Surveying and Mapping, 1998, 23(4):287-293.
[7] 张祖勋, 林宗坚. 摄影测量测图的全数字化道路[J]. 武汉大学学报(信息科学版), 1985(3):13-18. ZHANG Zuxun, LIN Zongjian. A digital way for photogrammetric mapping[J]. Geomatics and Information Science of Wuhan University, 1985(3):13-18.
[8] 刘先林. 数控测图仪的DEM国际试验结果[J]. 武汉测绘学院学报, 1985(3):25-32. LIU Xianlin. A report on the participation of a DEM international experiment by the use of a home-made computer controlled digital mapping system[J]. Journal of Wuhan Technical University of Surveying and Mapping, 1985(3):25-32.
[9] 潘正风. 大比例尺数字测图[M]. 北京:测绘出版社, 1996. PAN Zhengfeng. Large-scale digital mapping[M]. Beijing:Surveying and Mapping Press, 1996.
[10] 林宗坚. "4D"技术及其应用[J]. 测绘工程, 1997, 6(3):1-5. LIN Zongjian. The technology of DEM, DOQ, DRG, DLG and its application[J]. Engineering of Surveying and Mapping, 1997, 6(3):1-5.
[11] 李德仁. 论RS, GPS与GIS集成的定义, 理论与关键技术[J]. 遥感学报, 1997, 1(1):64-68. LI Deren. On definition, theory and key technics of the integration of GPS, RS and GIS[J]. Journal of Remote Sensing, 1997, 1(1):64-68.
[12] 陈俊勇. 面向数字中国建设中国的现代测绘基准——对我国"十五"大地测量工作的思考和建议[J]. 测绘通报, 2001(3):1-3. CHEN Junyong. Digital China-oriented construction of China's modern geodatic datum[J]. Bulletin of Surveying and Mapping, 2001(3):1-3.
[13] 张祖勋. 从数字摄影测量工作站(DPW)到数字摄影测量网格(DPGrid)[J]. 武汉大学学报(信息科学版), 2007, 32(7):565-571. ZHANG Zuxun. From digital photogrammetry workstation (DPW) to digital photogrammetry grid (DPGrid)[J]. Geomatics and Information Science of Wuhan University, 2007, 32(7):565-571.
[14] WOLF P R. Surveying and mapping:history, current status, and future projections[J]. Journal of Surveying Engineering, 2002, 128(3):79-107.
[15] OLALEYE J B, ABIODUN O E, OLUSINA J O, et al. Surveyors and the challenges of digital surveying and mapping technology[J]. Surveying and Land Information Science, 2011, 71(1):3-11.
[16] 杨凯. 建立我国数字化测绘技术体系的有关问题[M]. 测绘遥感信息工程国家重点实验室年报(1990-1991). 武汉. 1992. YANG Kai. Some issues related to the establishment of China's digital surveying and mapping technology system[M]. Annual Report of State Key Laborary of Information Engineering in Surveying, Mapping and Remote Sensing (1990-1991). Wuhan. 1992.
[17] 李德仁. 从测绘学到地球空间信息智能服务科学[J]. 测绘学报, 2017, 46(10):1207-1212. DOI:10.11947/j.AGCS.2017.20170263. LI Deren. From geomatics to geospatial intelligent service science[J]. Acta Geodaetica et Cartographica Sinica, 2017, 46(10):1207-1212. DOI:10.11947/j.AGCS.2017.20170263.
[18] 刘经南, 高柯夫. 智能时代测绘与位置服务领域的挑战与机遇[J]. 武汉大学学报(信息科学版), 2017, 42(11):1506-1517. LIU Jingnan, GAO Kefu. Challenges and opportunities for mapping and surveying and location based service in the age of intelligence[J]. Geomatics and Information Science of Wuhan University, 2017, 42(11):1506-1517.
[19] 陈军, 刘万增, 武昊, 等. 基础地理知识服务的基本问题与研究方向[J]. 武汉大学学报(信息科学版), 2019, 44(1):38-47. CHEN Jun, LIU Wanzeng, WU Hao, et al. Basic issues and research agenda of geospatial knowledge service[J]. Geomatics and Information Science of Wuhan University, 2019, 44(1):38-47.
[20] 王家耀. 时空大数据时代的地图学[J]. 测绘学报, 2017, 46(10):1226-1237. DOI:10.11947/j.AGCS.2017.20170308. WANG Jiayao. Cartography in the age of spatio-temporal big data[J]. Acta Geodaetica et Cartographica Sinica, 2017, 46(10):1226-1237. DOI:10.11947/j.AGCS.2017.20170308.
[21] 宁津生. 测绘科学与技术转型升级发展战略研究[J]. 武汉大学学报(信息科学版), 2019, 44(1):1-9. NING Jinsheng. Research on the development strategy of surveying and mapping science and technology transformation and upgrading[J]. Geomatics and Information Science of Wuhan University, 2019, 44(1):1-9.
[22] BROUWER T, KOEVA M, VAN OOSTEROM P, et al. Smart surveyors:developments and trends from the FIG working week 2020[M]. GIM International, 2020.
[23] 王之卓. 摄影测量原理[M]. 武汉:武汉大学出版社, 2007. WANG Zhizhuo. The Principles of photogrammetry[M]. Wuhan:Wuhan University Press, 2007.
[24] 宁津生, 邱卫根, 陶本藻. 地球重力场模型理论[M]. 武汉:武汉测绘科技大学出版社, 1990. NING Jinsheng, QIU Weigen, TAO Benzao. The theory of gravity field model of the earth[M]. Wuhan:Wuhan Technical University of Surveying and Mapping Press, 1990.
[25] 周忠谟, 易杰军. GPS卫星测量原理与应用[M]. 北京:测绘出版社, 1992. ZHOU Zhongmo, YI Jiejun. Principles and applications of GPS satellite surveying[M]. Beijing:Surveying and Mapping Press, 1992.
[26] 杨元喜. 抗差估计理论及其应用[M]. 北京:八一出版社, 1993. YANG Yuanxi. The theory of robust estimation and its applications[M]. Beijing:Bayi Press, 1993.
[27] 边馥苓. 地理信息系统原理和方法[M]. 北京:测绘出版社, 1996. BIAN Fuling. Principles and methods of geographic information system[M]. Beijing:Surveying and Mapping Press, 1996.
[28] 张祖勋, 张剑清. 数字摄影测量学[M]. 武汉:武汉大学出版社, 1997. ZHANG Zuxun, ZHANG Jianqing. Digital photogrammetry[M]. Wuhan:Wuhan University Press, 1997.
[29] 刘经南, 陈俊勇, 张燕平. 广域差分GPS原理和方法[M]. 北京:测绘出版社, 1999. LIU Jingnan, CHEN Junyong, ZHANG Yanping. Principles and methods of wide area differential GPS[M]. Beijing:Surveying and Mapping Press, 1999.
[30] 郭仁忠. 空间分析[M]. 2版. 北京:高等教育出版社, 2001. GUO Renzhong. Spacial analysis[M]. 2rd ed. Beijing:Higher Education Press, 2001.
[31] 陈军. Voronoi动态空间数据模型[M]. 北京:测绘出版社, 2002. CHEN Jun. Voronoi dynamic spatial data model[M]. Beijing:Surveying and Mapping Press, 2002.
[32] 李建成, 陈俊勇, 宁津生, 等. 地球重力场逼近理论与中国2000似大地水准面的确定[M]. 武汉:武汉大学出版社, 2003. LI Jiancheng, CHEN Junyong, NING Jinsheng, et al. The Earth's gravitational field approximation theory and the determination of China 2000 Quasi-geoid[M]. Wuhan:Wuhan University Press, 2003.
[33] 李志林, 朱庆. 数字高程模型[M]. 2版. 武汉:武汉大学出版社, 2003. LI Zhilin, ZHU Qing. Digital elevation model[M]. 2nd ed. Wuhan:Wuhan University Press, 2003.
[34] 吴立新, 史文中. 地理信息系统原理与算法[M]. 北京:科学出版社, 2003. WU Lixin, SHI Wenzhong. Principles and algorithms of geoinformation system[M]. Beijing:Science Press, 2003.
[35] 潘正风, 程效军, 王腾军, 等. 数字测图原理与方法[M]. 武汉:武汉大学出版社, 2004. PAN Zhengfeng, CHENG Xiaojun, WANG Tengjun, et al. Principles and methods of digital mapping[M]. Wuhan:Wuhan University Press, 2004.
[36] 杨元喜. 自适应动态导航定位[M]. 北京:测绘出版社, 2006. YANG Yuanxi. Adaptive navigation and kinematic positioning[M]. Beijing:Surveying and Mapping Press, 2006.
[37] 王家耀, 李志林, 武芳. 数字地图综合进展[M]. 北京:科学出版社, 2011. WAO Jiayao, LI Zhilin, WU Fang. Advances in digital map generalization[M]. Beijing:Science Press, 2011.
[38] 陈军, 陈晋, 廖安平. 全球地表覆盖遥感制图[M]. 北京:科学出版社, 2016. CHEN Jun, CHEN Jin, LIAO Anping. Remote sensing mapping of global land cover[M]. Beijing:Science Press, 2016.
[39] LINDER W. Digital photogrammetry:theory and applications[M]. Berlin:Springer Science & Business Media, 2013.
[40] PUENTE I, GONZÁLEZ-JORGE H, MARTÍNEZ-SÁNCHEZ J, et al. Review of mobile mapping and surveying technologies[J]. Measurement, 2013, 46(7):2127-2145.
[41] 刘建军, 陈军, 王东华, 等. 等高线邻接关系的表达及应用研究[J]. 测绘学报, 2004, 33(2):174-178. LIU Jianjun, CHEN Jun, WANG Donghua, et al. The study of description and application of contour adjacency relationship[J]. Acta Geodaetica et Cartographica Sinica, 2004, 33(2):174-178.
[42] CHEN Jun, LIU Wanze, LI Zhilin, et al. Detection of spatial conflicts between rivers and contours in digital map updating[J]. International Journal of Geographical Information Science, 2007, 21(10):1093-1114.
[43] 刘万增, 陈军, 邓喀中, 等. 数据库更新中河流与山谷线一致性检测[J]. 中国图象图形学报, 2008, 13(5):1003-1008. LIU Wanzeng, CHEN Jun, DENG Kazhong, et al. Detecting the spatial inconsistency between the updated rivers and valleys[J]. Journal of Image and Graphics, 2008, 13(5):1003-1008.
[44] 刘万增, 陈军, 邓喀中, 等. 线线空间关系描述的拓扑链模型[J]. 中国矿业大学学报, 2010, 39(1):75-79. LIU Wanzeng, CHEN Jun, DENG Kazhong, et al. A topology chain model for describing line-line spatial relations[J]. Journal of China University of Mining & Technology, 2010, 39(1):75-79.
[45] 陈军, 王东华, 商瑶玲, 等. 国家1:50000数据库更新工程总体设计研究与技术创新[J]. 测绘学报, 2010, 39(1):7-10. CHEN Jun, WANG Donghua, SHANG Yaoling, et al. Master design and technical development for national 1:50000 topographic database updating engineering in China[J]. Acta Geodaetica et Cartographica Sinica, 2010, 39(1):7-10.
[46] 陈军, 王东华, 商瑶玲, 等. 国家基础地理信息更新技术体系与工程应用[J]. 中国科技成果, 2015(2):68-69. CHEN Jun, WANG Donghua, SHANG Yaoling, et al. The technology system for updating of national fundamental geographic information and its engineering application in China[J]. China Science and Technology Achievements, 2015(2):68-69.
[47] 任加新, 刘万增, 李志林, 等. 利用卷积神经网络进行"问题地图"智能检测[J]. 武汉大学学报(信息科学版), 2021, 46(4):570-577. REN Jiaxin, LIU Wanzeng, LI Zhilin, et al. Intelligent detection of "Problematic Map" using convolutional neural network[J]. Geomatics and Information Science of Wuhan University, 2021, 46(4):570-577.
[48] GARDNER H. Multiple intelligences[M]. Minnesota Center for Arts Education, 1992.
[49] 汪镭, 康琦, 吴启迪. 自然计算——人工智能的有效实施模式[J]. 系统工程理论与实践, 2007, 27(5):126-134. WANG Lei, KANG Qi, WU Qidi. Nature-inspired computation:effective realization of artificial intelligence[J]. Systems Engineering-Theory & Practice, 2007, 27(5):126-134.
[50] 康琦, 安静, 汪镭, 等. 自然计算的研究综述[J]. 电子学报, 2012, 40(3):548-558. KANG Qi, AN Jing, WANG Lei, et al. Nature-inspired computation:a survey[J]. Acta Electronica Sinica, 2012, 40(3):548-558.
[51] 钟义信. 人工智能:概念·方法·机遇[J]. 科学通报, 2017, 62(22):2473-2479. ZHONG Yixin. Artificial intelligence:concept, approach and opportunity[J]. Chinese Science Bulletin, 2017, 62(22):2473-2479.
[52] 周济, 周艳红, 王柏村, 等. 面向新一代智能制造的人-信息-物理系统(HCPS)[J]. Engineering, 2019, 5(4):71-97. ZHOU Ji, ZHOU Yanhong, WANG Baicun, et al. Human-Cyber-Physical Systems (HCPSs) in the context of new-generation intelligent manufacturing[J]. Engineering, 2019, 5(4):71-97.
[53] 骆剑承, 吴田军, 夏列钢. 遥感图谱认知理论与计算[J]. 地球信息科学学报, 2016, 18(5):578-589. LUO Jiancheng, WU Tianjun, XIA Liegang. The theory and calculation of spatial-spectral cognition of remote Sensing[J]. Journal of Geo-information Science, 2016, 18(5):578-589.
[54] 王国胤, 李帅, 杨洁. 知识与数据双向驱动的多粒度认知计算[J]. 西北大学学报(自然科学版), 2018, 48(4):488-500. WANG Guoyin, LI Shuai, YANG Jie. A multi-granularity cognitive computing model bidirectionally driven by knowledge and data[J]. Journal of Northwest University(Natural Science Edition), 2018, 48(4):488-500.
[55] LI Zhilin, OPENSHAW S. A natural principle for the objective generalization of digital maps[J]. Cartography and Geographic Information Systems, 1993, 20(1):19-29.
[56] LI Zhilin, SU Bo. Algebraic models for feature displacement in the generalization of digital map data using morphological techniques[J]. Cartographica:The International Journal for Geographic Information and Geovisualization, 1995, 32(3):39-56.
[57] LI Zhilin. Algorithmic foundation of multi-scale spatial representation[M]. Boca Raton:CRC Press, 2006.
[58] 陈军. DTM在改善遥感影象分类精度中的应用[J]. 武汉大学学报(信息科学版), 1984, 9(1):69-81. CHEN Jun. The application of DTM in improving classification accuracy of remote sensing imagery[J]. Geomatics and Information Science of Wuhan University, 1984, 9(1):69-81.
[59] 李小文, 王锦地, 胡宝新, 等. 先验知识在遥感反演中的作用[J]. 中国科学(D辑), 1998, 28(1):67-72. LI Xiaowen, WANG Jindi, HU Baoxin, et al. Role of prior knowledge in remote sensing inversion[J]. Science in China (Series D:Earth Sciences), 1998, 28(1):67-72.
[60] 陈军, 陈晋, 廖安平, 等. 全球30m地表覆盖遥感制图的总体技术[J]. 测绘学报, 2014, 43(6):551-557. DOI:10.13485/jc.nki1.1-20892.0140.089. CHEN Jun, CHEN Jin, LIAO Anping, et al. Concepts and key techniques for 30m global land cover mapping[J]. Acta Geodaetica et Cartographica Sinica, 2014, 43(6):551-557. DOI:10.13485/jc.nki1.1-20892.0140.089.
[61] HAN Gang, CHEN Jun, HE Chaoying, et al. A web-based system for supporting global land cover data production[J]. ISPRS Journal of Photogrammetry and Remote Sensing, 2015, 103:66-80.
[62] 张委伟, 陈军, 廖安平, 等. 顾及多元知识的GlobeLand30检核优化模型[J]. 中国科学(地球科学), 2016, 46(9):1149-1161. 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.
[63] 龚健雅, 季顺平. 摄影测量与深度学习[J]. 测绘学报, 2018, 47(6):693-704. DOI:10.11947/j.AGCS.2018.20170640. GONG Jianya, JI Shunping. Photogrammetry and deep learning[J]. Acta Geodaetica et Cartographica Sinica, 2018, 47(6):693-704. DOI:10.11947/j.AGCS.2018.20170640.
[64] BUDJAČ R, NIKMON M, SCHREIBER P, et al. Automated machine learning overview[J]. Research Papers Faculty of Materials Science and Technology Slovak University of Technology, 2019, 27(45):107-112.
[65] 程学旗, 梅宏, 赵伟, 等. 数据科学与计算智能:内涵, 范式与机遇[J]. 中国科学院院刊, 2020, 35(12):1470-1481. CHENG Xueqi, MEI Hong, ZHAO Wei, et al. Data science and computing intelligence:concept, paradigm, and opportunities[J]. Bulletin of Chinese Academy of Sciences, 2020, 35(12):1470-1481.
[66] KENNEDY J. Swarm intelligence[M]//ZOMAYA A Y. Handbook of Nature-Inspired and Innovative Computing. Boston:Springer, 2006:187-219.
[67] 周晓光, 赵肄江. 众源地理数据的质量问题与研究进展[J]. 地理信息世界, 2020, 27(1):1-7. ZHOU Xiaoguang, ZHAO Yijiang. Issues and advances of crowdsourcing geographic data quality[J]. Geomatics World, 2020, 27(1):1-7.
[68] 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. 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.
[69] 龚健雅, 张翔, 向隆刚, 等. 智慧城市综合感知与智能决策的进展及应用[J]. 测绘学报, 2019, 48(12):1482-1497. DOI:10.11947/j.AGCS.2019.20190464. GONG Jianya, ZHANG Xiang, XIANG Longgang, et al. Progress and applications for integrated sensing and intelligent decision in smart city[J]. Acta Geodaetica et Cartographica Sinica, 2019, 48(12):1482-1497. DOI:10.11947/j.AGCS.2019.20190464.
[70] 涂伟, 曹劲舟, 高琦丽, 等. 融合多源时空大数据感知城市动态[J]. 武汉大学学报(信息科学版), 2020, 45(12):1875-1883. TU Wei, CAO Jinzhou, GAO Qili, et al. Sensing urban dynamics by fusing multi-sourced spatiotemporal big data[J]. Geomatics and Information Science of Wuhan University, 2020, 45(12):1875-1883.
[71] 刘瑜, 康朝贵, 王法辉. 大数据驱动的人类移动模式和模型研究[J]. 武汉大学学报(信息科学版), 2014, 39(6):660-666. LIU Yu, KANG Chaogui, WANG Fahui. Towards big data-driven human mobility patterns and models[J]. Geomatics and Information Science of Wuhan University, 2014, 39(6):660-666.
[72] 王家耀, 谢明霞. 地理国情与复杂系统[J]. 测绘学报, 2016, 45(1):1-8. DOI:10.11947/j.AGCS.2016.20150350. WANG Jiayao, XIE Mingxia. Geographical national condition and complex system[J]. Acta Geodaetica et Cartographica Sinica, 2016, 45(1):1-8. DOI:10.11947/j.AGCS.2016.20150350.
[73] 郭仁忠, 罗婷文. 土地资源智能管控[J]. 科学通报, 2019, 64(21):2166-2171. GUO Renzhong, LUO Tingwen. Intelligent management and control for land resources[J]. Chinese Science Bulletin, 2019, 64(21):2166-2171.
[74] 杨宇, 李小云, 董雯, 等. 中国人地关系综合评价的理论模型与实证[J]. 地理学报, 2019, 74(6):1063-1078. YANG Yu, LI Xiaoyun, DONG Wen, et al. Comprehensive evaluation on China's man-land relationship:theoretical model and empirical study[J]. Acta Geographica Sinica, 2019, 74(6):1063-1078.
[75] 刘建军, 陈军, 张俊, 等. 智能化时代下的地理信息动态监测[J]. 武汉大学学报(信息科学版), 2019, 44(1):92-96. LIU Jianjun, CHEN Jun, ZHANG Jun, et al. Geographic information dynamic monitoring in intelligent era[J]. Geomatics and Information Science of Wuhan University, 2019, 44(1):92-96.
[76] 李建成. 数字改变世界[J]. 中国建设信息化, 2019(23):44-45. LI Jiancheng. Digital change the world[J]. Informatization of China Construction, 2019(23):44-45.
[77] 闫利, 李建成. 测绘类专业的"新工科"建设思考[J]. 测绘通报, 2020(12):148-154. DOI:10.13474/j.cnki.11-2246.2020.0411. YAN Li, LI Jiancheng. The emerging engineering education construction for surveying and mapping specialty[J]. Bulletin of Surveying and Mapping, 2020(12):148-154. DOI:10.13474/j.cnki.11-2246.2020.0411.
[78] 刘经南, 郭文飞, 郭迟, 等. 智能时代泛在测绘的再思考[J]. 测绘学报, 2020, 49(4):403-414. DOI:10.11947/j.AGCS.2020.20190539. LIU Jingnan, GUO Wenfei, GUO Chi, et al. Rethinking ubiquitous mapping in the intelligent age[J]. Acta Geodaetica et Cartographica Sinica, 2020, 49(4):403-414. DOI:10.11947/j.AGCS.2020.20190539.
[79] 郭仁忠, 林浩嘉, 贺彪, 等. 面向智慧城市的GIS框架[J]. 武汉大学学报(信息科学版), 2020, 45(12):1829-1835. GUO Renzhong, LIN Haojia, HE Biao, et al. GIS framework for smart cities[J]. Geomatics and Information Science of Wuhan University, 2020, 45(12):1829-1835.
[80] 虞崇胜. 知识体系的形成须遵循其发展规律[J]. 探索与争鸣, 2020(9):14-16. YU Chongsheng. The formation of the knowledge system should follow the rules of its development[J]. Exploration and free views, 2020(9):14-16.
[81] 张兵. 遥感大数据时代与智能信息提取[J]. 武汉大学学报(信息科学版), 2018, 43(12):1861-1871. ZHANG Bing. Remotely sensed big data era and intelligent information extraction[J]. Geomatics and Information Science of Wuhan University, 2018, 43(12):1861-1871.
[82] 魏东升, 周晓光. 遥感影像变化检测样本自动抽样[J]. 遥感学报, 2019, 23(3):464-475. WEI Dongsheng, ZHOU Xiaoguang. Automatic sampling of remote sensing image change detection samples based on prior information of vector data[J]. Journal of Remote Sensing, 2019, 23(3):464-475.
[83] XING Huaqiao, CHEN Jun, WU Hao, et al. A service relation model for web-based land cover change detection[J]. ISPRS Journal of Photogrammetry and Remote Sensing, 2017, 132:20-32.
[84] 邢华桥. 面向地表覆盖变化检测的服务关系模型与方法研究[J]. 测绘学报, 2018, 47(9):1291. DOI:10.11947/j.AGCS.2018.20170523. XING Huaqiao. Modeling and methods of service relation for land cover change detection[J]. Acta Geodaetica et Cartographica Sinica, 2018, 47(9):1291. DOI:10.11947/j.AGCS.2018.20170523.
[85] 陈军, 武昊, 李松年, 等. 面向大数据时代的地表覆盖动态服务计算[J]. 测绘科学技术学报, 2013, 30(4):369-374. CHEN Jun, WU Hao, LI Songnian, et al. Services oriented dynamic computing for land cover big data[J]. Journal of Geomatics Science and Technology, 2013, 30(4):369-374.
[86] 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GlobeLand 30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 of global land domain service computing:take GlobeLand 30 as an example[J]. Acta Geodaetica et Cartographica Sinica, 2017, 46(10):1526-1533. DOI:10.11947/j.AGCS.2017.20170411.
[87] 邢华桥, 侯东阳, 于明洋, 等. 基于约束规则的变化检测处理服务链动态生成[J]. 地理与地理信息科学, 2019, 35(4):9-14. XING Huaqiao, HOU Dongyang, YU Mingyang, et al. Constraint rule-based service chain dynamic generation for land cover change detection[J]. Geography and Geo-Information Science, 2019, 35(4):9-14.
[88] CHEN Jun, LI Songnian, WU Hao, et al. Towards a collaborative global land cover information service[J]. International Journal of Digital Earth, 2017, 10(4):356-370.
[89] 侯东阳, 武昊, 陈军. 时空数据Web搜索的研究进展[J]. 地理信息世界, 2020, 27(4):1-12, 21. HOU Dongyang, WU Hao, CHEN Jun. Research progress on searching spatiotemporal data from web[J]. Geomatics World, 2020, 27(4):1-12, 21.
[90] 杨元喜. 综合PNT体系及其关键技术[J]. 测绘学报, 2016, 45(5):505-510. DOI:10.11947/j.AGCS.2016.20160127. YANG Yuanxi. Concepts of comprehensive PNT and related key technologies[J]. Acta Geodaetica et Cartographica Sinica, 2016, 45(5):505-510. DOI:10.11947/j.AGCS.2016.20160127.
[91] 杨军, 曹筵东, 孙光才, 等. 基于多卫星分布式数据处理系统的高分三号卫星数据实时处理方法(英文)[J]. 中南大学学报, 2020, 27(3):842-852. YANG Jun, Cao Yandong, SUN Guangcai, et al. GF-3 data real-time processing method based on multi-satellite distributed data processing system[J]. Journal of Central South University, 2020, 27(3):842-852.
[92] 张永军, 张祖勋, 龚健雅. 天空地多源遥感数据的广义摄影测量学[J]. 测绘学报, 2021, 50(1):1-11. DOI:10.11947/j.AGCS.2021.20200245. ZHANG Yongjun, ZHANG Zuxun, GONG Jianya. Generalized photogrammetry of spaceborne, airborne and terrestrial multi-source remote sensing datasets[J]. Acta Geodaetica et Cartographica Sinica, 2021, 50(1):1-11. DOI:10.11947/j.AGCS.2021.20200245.
[93] 付东杰, 肖寒, 苏奋振, 等. 遥感云计算平台发展及地球科学应用[J]. 遥感学报, 2021, 25(1):220-230. FU Dongjie, XIAO Han, SU Fenzhen, et al. Remote sensing cloud computing platform development and earth science application[J]. Journal of Remote Sensing, 2021, 25(1):220-230.
[94] 苏奋振, 吴文周, 张宇, 等. 从地理信息系统到智能地理系统[J]. 地球信息科学学报, 2020, 22(1):2-10. SU Fenzhen, WU Wenzhou, ZHANG Yu, et al. From geographic information system to intelligent geographic system[J]. Journal of Geo-Information Science, 2020, 22(1):2-10.
[95] 熊伟. 人工智能对测绘科技若干领域发展的影响研究[J]. 武汉大学学报(信息科学版), 2019, 44(1):101-105,138. XIONG Wei. Influence of artificial intelligence on the development of some fields of surveying and mapping technology[J]. Geomatics and Information Science of Wuhan University, 2019, 44(1):101-105, 138.
[96] 高井祥, 王坚, 李增科. 智能背景下测绘科技发展的几点思考[J]. 武汉大学学报(信息科学版), 2019, 44(1):55-61. GAO Jingxiang, WANG Jian, LI Zengke. Challenges for the development of surveying and mapping technology in the age of intelligence[J]. Geomatics and Information Science of Wuhan University, 2019, 44(1):55-61.
[97] 申家双, 葛忠孝, 陈长林. 我国海洋测绘研究进展[J]. 海洋测绘, 2018, 38(4):1-10, 21. SHEN Jiashuang, GE Zhongxiao, CHEN Changlin. Research progress of China's hydrographic surveying and charting[J]. Hydrographic Surveying and Charting, 2018, 38(4):1-10, 21.
[98] DOLD J, GROOPMAN J. The future of geospatial intelligence[J]. Geo-spatial Information Science, 2017, 20(2):151-162.
[99] 宋关福, 卢浩, 王晨亮, 等. 人工智能GIS软件技术体系初探[J]. 地球信息科学学报, 2020, 22(1):76-87. SONG Guanfu, LU Hao, WANG Chenliang, et al. A tentative study on system of software technology for artificial intelligence GIS[J]. Journal of Geo-Information Science, 2020, 22(1):76-87.
[100] BURCH T. Yes, you can use your smartphone[J]. GPS World, 2019, 30(5):28-35.