测绘学报 ›› 2019, Vol. 48 ›› Issue (12): 1482-1497.doi: 10.11947/j.AGCS.2019.20190464
龚健雅1,2,3, 张翔1,3, 向隆刚1,3, 陈能成1,3
收稿日期:2019-11-07
修回日期:2019-11-13
发布日期:2019-12-24
通讯作者:
陈能成
E-mail:cnc@whu.edu.cn
作者简介:龚健雅(1957-),男,博士,教授,中国科学院院士,研究方向为地理信息系统、摄影测量与遥感。E-mail:gongjy@whu.edu.cn
基金资助:GONG Jianya1,2,3, ZHANG Xiang1,3, XIANG Longgang1,3, CHEN Nengcheng1,3
Received:2019-11-07
Revised:2019-11-13
Published:2019-12-24
Supported by:摘要： 城市感知与决策是实现城市智慧化的首要前提。针对当前的最新研究进展，分别从基于空天地集成化传感网的城市综合感知、城市时空大数据的管理与分析、面向多层次用户的智能决策等3方面进行了分析论述，对比分析了当前城市时空信息平台及应用，在此基础上，提出了未来智慧城市感知决策面临的"三高"挑战，即高度融合的物理感知与社会感知，高度智能化的城市管理分析能力，以及高置信度的城市信物融合系统决策。
中图分类号:
龚健雅, 张翔, 向隆刚, 陈能成. 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.
GONG Jianya, ZHANG Xiang, XIANG Longgang, CHEN Nengcheng. Progress and applications for integrated sensing and intelligent decision in smart city[J]. Acta Geodaetica et Cartographica Sinica, 2019, 48(12): 1482-1497.
| [1] 龚健雅, 王国良. 从数字城市到智慧城市:地理信息技术面临的新挑战[J]. 测绘地理信息, 2013, 38(2):1-6. GONG Jianya, WANG Guoliang. From digital city to smart city:new challenges to geographic information technology[J]. Journal of Geomatics, 2013, 38(2):1-6. [2] 李德仁, 邵振峰, 杨小敏. 从数字城市到智慧城市的理论与实践[J]. 地理空间信息, 2011, 9(6):1-5. LI Deren, SHAO Zhenfeng, YANG Xiaomin. Theory and practice from digital city to smart city[J]. Geospatial Information, 2011, 9(6):1-5. [3] 李德仁, 龚健雅, 邵振峰. 从数字地球到智慧地球[J]. 武汉大学学报(信息科学版), 2010, 35(2):127-132. LI Deren, GONG Jianya, SHAO Zhenfeng. From digital earth to smart earth[J]. Geomatics and Information Science of Wuhan University, 2010, 35(2):127-132. [4] 王家耀, 刘嵘, 成毅, 等. 让城市更智慧[J]. 测绘科学技术学报, 2011, 28(2):79-83. WANG Jiayao, LIU Rong, CHENG Yi, et al. Making the city smarter[J]. Journal of Geomatics Science and Technology, 2011, 28(2):79-83. [5] 李成名, 李兵. 从数字城市走向智慧城市[J]. 地理空间信息, 2013, 11(S1):8-10. LI Chengming, LI Bing. From digital city to smart city[J]. Geospatial Information, 2013, 11(S1):8-10. [6] 党安荣, 甄茂成, 王丹, 等. 中国新型智慧城市发展进程与趋势[J]. 科技导报, 2018, 36(18):16-29. DANG Anrong, ZHEN Maocheng, WANG Dan, et al. Current situation and trends of the new smart city development in China[J]. Science & Technology Review, 2018, 36(18):16-29. [7] 荣文戈, 熊璋, DAVE C, 等. 智慧城市体系结构:实现技术和设计挑战(英文)[J]. 中国通信, 2014, 11(3):56-69. RONG Wenge, XIONG Zhang, DAVE C, et al. Smart city architecture:a technology guide for implementation and design challenges[J]. Network Technology and Applications, 2014, 11(3):56-69. [8] 陈能成, 刘迎冰, 盛浩, 等. 智慧城市时空信息综合决策关键技术与系统[J]. 武汉大学学报(信息科学版), 2018, 43(12):2278-2286. CHEN Nengcheng, LIU Yingbing, SHENG Hao, et al. Key techniques and system for comprehensive decision-making of spatio-temporal information in smart city[J]. Geomatics and Information Science of Wuhan University, 2018, 43(12):2278-2286. [9] 罗振, 桑梓勤, 齐飞. 智慧城市公共支撑平台技术架构及功能要求[J]. 信息通信技术, 2014, 8(5):54-59. LUO Zhen, SANG Ziqin, QI Fei. The technology framework and functional requirements of public support platform in smart city[J]. Information and Communications Technologies, 2014, 8(5):54-59. [10] XIONG Zhang, LUO Wuman, CHEN Lei, et al. Data vitalization:a new paradigm for large-scale dataset analysis[C]//Proceedings of 2010 IEEE International Conference on Parallel and Distributed Systems. Shanghai, China:IEEE, 2010:251-258. [11] 张义, 陈虞君, 杜博文, 等. 智慧城市多模式数据融合模型[J]. 北京航空航天大学学报, 2016, 42(12):2683-2690. ZHANG Yi, CHEN Yujun, DU Bowen, et al. Multimodal data fusion model for smart city[J]. Journal of Beijing University of Aeronautics and Astronautics, 2016, 42(12):2683-2690. [12] 陈真勇, 徐州川, 李清广, 等. 一种新的智慧城市数据共享和融合框架——SCLDF[J]. 计算机研究与发展, 2014, 51(2):290-301. CHEN Zhenyong, XU Zhouchuan, LI Qingguang, et al. A novel framework of data sharing and fusion in smart city-SCLDF[J]. Journal of Computer Research and Development, 2014, 51(2):290-301. [13] 陈能成, 张良培. 空天地一体化对地观测传感网的概念与特征[J]. 测绘地理信息, 2015, 40(5):4-7, 12. CHEN Nengcheng, ZHANG Liangpei. Concept and characteristics of integrated earth observation sensor web[J]. Journal of Geomatics, 2015, 40(5):4-7, 12. [14] ZHANG Xiang, CHEN Nengcheng, CHEN Zeqiang, et al. Geospatial sensor web:a cyber-physical infrastructure for geoscience research and application[J]. Earth-Science Reviews, 2018(185):684-703. [15] 韩涵, 李海花, 关欣. 智慧城市系统汇聚及互联模型研究[J]. 电信网技术, 2015(9):26-31. HAN Han, LI Haihua, GUAN Xin. Study on convergence and interconnection model of smart city system[J]. Telecommunications Network Technology, 2015(9):26-31. [16] 冯圣中, 樊建平. 高性能计算的智慧城市机遇与挑战[J]. 集成技术, 2012, 1(2):84-87. FENG Shengzhong, FAN Jianping. The challenge and opportunity of smart city to high performance computing[J]. Journal of Integration Technology, 2012, 1(2):84-87. [17] 冯圣中, 李根国, 栗学磊, 等. 新兴高性能计算行业应用及发展战略[J]. 中国科学院院刊, 2019, 34(6):640-647. FENG Shengzhong, LI Genguo, LI Xuelei, et al. Development strategy of emerging applications of HPC[J]. Bulletin of Chinese Academy of Sciences, 2019, 34(6):640-647. [18] 刘勇, 张韶月, 柳林, 等. 智慧城市视角下城市洪涝模拟研究综述[J]. 地理科学进展, 2015, 34(4):494-504. LIU Yong, ZHANG Shaoyue, LIU Lin, et al. Research on urban flood simulation:a review from the smart city perspective[J]. Progress in Geography, 2015, 34(4):494-504. [19] 马世发, 黎夏. 地理模拟优化系统(GeoSOS)在城市群开发边界识别中的应用[J]. 城市与区域规划研究, 2019, 11(1):79-93. MA Shifa, LI Xia. Application of GeoSOS in the delineation of development boundary for urban agglomerations[J]. Journal of Urban and Regional Planning, 2019, 11(1):79-93. [20] 李少英, 刘小平, 黎夏, 等. 土地利用变化模拟模型及应用研究进展[J]. 遥感学报, 2017, 21(3):329-340. LI Shaoying, LIU Xiaoping, LI Xia, et al. Simulation model of land use dynamics and application:Progress and prospects[J]. Journal of Remote Sensing, 2017, 21(3):329-340. [21] 黎夏, 刘小平. "三规合一"服务的空间信息技术:地理模拟与优化[J]. 遥感学报, 2016, 20(5):1308-1318. LI Xia, LIU Xiaoping. Spatial information technology for facilitating "three-plan integration" using geographical simulation and optimization[J]. Journal of Remote Sensing, 2016, 20(5):1308-1318. [22] 张亦汉, 黎夏, 刘小平, 等. 耦合遥感观测和元胞自动机的城市扩张模拟(英文)[J]. 遥感学报, 2013, 17(4):872-886. ZHANG Yihan, LI Xia, LIU Xiaoping, et al. Urban expansion simulation by coupling remote sensing observations and cellular automata[J]. Journal of Remote Sensing, 2013, 17(4):872-886. [23] 朱庆. 三维GIS及其在智慧城市中的应用[J]. 地球信息科学学报, 2014, 16(2):151-157. ZHU Qing. Full three-dimensional GIS and its key roles in smart city[J]. Journal of Geo-Information Science, 2014, 16(2):151-157. [24] 彭玲, 陈文建, 李高盛, 等. 基于空间大数据的智慧城市脉动可视化研究[J]. 地理信息世界, 2016, 23(1):58-63, 70. PENG Ling, CHEN Wenjian, LI Gaosheng, et al. Research on the pulsating visualization of smart cities based on spatial big data[J]. Geomatics World, 2016, 23(1):58-63. [25] 任福, 杜清运. 智慧城市语境下在线专题制图模式[J]. 测绘科学, 2014, 39(8):50-52, 43. REN Fu, DU Qingyun. Online thematic cartography in the context of smart city[J]. Science of Surveying and Mapping, 2014, 39(8):50-52, 43. [26] 席茂, 张锦. 基于时空信息服务构建智慧社区[J]. 测绘通报, 2014(S2):307-310. XI Mao, ZHANG Jin. Building smart communities based on spatio-temporal information services[J]. Bulletin of Surveying and Mapping, 2014(S2):307-310. [27] 陈泽强, 陈能成, 吴杰魁, 等. 智慧城市时空信息云平台技术体系与标准需求[J]. 电信网技术, 2017(5):46-51. CHEN Zeqiang, CHEN Nengcheng, WU Jiekui, et al. Technology architecture and standard demands of spatio-temporal information cloud platform for smart city[J]. Telecommunications Network Technology, 2017(5):46-51. [28] 熊璋. 浅谈智慧城市863项目成果与发展[J]. 中国信息界, 2013(10):44-45. XIONG Zhang. Discussion on the achievements and development of smart city 863 project[J]. China Information Times, 2013(10):44-45. [29] 宁津生, 姚宜斌, 张小红. 全球导航卫星系统发展综述[J]. 导航定位学报, 2013, 1(1):3-8. NING Jinsheng, YAO Yibin, ZHANG Xiaohong. Review of the development of global satellite navigation system[J]. Journal of Navigation and Positioning, 2013, 1(1):3-8. [30] 杨元喜. 北斗卫星导航系统的进展、贡献与挑战[J]. 测绘学报, 2010, 39(1):1-6. YANG Yuanxi. Progress, contribution and challenges of Compass/Beidou satellite navigation system[J]. Acta Geodaetica et Cartographica Sinica, 2010, 39(1):1-6. [31] 黄蔚. 国家地理信息公共服务平台天地图[J]. 卫星应用, 2014(1):41-44. HUANG Wei. Map of national geographic information public service platform[J]. Satellite Application, 2014(1):41-44. [32] 陈静, 向隆刚, 龚健雅. 基于虚拟地球的网络地理信息集成共享服务方法[J]. 中国科学:地球科学, 2013, 43(11):1770-1780. CHEN Jing, XIANG Longgang, GONG Jianya. Virtual globe-based integration and sharing service method of GeoSpatial information[J]. Science China Earth Sciences, 2013, 43(11):1770-1780. [33] 李德仁. 我国第一颗民用三线阵立体测图卫星——资源三号测绘卫星[J]. 测绘学报, 2012, 41(3):317-322. LI Deren. China's first civilian three-line-array stereo mapping satellite:ZY-3[J]. Acta Geodaetica et Cartographica Sinica, 2012, 41(3):317-322. [34] 李德仁, 郭晟, 胡庆武. 基于3S集成技术的LD2000系列移动道路测量系统及其应用[J]. 测绘学报, 2008, 37(3):272-276. LI Deren, GUO Sheng, HU Qingwu. 3S(RS, GPS, GIS) integration technology based LD2000 series mobile mapping system and its applications[J]. Acta Geodaetica et Cartographica Sinica, 2008, 37(3):272-276. [35] 李德仁, 沈欣, 龚健雅, 等. 论我国空间信息网络的构建[J]. 武汉大学学报(信息科学版), 2015, 40(6):711-715, 766. LI Deren, SHEN Xin, GONG Jianya, et al. On construction of China's space information network[J]. Geomatics and Information Science of Wuhan University, 2015, 40(6):711-715,766. [36] 李建中, 李金宝, 石胜飞. 传感器网络及其数据管理的概念、问题与进展[J]. 软件学报, 2003, 14(10):1717-1727. LI Jianzhong, LI Jinbao, SHI Shengfei. Concepts, issues and advance of sensor networks and data management of sensor networks[J]. Journal of Software, 2003, 14(10):1717-1727. [37] 袁赛, 陈能成, 肖长江, 等. 存算分离的原位传感器观测接入方法[J]. 计算机系统应用, 2017, 26(7):90-96. YUAN Sai, CHEN Nengcheng, XIAO Changjiang, et al. Storage-computation separation method for in-situ sensor observation access[J]. Computer Systems & Applications, 2017, 26(7):90-96. [38] 谢贤鸽, 刘学锋. 传感器观测服务中异构感知数据的接入与管理[J]. 电子测量技术, 2016, 39(7):154-159. XIE Xian'ge, LIU Xuefeng. Heterogeneous sensor data access and management in sensor observation service[J]. Electronic Measurement Technology, 2016, 39(7):154-159. [39] CHEN Nengcheng, WANG Ke, XIAO Changjiang, et al. A heterogeneous sensor web node meta-model for the management of a flood monitoring system[J]. Environmental Modelling & Software, 2014(54):222-237. [40] CHEN Nengcheng, ZHANG Xiang, WANG Chao. Integrated open geospatial web service enabled cyber-physical information infrastructure for precision agriculture monitoring[J]. Computers and Electronics in Agriculture, 2015(111):78-91. [41] YU Genong, DI Liping, MOSES J F, et al. Geospatial workflow in a sensor Web environment:Transactions, events, and asynchrony[C]//Proceedings of 2008 IEEE International Geoscience and Remote Sensing Symposium. Boston, MA:IEEE, 2008:V-132-V-135. [42] 李德仁, 张良培, 夏桂松. 遥感大数据自动分析与数据挖掘[J]. 测绘学报, 2014, 43(12):1211-1216. DOI:10.13485/j.cnki.11-2089.2014.0187. LI Deren, ZHANG Liangpei, XIA Guisong. Automatic analysis and mining of remote sensing big data[J]. Acta Geodaetica et Cartographica Sinica, 2014, 43(12):1211-1216. DOI:10.13485/j.cnki.11-2089.2014.0187. [43] 王光宏, 蒋平. 数据挖掘综述[J]. 同济大学学报, 2004, 32(2):246-252. WANG Guanghong, JIANG Ping. Survey of data mining[J]. Journal of Tongji University, 2004, 32(2):246-252. [44] YANG Chao, CHEN Nengcheng, DI Liping. RESTFul based heterogeneous geoprocessing workflow interoperation for Sensor Web Service[J]. Computers & Geosciences, 2012(47):102-110. [45] 王凌云, 李琦, 喻文承. Web Service与地理信息互操作[J]. 测绘科学, 2004, 29(1):38-41. WANG Lingyun, LI Qi, YU Wencheng. WebService and spatial geographic information interoperability[J]. Science of Surveying and Mapping, 2004, 29(1):38-41. [46] XIAO Changjiang, CHEN Nengcheng, WANG Xiaolei, et al. A semantic registry method using sensor metadata ontology to manage heterogeneous sensor information in the geospatial sensor web[J]. ISPRS International Journal of Geo-Information, 2016, 5(5):63. [47] FAN Hong, LI Jia, CHEN Nengcheng, et al. Capability representation model for heterogeneous remote sensing sensors:case study on soil moisture monitoring[J]. Environmental Modelling & Software, 2015(70):65-79. [48] 王伟, 郑重, 李鹏飞, 等. 面向任务的成像卫星传感器观测能力度量方法[J]. 武汉大学学报(信息科学版), 2013, 38(12):1480-1483, 1498. WANG Wei, ZHENG Zhong, LI Pengfei, et al. A mission oriented measuring method for imaging satellite sensors' observing capabilities[J]. Geomatics and Information Science of Wuhan University, 2013, 38(12):1480-1483, 1498. [49] 陈能成, 刘晓林, 龚健雅. 卫星传感器时空覆盖能力评估与优选组合系统设计与实现[J]. 测绘通报, 2018(9):69-73. DOI:10.13474/j.cnki.11-2246.2018.0282. CHEN Nengcheng, LIU Xiaolin, GONG Jianya. Design and implementation of space-time coverage capability evaluation and optimum combination observation system for satellite sensor[J]. Bulletin of Surveying and Mapping, 2018(9):69-73. DOI:10.13474/j.cnki.11-2246.2018.0282. [50] CHEN Nengcheng, ZHANG Xiang. A dynamic observation capability index for quantitatively pre-evaluating diverse optical imaging satellite sensors[J]. IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, 2014, 7(2):515-530. [51] CHEN Nengcheng, XING Chenjie, ZHANG Xiang, et al. Spaceborne earth-observing optical sensor static capability index for clustering[J]. IEEE Transactions on Geoscience and Remote Sensing, 2015, 53(10):5504-5518. [52] 胡楚丽, 刘一冬, 张翔. 一种面向应急任务的天基传感器观测组合方法[J]. 武汉大学学报(信息科学版), 2016, 41(10):1313-1318. HU Chuli, LIU Yidong, ZHANG Xiang. An emergency mission oriented evaluating method for space-based satellite sensors' observation combination[J]. Geomatics and Information Science of Wuhan University, 2016, 41(10):1313-1318. [53] AUYNIRUNDRONKOOL K, CHEN Nengcheng, PENG Caihua, et al. Flood detection and mapping of the Thailand Central plain using RADARSAT and MODIS under a sensor web environment[J]. International Journal of Applied Earth Observation and Geoinformation, 2012, 14(1):245-255. [54] 吕卫锋. 智慧城市中的数据融合关键技术与挑战[J]. 工程建设标准化, 2017(10):18-20. LÜ Weifeng. Key technologies and challenges of data fusion in smart city[J]. Standardization of Engineering Construction, 2017(10):18-20. [55] ZHANG Xiang, CHEN Nengcheng. Reconstruction of gf-1 soil moisture observation based on satellite and in situ sensor collaboration under full cloud contamination[J]. IEEE Transactions on Geoscience and Remote Sensing, 2016, 54(9):5185-5202. [56] XIAO Changjiang, CHEN Nengcheng, GONG Jianya, et al. Event-driven distributed information resource-focusing service for emergency response in smart city with cyber-physical infrastructures[J]. ISPRS International Journal of Geo-Information, 2017, 6(8):251. [57] 李德仁. 论"互联网+"天基信息服务[J]. 遥感学报, 2016, 20(5):708-715. LI Deren. The "Internet Plus" space-based information services[J]. Journal of Remote Sensing, 2016, 20(5):708-715. [58] 李德仁, 王密, 沈欣, 等. 从对地观测卫星到对地观测脑[J]. 武汉大学学报(信息科学版), 2017, 42(2):143-149. LI Deren, WANG Mi, SHEN Xin, et al. From earth observation satellite to earth observation brain[J]. Geomatics and Information Science of Wuhan University, 2017, 42(2):143-149. [59] 李德仁. 论军民深度融合的通导遥一体化空天信息实时智能服务系统[J]. 网信军民融合, 2018(12):12-15. LI Deren. On the space and sky information real-time intelligent service system with deep integration of military and civilian[J]. Civil-Military Integration on Cyberspace, 2018(12):12-15. [60] 李德仁, 马军, 邵振峰. 论时空大数据及其应用[J]. 卫星应用, 2015(9):7-11. LI Deren, MA Jun, SHAO Zhenfeng. On spatio-temporal big data and its application[J]. Satellite Application, 2015(9):7-11. [61] 李德仁, 姚远, 邵振峰. 智慧城市中的大数据[J]. 武汉大学学报(信息科学版), 2014, 39(6):631-640. LI Deren, YAO Yuan, SHAO Zhenfeng. Big data in smart city[J]. Geomatics and Information Science of Wuhan University, 2014, 39(6):631-640. [62] 龚健雅. 人工智能时代测绘遥感技术的发展机遇与挑战[J]. 武汉大学学报(信息科学版), 2018, 43(12):1788-1796. GONG Jianya. Chances and challenges for development of surveying and remote sensing in the age of artificial intelligence[J]. Geomatics and Information Science of Wuhan University, 2018, 43(12):1788-1796. [63] 王静远, 李超, 熊璋, 等. 以数据为中心的智慧城市研究综述[J]. 计算机研究与发展, 2014, 51(2):237-259. WANG Jingyuan, LI Chao, XIONG Zhang, et al. Survey of data-centric Smart city[J]. Journal of Computer Research and Development, 2014, 51(2):237-259. [64] 向隆刚, 王星星, 龚健雅. 城市传感网观测数据的多层次摘要模型[J]. 测绘通报, 2015(11):39-43, 56. DOI:10.13474/j.cnki.11-2246.2015.0342. XIANG Longgang, WANG Xingxing, GONG Jianya. A multi-level abstraction model for city sensing observation data[J]. Bulletin of Surveying and Mapping, 2015(11):39-43, 56. DOI:10.13474/j.cnki.11-2246.2015.0342. [65] 申德荣, 于戈, 王习特, 等. 支持大数据管理的NoSQL系统研究综述[J]. 软件学报, 2013, 24(8):1786-1803. SHEN Derong, YU Ge, WANG Xite, et al. Survey on NoSQL for management of big data[J]. Journal of Software, 2013, 24(8):1786-1803. [66] 陈崇成, 林剑峰, 吴小竹, 等. 基于NoSQL的海量空间数据云存储与服务方法[J]. 地球信息科学学报, 2013, 15(2):166-174. CHEN Chongcheng, LIN Jianfeng, WU Xiaozhu, et al. Massive geo-spatial data cloud storage and services based on NoSQL database technique[J]. Journal of Geo-Information Science, 2013, 15(2):166-174. [67] 李绍俊, 杨海军, 黄耀欢, 等. 基于NoSQL数据库的空间大数据分布式存储策略[J]. 武汉大学学报(信息科学版), 2017, 42(2):163-169. LI Shaojun, YANG Haijun, HUANG Yaohuan, et al. Geo-spatial big data storage based on NoSQL database[J]. Geomatics and Information Science of Wuhan University, 2017, 42(2):163-169. [68] 王家耀. 大数据时代的智慧城市[J]. 测绘科学, 2014, 39(5):3-7. WANG Jiayao. Smart city in the era of big data[J]. Science of Surveying and Mapping, 2014, 39(5):3-7. [69] 龚健雅, 李小龙, 吴华意. 实时GIS时空数据模型[J]. 测绘学报, 2014, 43(3):226-232. DOI:10.13485/j.cnki.11-2089.2014.0033. GONG Jianya, LI Xiaolong, WU Huayi. Spatiotemporal data model for real-time GIS[J]. Acta Geodaetica et Cartographica Sinica, 2014, 43(3):226-232. DOI:10.13485/j.cnki.11-2089.2014.0033. [70] 向隆刚, 高萌, 王德浩, 等. Geohash-Trees:一种用于组织大规模轨迹的自适应索引[J]. 武汉大学学报(信息科学版), 2019, 44(3):436-442. XIANG Longgang, GAO Meng, WANG Dehao, et al. Geohash-Trees:an adaptive index which can organize large-scale trajectories[J]. Geomatics and Information Science of Wuhan University, 2019, 44(3):436-442. [71] 李小龙. 支持动态数据管理与时空过程模拟的实时GIS数据模型研究[J]. 测绘学报, 2017, 46(3):402. DOI:10.11947/j.AGCS.2017.20160557. LI Xiaolong. Real-time GIS data model supporting dynamic data management and spatiotemporal porcess simulation[J]. Acta Geodaetica et Cartographica Sinica, 2017, 46(3):402. DOI:10.11947/j.AGCS.2017.20160557. [72] GONG Jianya, GENG Jing, CHEN Zeqiang. Real-time GIS data model and sensor web service platform for environmental data management[J]. International Journal of Health Geographics, 2015, 14:2. [73] CHEN Zeqiang, CHEN Nengcheng, GONG Jianya. Design and implementation of the real-time GIS data model and Sensor Web service platform for environmental big data management with the Apache Storm[C]//Proceedings of the 4th International Conference on Agro-Geoinformatics (Agro-Geoinformatics). Istanbul, Turkey:IEEE, 2015:32-35. [74] 吉根林, 赵斌. 面向大数据的时空数据挖掘综述[J]. 南京师大学报(自然科学版), 2014, 37(1):1-7. JI Genlin, ZHAO Bin. A survey of spatiotemporal data mining for big data[J]. Journal of Nanjing Normal University (Natural Science Edition), 2014, 37(1):1-7. [75] 邓敏, 石岩, 龚健雅, 等. 时空异常探测方法研究综述[J]. 地理与地理信息科学, 2016, 32(6):43-50. DENG Min, SHI Yan, GONG Jianya, et al. A summary of spatio-temporal outlier detection[J]. Geography and Geo-Information Science, 2016, 32(6):43-50. [76] LEE W H, TSENG S S, SHIEH J L, et al. Discovering traffic bottlenecks in an urban network by spatiotemporal data mining on location-based services[J]. IEEE Transactions on Intelligent Transportation Systems, 2011, 12(4):1047-1056. [77] DORNBUSH S, JOSHI A. StreetSmart traffic:Discovering and disseminating automobile congestion using VANET's[C]//Proceedings of 2007 IEEE Vehicular Technology Conference-VTC2007-Spring. Dublin, Ireland:IEEE, 2007:11-15. [78] 牟乃夏, 张恒才, 陈洁, 等. 轨迹数据挖掘城市应用研究综述[J]. 地球信息科学学报, 2015, 17(10):1135-1142. MOU Naixia, ZHANG Hengcai, CHEN Jie, et al. A review on the application research of trajectory data mining in urban cities[J]. Journal of Geo-Information Science, 2015, 17(10):1135-1142. [79] 徐永强, 马娟. 基于物联网技术的地质灾害动态监测预警体系及其架构[J]. 中国地质灾害与防治学报, 2013, 24(3):90-93, 99. XU Yongqiang, MA Juan. Dynamic monitoring and early warning system of geo-hazards based on the technology of internet of things[J]. The Chinese Journal of Geological Hazard and Control, 2013, 24(3):90-93, 99. [80] 龙冬平, 柳林, 周素红, 等. 地理学视角下犯罪者行为研究进展[J]. 地理科学进展, 2017, 36(7):886-902. LONG Dongping, LIU Lin, ZHOU Suhong, et al. Research progress of criminal behavior from the perspective of geography[J]. Progress in Geography, 2017, 36(7):886-902. [81] WANG Dawei, DING Wei, LO H, et al. Crime hotspot mapping using the crime related factors-a spatial data mining approach[J]. Applied Intelligence, 2013, 39(4):772-781. [82] 杨坤, 李石柱. 大数据挖掘技术应用于血吸虫病监测预警研究的探讨[J]. 中国寄生虫学与寄生虫病杂志, 2015, 33(6):461-465. YANG Kun, LI Shizhu. Application of big data mining technology in monitoring and early-warning of schistosomiasis[J]. Chinese Journal of Parasitology and Parasitic Diseases, 2015, 33(6):461-465. [83] ZHANG Junbo, ZHENG Yu, QI Dekang. Deep spatio-temporal residual networks for citywide crowd flows prediction[C]//Proceedings of the 31st AAAI Conference on Artificial Intelligence. San Francisco:AAAI, 2017. [84] YAO Huaxiu, WU Fei, KE Jintao, et al. Deep multi-view spatial-temporal network for taxi demand prediction[C]//Proceedings of the 32nd AAAI Conference on Artificial Intelligence. New Orleans:AAAI, 2018. [85] 向隆刚, 龚健雅, 吴涛, 等. 轨迹数据地理关联建模与分析[M]. 北京:科学出版社, 2019. XIANG Longgang, GONG Jianya, WU Tao, et al. Trajectory data geographic association modeling and analysis[M]. Beijing:Science Press, 2019. [86] 曹如中, 史健勇, 郭华. 基于竞争情报的智慧决策研究:内涵、机理与过程[J]. 情报理论与实践, 2017, 40(12):35-39. CAO Ruzhong, SHI Jianyong, GUO Hua. Research on intelligent decision based on competitive intelligence:connotation, mechanism and process[J]. Information Studies:Theory & Application, 2017, 40(12):35-39. [87] 胡楚丽, 钟翔, 关庆锋, 等. 面向应急观测规划的对地观测传感器集成管理方法与应用[J]. 地球信息科学学报, 2015, 17(6):631-637. HU Chuli, ZHONG Xiang, GUAN Qingfeng, et al. An integrated management method of EO sensor resources oriented to emergency observation planning[J]. Journal of Geo-Information Science, 2015, 17(6):631-637. [88] 胡楚丽, 陈能成, 关庆锋, 等. 面向智慧城市应急响应的异构传感器集成共享方法[J]. 计算机研究与发展, 2014, 51(2):260-277. HU Chuli, CHEN Nengcheng, GUAN Qingfeng, et al. An integration and sharing method for heterogeneous sensors oriented to emergency response in smart city[J]. Journal of Computer Research and Development, 2014, 51(2):260-277. [89] 杨丽娜, 邵静, 彭玲, 等. 面向智慧城市数据管理和多维决策的时空数据仓库建设[J]. 测绘科学, 2014, 39(8):44-49. YANG Li'na, SHAO Jing, PENG Ling, et al. Construction of spatio-temporal data warehouse for data management and multi-dimensional decision-making in smart city[J]. Science of Surveying and Mapping, 2014, 39(8):44-49. [90] GELLER G N, TURNER W. The model web:a concept for ecological forecasting[C]//Proceedings of 2007 IEEE International Geoscience and Remote Sensing Symposium. Barcelona, Spain:IEEE, 2007:2469-2472. [91] NATIVI S, MAZZETTI P, GELLER G N. Environmental model access and interoperability:the GEO model web initiative[J]. Environmental Modelling & Software, 2013(39):214-228. [92] BASTIN L, CORNFORD D, JONES R, et al. Managing uncertainty in integrated environmental modelling:the UncertWeb framework[J]. Environmental Modelling & Software, 2013(39):116-134. [93] 温永宁, 闾国年, 杨慧, 等. 面向服务的分布式地学模型集成框架研究[J]. 遥感学报, 2006, 10(2):160-168. WEN Yongning, LÜ Guonian, YANG Hui, et al. A service-oriented framework of distributed geographic model integration[J]. Journal of Remote Sensing, 2006, 10(2):160-168. [94] 赵建华, 张海涛, 张书亮, 等. 基于OGC Web服务模型的城市异构GIS互操作[J]. 现代测绘, 2006, 29(1):6-9. ZHAO Jianhua, ZHANG Haitao, ZHANG Shuliang, et al. Different urban GIS interoperation based on OGC Web service model[J]. Modern Surveying and Mapping, 2006, 29(1):6-9. [95] XIAO Changjiang, CHEN Nengcheng, GONG Jianya, et al. Event-driven distributed information resource-focusing service for emergency response in smart city with cyber-physical infrastructures[J]. ISPRS International Journal of Geo-Information, 2017, 6(8):251. [96] WANG Wei, HU Chuanbo, CHEN Nengcheng, et al. Spatio-temporal enabled urban decision-making process modeling and visualization under the cyber-physical environment[J]. Science China Information Sciences, 2015, 58(10):1-17. [97] GEOFFRION A M. The SML language for structured modeling:levels 1 and 2[J]. Operations Research, 1992, 40(1):38-57. [98] GEOFFRION A M. The SML language for structured modeling:levels 3 and 4[J]. Operations Research, 1992, 40(1):58-75. [99] HUH S Y. Modelbase construction with object-oriented constructs[J]. Decision Sciences, 1993, 24(2):409-434. [100] LENARD M L. An object-oriented approach to model management[J]. Decision Support Systems, 1993, 9(1):67-73. [101] MA Jian. An object-oriented framework for model management[J]. Decision Support Systems, 1995, 13(2):133-139. [102] LENARD M L. Representing models as data[J]. Journal of Management Information Systems, 1986, 2(4):36-48. [103] DOLK D R. Model management and structured modeling:the role of an information resource dictionary system[J]. Communications of the ACM, 1988, 31(6):704-718. [104] HONG S N, MANNINO M V, GREENBERG B S. Inheritance and instantiation in model management[C]//Proceedings of the 23rd Annual Hawaii International Conference on System Sciences. Kailua-Kona, HI:IEEE, 1990:424-432. [105] EL-GAYAR O, TANDEKAR K. An XML-based schema definition for model sharing and reuse in a distributed environment[J]. Decision Support Systems, 2007, 43(3):791-808. [106] CHEN Nengcheng, DI Liping, YU Genong, et al. Use of ebRIM-based CSW with sensor observation services for registry and discovery of remote-sensing observations[J]. Computers & Geosciences, 2009, 35(2):360-372. [107] EL-GAYAR O, DEOKAR A. A semantic service-oriented architecture for distributed model management systems[J]. Decision Support Systems, 2013, 55(1):374-384. [108] BHRAMMANEE T, WUWONGSE V. ODDM:a frame-work for model bases[J]. Decision Support Systems, 2008, 44(3):689-709. [109] EL-GAYAR O, DEOKAR A. A semantic service-oriented architecture for distributed model management systems[J]. Decision Support Systems, 2013, 55(1):374-384. [110] MADHUSUDAN T. A web services framework for distributed model management[J]. Information Systems Frontiers, 2007, 9(1):9-27. [111] ZHANG Shifeng, GODDARD S. A software architecture and framework for Web-based distributed decision support systems[J]. Decision Support Systems, 2007, 43(4):1133-1150. [112] LIANG Tingpeng. Development of a knowledge-based model management system:Special focus article[J]. Operations Research, 1988, 36(6):849-863. [113] BASU A, BLANNING R W. The analysis of assumptions in model bases using metagraphs[J]. Management Science, 1998, 44(7):982-995. [114] CHARI K. Model composition in a distributed environment[J]. Decision Support Systems, 2003, 35(3):399-413. [115] QI Changsong, SUN Jigui. Model net:a representation of the static structure of modelbase[J]. International Journal of Pattern Recognition and Artificial Intelligence, 2007, 21(4):791-807. [116] KRISHNAN R, CHARI K. Model management:survey, future research directions and a bibliography[J]. Interactive Transactions of ORMS, 2000, 3(1):399-413. [117] 宫辉力, 李京, 陈秀万, 等. 地理信息系统的模型库研究[J]. 地学前缘, 2000, 7(S1):17-22. GONG Huili, LI Jing, CHEN Xiuwan, et al. Study on model base system of GIS[J]. Earth Science Frontiers, 2000, 7(S1):17-22. [118] 范泽孟, 岳天祥. 资源环境模型库系统集成分析[J]. 地球信息科学, 2004, 6(2):17-22. FAN Zemeng, YUE Tianxiang. Framework for the integration of resource and environmental modelbase[J]. Geo-Information Science, 2004, 6(2):17-22. [119] 陈能成, 王晓蕾, 肖长江, 等. 事件驱动的城市信息聚焦服务模型与系统[J]. 武汉大学学报(信息科学版), 2015, 40(12):1633-1638. CHEN Nengcheng, WANG Xiaolei, XIAO Changjiang, et al. Model and system for event-driven focusing service of information resources in smart city[J]. Geomatics and Information Science of Wuhan University, 2015, 40(12):1633-1638. [120] 戈晶晶. 刘奕夫:智慧城市建设后的运维至关重要[J]. 中国信息界, 2017(6):57-60. GE Jingjing. LIU Yifu:Operational maintenance after the construction of a smart city is crucial[J]. Information China, 2017(6):57-60. [121] 黄仲华, 李桂林, 龚勋, 等. 佛山时空大数据开创新格局[J]. 中国建设信息化, 2019(7):30-33. HUANG Zhonghua, LI Guilin, GONG Xun, et al. A new layout of spatio-temporal big data in Foshan[J]. Informatization of China Construction, 2019(7):30-33. [122] 宋关福, 钟耳顺, 吴志峰, 等. 新一代GIS基础软件的四大关键技术[J]. 测绘地理信息, 2019, 44(1):1-8. SONG Guanfu, ZHONG Ershun, WU Zhifeng, et al. Four key technologies of the next generation GIS platform[J]. Journal of Geomatics, 2019, 44(1):1-8. [123] 杨礼平, 武健强, 高立, 等. 基于MapGIS的城市地质信息系统的构建——以镇江市为例[J]. 现代测绘, 2019, 42(4):57-60. YANG Liping, WU Jianqiang, GAO Li, et al. Construction of urban geological information system based on GIS-a case study from Zhenjiang city[J]. Modern Surveying and Mapping, 2019, 42(4):57-60. [124] 黎林峰, 龚黎明. Esri中国信息技术有限公司副总裁、首席咨询顾问蔡晓兵:新一代Web GIS, 智慧城市建设新路径[J]. 中国建设信息, 2014(19):10-13. LI Linfeng, GONG Liming. New generation of Web GIS, the new path to smart city construction[J]. Information of China Construction, 2014(19):10-13. [125] KLOECKL K, SENN O, RATTI C. Enabling the real-time city:LIVE Singapore![J]. Journal of Urban Technology, 2012, 19(2):89-112. [126] VANKY A P, VERMA S K, COURTNEY T K, et al. Effect of weather on pedestrian trip count and duration:city-scale evaluations using mobile phone application data[J]. Preventive Medicine Reports, 2017(8):30-37. [127] O'KEEFFE K P, ANJOMSHOAA A, STROGATZ S H, et al. Quantifying the sensing power of vehicle fleets[J]. Proceedings of the National Academy of Sciences of the United States of America, 2019, 116(26):12752-12757. [128] NATH S, LIU Jie, ZHAO Feng. Sensormap for wide-area sensor webs[J]. Computer, 2007, 40(7):90-93. [129] VÖLGYESI P, NÁDAS A, KOUTSOUKOS X, et al. Air quality monitoring with sensormap[C]//Proceedings of the 7th International Conference on Information Processing in Sensor Networks. St. Louis, MO:IEEE, 2008:529-530. [130] HAVLIK D, SCHIMAK G, DENZER R, et al. Introduction to SANY (sensors anywhere) integrated project[C]//Enviroinfo. 2006:541-546. [131] BOTTS M, PERCIVALL G, REED C, et al. OGC® sensor web enablement:Overview and high level architecture[C]//Proceedings of the 2nd International Conference on GeoSensor Networks. Boston, MA:Springer, 2008:175-190. [132] DI Liping, MOE K, VAN ZYL T L. Earth observation sensor web:An overview[J]. IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, 2010, 3(4):415-417. [133] BRÖRING A, ECHTERHOFF J, JIRKA S, et al. New generation sensor web enablement[J]. Sensors, 2011, 11(3):2652-2699. [134] SCUOTTO V, FERRARIS A, BRESCIANI S. Internet of things:applications and challenges in smart cities. A case study of IBM smart city projects[J]. Business Process Management Journal, 2016, 22(2):357-367. [135] 於志文, 於志勇, 周兴社. 社会感知计算:概念、问题及其研究进展[J]. 计算机学报, 2012, 35(1):16-26. YU Zhiwen, YU Zhiyong, ZHOU Xingshe. Socially aware computing[J]. Chinese Journal of Computers, 2012, 35(1):16-26. [136] 李君轶, 唐佳, 冯娜. 基于社会感知计算的游客时空行为研究[J]. 地理科学, 2015, 35(7):814-821. LI Junyi, TANG Jia, FENG Na. Tourists' spatio-temporal behavior based on socially aware computing[J]. Scientia Geographica Sinica, 2015, 35(7):814-821. [137] 刘经南, 方媛, 郭迟, 等. 位置大数据的分析处理研究进展[J]. 武汉大学学报(信息科学版), 2014, 39(4):379-385. LIU Jingnan, FANG Yuan, GUO Chi, et al. Research progress in location big data analysis and processing[J]. Geomatics and Information Science of Wuhan University, 2014, 39(4):379-385. [138] 刘瑜. 社会感知视角下的若干人文地理学基本问题再思考[J]. 地理学报, 2016, 71(4):564-575. LIU Yu. Revisiting several basic geographical concepts:a social sensing perspective[J]. Acta Geographica Sinica, 2016, 71(4):564-575. [139] 赵平. 基于物联网技术的智慧消防建设[J]. 智能城市, 2019, 5(18):83-84. ZHAO Ping. Smart fire based on internet of things technology[J]. Intelligent City, 2019, 5(18):83-84. [140] 王建伟. 智慧环保在城市环境治理中的应用研究[J]. 环境与发展, 2019, 31(7):239-240. WANG Jianwei. Application research of smart and environmental protection in urban environmental governance[J]. Environment & Development, 2019, 31(7):239-240. [141] 孙秋野, 杨凌霄, 张化光. 智慧能源——人工智能技术在电力系统中的应用与展望[J]. 控制与决策, 2018, 33(5):938-949. SUN Qiuye, YANG Xiaoling, ZHANG Huaguang. Smart energy-applications and prospects of artificial intelligence technology in power system[J]. Control and Decision, 2018, 33(5):938-949. [142] 郑南宁. 人工智能面临的挑战[J]. 自动化学报, 2016, 42(5):641-642. ZHENG Nanning. On challenges in artificial intelligence[J]. Acta Automatica Sinica, 2016, 42(5):641-642. [143] RAJKUMAR R, LEE I, SHA L, et al. Cyber-physical systems:the next computing revolution[C]//Proceedings of the 47th Design Automation Conference. Anaheim:IEEE, 2010:731-736. [144] BAHETI R, GILL H. Cyber-physical systems[J]. The Impact of Control Technology, 2011, 12(1):161-166. [145] CASSANDRAS C G. Smart cities as cyber-physical social systems[J]. Engineering, 2016, 2(2):156-158. [146] 袁勇, 王飞跃. 区块链技术发展现状与展望[J]. 自动化学报, 2016, 42(4):481-494. YUAN Yong, WANG Feiyue. Blockchain:the state of the art and future trends[J]. Acta Automatica Sinica, 2016, 42(4):481-494. [147] BISWAS K, MUTHUKKUMARASAMY V. Securing smart cities using blockchain technology[C]//Proceedings of the 18th IEEE International Conference on High Performance Computing and Communications; IEEE 14th International Conference on Smart City; IEEE 2nd International Conference on Data Science and Systems. Sydney, NSW, Australia:IEEE, 2016:1392-1393. [148] IBBA S, PINNA A, SEU M, et al. CitySense:blockchain-oriented smart cities[C]//Proceedings of XP2017 Scientific Workshops. Cologne, Germany:ACM, 2017:12. |
| [1] | 许强, 朱星, 李为乐, 董秀军, 戴可人, 蒋亚楠, 陆会燕, 郭晨. “天-空-地”协同滑坡监测技术进展[J]. 测绘学报, 2022, 51(7): 1416-1436. |
| [2] | 杜文英, 陈能成, 袁赛. 传感网支持下的洪涝事件过程监测与准实时服务方法及验证[J]. 测绘学报, 2020, 49(2): 191-201. |
| [3] | 陈能成, 肖长江, 李良雄. 卫星耦合传感网的实时动态网络地理信息系统技术及应用[J]. 测绘学报, 2017, 46(10): 1698-1704. |
| [4] | 李德仁. 展望大数据时代的地球空间信息学[J]. 测绘学报, 2016, 45(4): 379-384. |
| 阅读次数 | ||||||
|
全文 |
|
|||||
|
摘要 |
|
|||||
