地理信息科学中尺度问题的30年研究现状
详细信息    查看全文 | 推荐本文 |
  • 英文篇名:Scale in Geo-information Science:An Overview of Thirty-year Development
  • 作者:李志林 ; 王继成 ; 谭诗腾 ; 徐柱
  • 英文作者:LI Zhilin;WANG Jicheng;TAN Shiteng;XU Zhu;Department of Land Surveying and Geo-informatics, Hong Kong Polytechnic University;State-Province Joint Engineering Laboratory of Spatial Information Technology for High-Speed Railway Safety,Southwest Jiaotong University;
  • 关键词:地理信息科学 ; 尺度问题 ; 尺度驱动 ; 多尺度
  • 英文关键词:geographic information science;;scale issue;;scale-driven;;multi-scale
  • 中文刊名:WHCH
  • 英文刊名:Geomatics and Information Science of Wuhan University
  • 机构:香港理工大学土地测量及地理资讯学系;西南交通大学高速铁路运营安全空间信息技术国家地方联合工程实验室;
  • 出版日期:2018-12-05
  • 出版单位:武汉大学学报(信息科学版)
  • 年:2018
  • 期:v.43
  • 基金:国家自然科学基金(41471383);; 香港研究资助局项目(152672/16E);; 香港理工大学项目(G-YBSU)~~
  • 语种:中文;
  • 页:WHCH201812055
  • 页数:10
  • CN:12
  • ISSN:42-1676/TN
  • 分类号:480-489
摘要
尺度在地学中无处不在,地理信息科学也不例外。自Abler 1987年将尺度列为地理信息的几个重要科学问题之一,30年来,各国学者为尺度问题做了大量的研究工作。试图对这30年的研究作一简单的回顾,明析已解决的部分问题和尚需进一步努力的方向。讨论的重点是Goodchild等提出的5大关键问题,即尺度不变量、改变尺度的能力、尺度效应的度量、尺度作为过程模型中的参数及多尺度方法的实施。通过讨论发现,尺度效应得到了很好的研究,但主要是针对数据尺度,多种尺度(如数据尺度和分析尺度)的联合效应研究仍然严重贫乏;现在有很多转换模型可供使用,但是有些方法的理论基础不够完美;"尺度作为过程模型中的参数"这一问题最任重道远;尺度变换引起的信息量变化缺乏系统研究。这些问题需要引起高度的重视。
        Scale is everywhere in all geosciences, with geographic information science being unexceptional. It has been 30 years since Abler published an article in 1987 which lists scale as one of several key research topics in geographic information science. Over the past 30 years, a lot of researches on this topic has been carried out by researchers from different countries. It seems to be appropriate time to have a close examination into the issues of this topic. This paper attempts to make a brief review of these researches. The discussions will be focused on the five key issues raised by Goodchild and his collaborators, i.e., scale invariants, ability to change scale, measure of the impact of scale, scale as a parameter in process models and implementation of multiscale approaches. It has been found that the impact of scale has been well studied, but the joint effect of scales at multiple stages(e.g., data scale and analysis scale) is still poorly investigated; various transformation models have become available, but the theoretical basis of some methods is not sound enough; the issue of "scale as a parameter in process model" has a long way to go. It is also noted that the effect of scale on information is rarely touched. All these issues deserve great attention from geo-information community.
引文
[1] Gehlke C E, Biehl K. Certain Effects of Grouping upon the Size of the Correlation Coefficient in Census Tract Material[J]. Journal of the American Statistical Association, 1934, 29(185A): 169-170
    [2] Openshaw S. The Modifiable Areal Unit Problem[J]. Concepts and Techniques in Modern Geography, 1984, 38: 41
    [3] Cebrykow P. Cartographic Generalization Yesterday and Today[J]. Polish Cartographical Review, 2017, 49(1): 5-15
    [4] Li Zhilin. Digital Map Generalization at the Age of Enlightenment: A Review of the First Forty Years[J]. The Cartographic Journal, 2007, 44(1): 80-93
    [5] de Boer D H. Hierarchies and Spatial Scale in Process Geomorphology: A Review[J]. Geomorphology, 1992, 4(5): 303-318
    [6] Stommel H. Varieties of Oceanographic Experience[J]. Science, 1963, 139(3 555): 572-576
    [7] Hillel D, Elrick D E. Scaling in Soil Physics: Principles and Applications[M]. Madison:Soil Science Society of America, 1990
    [8] Haury L R, Mcgowan J A, Wiebe P H. Patterns and Processes in the Time-Space Scales of Plankton Distributions[M]//Steele J H. Spatial Pattern in Plankton Communities. Berlin:Springer, 1978: 277-327
    [9] Dovers S R. A Framework for Scaling and Framing Policy Problems in Sustainability[J]. Ecological Economics, 1995, 12(2): 93-106
    [10] Blöschl G, Sivapalan M. Scale Issues in Hydrological Modelling: A Review[J]. Hydrological Processes, 1995, 9(3-4): 251-290
    [11] Bian L. Multiscale Nature of Spatial Data in Scaling up Environmental Models[M]// Quattrochi D A, Goodchild M E. Scale in Remote Sensing and GIS. Florida, USA: CRC Press,1997
    [12] Abler R F. The National Science Foundation National Center for Geographic Information and Analysis[J]. International Journal of Geographical Information System, 1987, 1(4): 303-326
    [13] Woodcock C E, Strahler A H. The Factor of Scale in Remote Sensing[J]. Remote Sensing of Environment, 1987, 21(3): 311-332
    [14] Rhind D. A GIS Research Agenda[J]. Internatio- nal Journal of Geographical Information System, 1988, 2(1): 23-28
    [15] Arnaud A M, Craglia M, Masser I, et al. The Research Agenda of the European Science Foundation’s GIS Data Scientific Programme[J]. International Journal of Geographical Information Science, 1993, 7(5): 463-470
    [16] Elmes G. The UCGIS Research Agenda-Driving Forward by Locating Challenges[OL]. https://www.directionsmag.com/article/3489, 2004
    [17] Stewart J B. Scaling up in Hydrology Using Remote Sensing[M]. New Jersey: John Wiley and Sons, 1996
    [18] Quattrochi D A, Goodchild M F. Scale in Remote Sensing and GIS[M]. Florida: CRC Press, 1997
    [19] Sposito G. Scale Dependence and Scale Invariance in Hydrology[M]. Cambridge: Cambridge University Press, 2008
    [20] Tate N, Atkinson P M. Modelling Scale in Geographical Information Science[M]. New Jersey: John Wiley and Sons, 2001
    [21] Sheppard E, Mcmaster R B. Scale and Geographic Inquiry: Nature, Society, and Method[M]. New Jersey:John Wiley and Sons, 2008
    [22] Mackaness W A, Ruas A, Sarjakoski L T. Genera-lisation of Geographic Information: Cartographic Modelling and Applications[M]. Amsterdam, Holland: Elsevier, 2011
    [23] Wang Q. Scale Issues in Remote Sensing[M]. New Jersey: John Wiley and Sons, 2014
    [24] Quattrochi D A, Wentz E, Lam N S N, et al. Integrating Scale in Remote Sensing and GIS[M]. Florida: CRC Press, 2017
    [25] Li Zhilin. Algorithmic Foundation of Multi-scale Spatial Representation[M]. Florida: CRC Press, 2006
    [26] Zhang J, Atkinson P M, Goodchild M F. Scale in Spatial Information and Analysis[M]. Florida:CRC Press, 2014
    [27] Ai Tinghua, Cheng Jianguo. Key Issues of Multi-scale Representation of Spatial Data[J]. Geomatics and Information Science of Wuhan University, 2005, 30(5): 377-382(艾廷华,成建国. 对空间数据多尺度表达有关问题的思考[J]. 武汉大学学报·信息科学版, 2005, 30(5): 377-382)
    [28] Liu Xuejun,Zhang Ping. Effective Scale of Slope and Aspect Derived from Grid-Based Digital Elevation Model[J]. Geomatics and Information Science of Wuhan University, 2008, 33(12): 1 254-1 258(刘学军,张平. DEM坡度、坡向的有效尺度范围[J]. 武汉大学学报·信息科学版, 2008, 33(12): 1 254-1 258)
    [29] Tang Guoan, Liu Xuejun, Fang Liang, et al. A Review on the Scale Issue in DEMs and Digital Terrain Analysis[J]. Geomatics and Information Science of Wuhan University, 2006, 31(12): 1 059-1 066(汤国安,刘学军,房亮,等. DEM及数字地形分析中尺度问题研究综述[J]. 武汉大学学报·信息科学版, 2006, 31(12): 1 059-1 066)
    [30] Liu Kai,Wu Hehai,Ai Tinghua,et al. Three-Tiered Concepts of Scale of Geographical Information and Its Transformation[J]. Geomatics and Information Science of Wuhan University, 2008, 33(11): 1 178-1 181(刘凯,毋河海,艾廷华,等. 地理信息尺度的三重概念及其变换[J]. 武汉大学学报·信息科学版, 2008, 33(11): 1 178-1 181)
    [31] Li Xiaowen, Cao Chunxiang, Zhang Hao. Progress in Scale Issues[J]. Journal of Remote Sensing, 2009, 13(s1): 12-20(李小文, 曹春香, 张颢. 尺度问题研究进展[J]. 遥感学报, 2009, 13(s1): 12-20)
    [32] Deng Min, Chen Ti, Yang Wentao. A New Method of Modeling Spatio-Temporal Sequence by Conside-ring Spatial Scale Characteristics[J]. Geomatics and Information Science of Wuhan University, 2015, 40(12): 1 625-1 632(邓敏, 陈倜, 杨文涛. 融合空间尺度特征的时空序列预测建模方法[J]. 武汉大学学报·信息科学版, 2015, 40(12): 1 625-1 632)
    [33] Li Lin,Ying Shen. Fundamental Problem on Spatial Scale[J]. Geomatics and Information Science of Wuhan University, 2005, 30(3): 199-203(李霖, 应申. 空间尺度基础性问题研究[J]. 武汉大学学报·信息科学版, 2005, 30(3): 199-203)
    [34] Li Deren, Ding Lin, Shao Zhenfeng. Reflections on Issues in National Geographical Conditions Monitoring[J]. Geomatics and Information Science of Wuhan University, 2016, 41(2): 143-147(李德仁, 丁霖, 邵振峰. 关于地理国情监测若干问题的思考[J]. 武汉大学学报·信息科学版, 2016, 41(2): 143-147)
    [35] Wang Jiayao, Li Zhilin, Wu Fang. Advances in Digital Map Generalization[M]. Beijing: Science Press, 2011(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)
    [36] Editorial Department of Journal of Remote Sensing. Briefing of the “Remote Sensing Scale Effect and Scale Conversion” Forum[OL]. http://www.jors.cn/jrs/ch/reader/view_news.aspx?id=20140717 050026001, 2014(遥感学报编辑部. “遥感尺度效应和尺度转换”论坛简报[OL]. http://www.jors.cn/jrs/ch/reader/view_news.aspx?id=20140717-050026001, 2014)
    [37] Meng Bin, Wang Jinfeng. A Review on the Methodology of Scaling with Geo-Data[J]. Acta Geographica Sinica, 2005, 60(2): 277-288(孟斌, 王劲峰. 地理数据尺度转换方法研究进展[J]. 地理学报, 2005, 60(2): 277-288)
    [38] Sun Qingxian, Li Maotang, Lu Jingxuan, et al. Scale Issue and Its Research Progress of Geospatial Data[J]. Geography and Geo-Information Science, 2007, 23(4): 53-56(孙庆先, 李茂堂, 路京选, 等. 地理空间数据的尺度问题及其研究进展 [J]. 地理与地理信息科学, 2007, 23(4): 53-56)
    [39] Marceau D J, Hay G J. Remote Sensing Contributions to the Scale Issue[J]. Canadian Journal of Remote Sensing, 1999, 25(4): 357-366
    [40] Wu Hao, Li Zhilin. Scale Issues in Remote Sen-sing: A Review on Analysis, Processing and Mode-ling[J]. Sensors, 2009, 9(3): 1 768-1 793
    [41] Achanta R, Shaji A, Smith K, et al. SLIC Superpixels Compared to State-of-the-Art Superpixel Methods[J]. IEEE Transactions on Pattern Analy-sis and Machine Intelligence, 2012, 34(11): 2 274-2 282
    [42] Im J, Quackenbush L J, Li M, et al. Optimum Scale in Object-based Image Analysis[M]//Wen Qihao. Scale Issues in Remote Sensing. New Jersey: John Wiley and Sons, 2014: 197-214
    [43] Du Shihong, Luo Liqun, Zhao Wenzhi, et al. Research Progress in Multi-scale Spatial Relations[J]. Geo-Information Science, 2015, 17(2): 135-146(杜世宏, 雒立群, 赵文智, 等. 多尺度空间关系研究进展[J]. 地球信息科学学报, 2015, 17(2): 135-146)
    [44] Quattrochi D A, Goodchild M F. Introduction: Scale, Multiscaling, Remote Sensing and GIS[M]// Quattrochi D A, Goodchild M F. Scale in Remote Sensing and GIS. Florida: CRC Press,1997: 1-12
    [45] Li Zhilin. A Theoretical Discussion on the Scale Issue in Geospatial Data Handling[J]. Geomatics World, 2005, 3(2): 1-5(李志林. 地理空间数据处理的尺度理论[J]. 地理信息世界, 2005, 3(2): 1-5)
    [46] Mallat S G. A Theory for Multiresolution Signal Decomposition: The Wavelet Representation[J]. IEEE Transactions on Pattern Analysis and Machine Intelligence, 1989, 11(7): 674-693
    [47] Lee S H, Lim S Y, Kim N, et al. Increasing the Storage Density of a Page-Based Holographic Data Storage System by Image Upscaling Using the PSF of the Nyquist Aperture[J]. Optics Express, 2011, 19(13): 12 053-12 065
    [48] Chen S, Zhang R, Su H, et al. Scaling-up Transformation of Multisensor Images with Multiple Reso-lutions[J]. Sensors, 2009, 9(3): 1 370-1 381
    [49] Li Zhilin, Khoshelham K, Zheng Dawei, et al. Empirical Mode Decomposition (EMD) Transform for Spatial Analysis[M]// Li Z, Zhou Q, Kainz W, et al. Advances in Spatial Analysis and Decision Making. Florida:CRC Press, 2003: 19-30
    [50] Kirchner M, Bohme R. Hiding Traces of Resampling in Digital Images[J]. IEEE Transactions on Information Forensics and Security, 2008, 3(4): 582-592
    [51] Tan Shiteng, Xu Zhu, Ti Peng,et al. Morphology-Based Modeling of Aggregation Effect on the Patch Area Size for GlobeLand30 Data[J]. Transactions in GIS, 2018, 22(1): 98-118
    [52] Wu J, Shen W, Sun W, et al. Empirical Patterns of the Effects of Changing Scale on Landscape Metrics[J]. Landscape Ecology, 2002, 17(8): 761-782
    [53]Kim G, Barros A P. Downscaling of Remotely Sensed Soil Moisture with a Modified Fractal Interpolation Method Using Contraction Mapping and Ancillary Data[J]. Remote Sensing of Environment, 2002, 83(3): 400-413
    [54] Wang Q, Shi W, Atkinson P M, et al. Downsca-ling MODIS Images with Area-to-Point Regression Kriging[J]. Remote Sensing of Environment, 2015, 166: 191-204
    [55] Dutton G H. Fractal Enhancement of Cartographic Line Detail[J]. The American Cartographer, 1981, 8(1): 23-40
    [56] Agrawal A. Application of Machine Learning to Computer Graphics[J]. IEEE Computer Graphics and Applications, 2018(4): 93-96
    [57] Shapiro R. Smoothing, Filtering, and Boundary Effects[J]. Reviews of Geophysics, 1970, 8(2): 359-387
    [58] Witkin A. Scale-Space Filtering: A New Approach to Multi-scale Description[C]. IEEE International Conference on Acoustics, Speech, and Signal Processing, San Diego, USA,1984
    [59] Zhang G X, Cheng M M, Hu S M. A Shape-Preserving Approach to Image Resizing[C].Computer Graphics Forum, Oxford, UK, 2009
    [60] Qian R, Lu Z. Different Focus Image Fusion Based on Multi-level Scaling[C]. The International Society for Optics and Photonics, USA, 2018
    [61] Toderici G, Vincent D, Johnston N. Full Resolution Image Compression with Recurrent Neural Networks[C]. Computer Vision and Pattern Recognition, Maryland, USA, 2017
    [62] Wolock D M, Price C V. Effects of Digital Elevation Model Map Scale and Data Resolution on a Topography-Based Watershed Model[J]. Water Resources Research, 1994, 30(11): 3 041-3 052
    [63] Hurlburt H E, Hogan P J. Impact of 1/8 to 1/64 Resolution on Gulf Stream Model-Data Comparisons in Basin-Scale Subtropical Atlantic Ocean Models[J]. Dynamics of Atmospheres and Oceans, 2000, 32(3-4): 283-329
    [64] Jantz C A, Goetz S J. Analysis of Scale Dependencies in an Urban Land-Use-Change Model[J]. International Journal of Geographical Information Science, 2005, 19(2): 217-241
    [65] Zhu A X, Burt J E, Smith M. Neighborhood Size of Terrain Derivatives and Its Impact on Digital Soil Mapping[C].The International Symposium on Terrain Analysis and Digital Terrain Modelling (TADTM 2006), Nanjing, China, 2006
    [66] Xia Z G, Clarke K C. Approaches to Scaling of Geo-spatial Data[M]// Quattrochi D A, Goodchild M F. Scale in Remote Sensing and GIS. Florida: CRC Press, 1997
    [67] Chang Y, Mohanty K. Scale-Up of Two-Phase Flow in Heterogeneous Porous Media[J]. Journal of Petroleum Science and Engineering, 1997, 18(1-2): 21-34
    [68] Moellering H, Tobler W. Geographical Variances[J]. Geographical Analysis, 1972, 4(1): 34-50
    [69] Han Peng, Gong Jianya, Li Zhilin, et al. Selection of Optimal Scale in Remotely Sensed Image Classification[J]. Journal of Remote Sensing, 2010, 14(3): 507-518
    [70] Han Peng, Li Zhilin, Gong Jianya. Effects of Aggregation Methods on Image Classification[M]// Geospatial Technology for Earth Observation. Berlin:Springer, 2010
    [71] Cao C, Lam N S N. Understanding the Scale and Resolution Effects in Remote Sensing and GIS[M]// Quattrochi D A, Goodchild M F. Scale in Remote Sensing and GIS. Florida: CRC Press, 1997: 72-86
    [72] Li Zhilin, Liu Qiliang, Tang Jianbo. Towards a Scale-Driven Theory for Spatial Clustering[J]. Acta Geodaetica et Cartographica Sinica, 2017, 46(10): 1 534-1 548(李志林, 刘启亮, 唐建波. 尺度驱动的空间聚类理论[J]. 测绘学报, 2017, 46(10): 1 534-1 548)
    [73] Gonzalo-Martín C, Lillo-Saavedra M, Menasalvas E, et al. Local Optimal Scale in a Hierarchical Segmentation Method for Satellite Images[J]. Journal of Intelligent Information Systems, 2016, 46(3): 517-529
    [74] Mandelbrot B. How Long is the Coast of Britain? Statistical Self-Similarity and Fractional Dimension[J]. Science, 1967, 156(3 775): 636-638
    [75] Lowe D G. Distinctive Image Features from Scale-invariant Keypoints[J]. International Journal of Computer Vision, 2004, 60(2): 91-110
    [76] Tan Shiteng, Xu Zhu, Ti Peng. A Comparative Study on Effects of Spatial Aggregation for GlobeLand30[C]. IEEE 23rd International Conference on Geoinformatics, Wuhan, China, 2015
    [77] Li Zhilin, Openshaw S. A Natural Principle for Objective Generalization of Digital Maps[J]. Carto-graphy and Geographic Information Systems, 1993, 20(1): 19-29
    [78] Li Zhilin. Transformation of Spatial Representation in Scale Dimension: A New Paradigm for Digital Generalization of Spatial Data[J]. International Archives of Photogrammetry and Remote Sensing, 1996, 31: 453-458
    [79] Li Zhilin, Huang P. Transformations of Spatial Information in Multi-scale Representation[C].The 20th International Cartographic Conference, Beijing, China, 2001
    [80] Li Zhilin. Multi-scale Digital Terrain Modelling and Analysis[M]//Advances in Digital Terrain Analysis. Berlin, Heidelberg: Springer, 2008
    [81] Ai Tinghua, He Yakun, Du Xin. Information Entropy Change in GIS Data Scale Transformation[J]. Geography and Geo-Information Science, 2015, 31(2): 7-11(艾廷华, 何亚坤, 杜欣. GIS 数据尺度变换中的信息熵变化[J]. 地理与地理信息科学, 2015, 31(2): 7-11)
    [82] de Cola L. Multiresolution Convariation Among Landsat and AVHRR Vegetation Indices[M]// Quattrochi D A, Goodchild M F. Scale in Remote Sensing and GIS. Florida:CRC Press, 1997: 73-91
    [83] Li Zhilin. Scale: A Fundamental Dimension in Spatial Information Science[C].The 1st International Symposium on Digital Earth, Beijing, China, 1999

© 2004-2018 中国地质图书馆版权所有 京ICP备05064691号 京公网安备11010802017129号

地址:北京市海淀区学院路29号 邮编:100083

电话:办公室:(+86 10)66554848;文献借阅、咨询服务、科技查新:66554700