地球科学进展 ›› 2013, Vol. 28 ›› Issue (3): 297 -304. doi: 10.11867/j.issn.1001-8166.2013.03.0297

综述与评述    下一篇

地理空间数据的尺度转换
胡云锋 1,徐芝英 1,2,刘越 1,2,艳燕 1   
  1. 1.中国科学院地理科学与资源研究所,北京100101; 2.中国科学院大学,北京100049
  • 收稿日期:2012-04-09 修回日期:2012-12-17 出版日期:2013-03-10
  • 通讯作者: 胡云锋(1974-),男,江西赣州人,副研究员,主要从事资源环境遥感与地理信息技术应用研究. E-mail:huyf@lreis.ac.cn
  • 基金资助:

    国家重点基础研究发展计划项目“大尺度土地利用变化对全球气候的影响”(编号:2010CB950904);国家自然科学基金项目“内蒙古中东部地区土地利用变化及其对土壤侵蚀的影响”(编号:40971223);中国科学院知识创新工程重要方向项目“生态服务功能的梯度消耗与环境响应”(编号:KZCX2-EW-306)资助.

A Review of the Scaling Issues of Geospatial Data

Hu Yunfeng 1,Xu Zhiying 1,2,Liu Yue 1,2,Yan Yan 1   

  1. 1.Institute of Geographic Sciences and Natural Resources Research, Chinese Academy of Sciences, Beijing100101, China;
    2.University of Chinese Academy of Sciences, Beijing100049, China
  • Received:2012-04-09 Revised:2012-12-17 Online:2013-03-10 Published:2013-03-10

尺度一般是指空间范围的大小,地理空间数据的尺度转换是尺度研究的重要问题之一。针对地理信息系统(GIS)技术支持下的地理空间数据尺度转换问题,首先回顾了尺度转换的理论基础,即等级理论、分形理论、区域化随机变量理论、地理学第一定律等理论的基本内涵;然后总结了地理学不同研究领域内主要的尺度转换方法,重点分析了重采样法、变异函数法、分形分维法及小波分析法的基本原理、模型方法与典型应用案例;最后介绍了地理空间数据尺度转换效应研究的进展。基于上述总结和分析认为:构建一套无级变换的、系统的尺度转换方法,整合不同学科领域的数据与过程模型、形成数据模型同化的技术体系,这是地理空间数据尺度转换研究的重要课题。

As scale is one of the three lenses from which geographers observe and recognize  the world, it is of great importance to propose this concept in geographical research. All the natural or cultural phenomena cannot be scientifically observed and modelled without correct scales, thus scaling and scaling effects becoming one of the  key problems  in geography, ecology, hydrology and meteorology in recent decades. As a core issue in the scale problem, scaling of geospatial data serves as a necessary process in the scale researches. There are level theory, fractal theory, regional variable theory, Tobler’s first law of geography and so on, supporting as the basic theoretical framework in the scaling researches. Many effective scaling approaches reference to geospatial data have been developed, and different methods applied in different areas. In GIS area, vector data can be generalized by such methods as exaggeration, simplification, selection, displacement and other generalizing operations; raster data can be scaled with resampling, fourier analysis, wavelet analysis and fractal analysis, while the scaling methods of remote sensing image can be divided into three kinds, the scaling methods based on pixel, the methods based on imaging mechanism, and the image fusion methods. In this paper, we illustrate the mechanism and applications of four major geospatial scaling methods, i.e. resampling methods, geostatistical methods, fractal analysis and wavelet transformation. Scaling effects are also an important   scaling issues, with many researchers involved in the study of geospatial variations of scaling, developing evaluation criteria of scaling, etc. Though there exist some effective scaling methods, few accuracy analysis of scaling has been developed in evaluating resulting data, and researches into scaling theories, methodologies and scaling effects still need to be deepen. Therefore, it is natural trend to develop a theoretical and methodological scaling research frame, as well as to integrated multiscale spatial data with process models of different areas.

中图分类号: 

[1]Lam N S N,Quattrochi D A. On the issues of scale, resolution, and fractal analysis in the mapping sciences[J]. Professional Geographer, 1992, 44: 88-98.

[2]Robinson W S. Ecological correlations and the behavior of individuals[J]. American Sociological Review, 1950,15(3): 351-357.

[3]Openshaw S. The Modifiable Areal Unit Problem, CATMOG[M].Norwich, UK: Geo Books, 1983.

[4]McCarthy H H,Hook J C, Knos D S. The Measurement of Association in Industrial Geography[M]. Iowa: Greenwood Press, 1956.

[5]Meenrenmeyer V,Box E O.Scale effects in landscape studies[M]∥Turner M G ed. Landscape Heterogeneity and Disturbance. New York: Springer-Verlag, 1987: 15-34.

[6]Goodchild M F,Quattrochi D A.Scale, multiscale, remote sensing and GIS[M]∥Quattrochi D A, Goodchild M F, eds. Scales in Remote Sensing and GIS. Boca Raton: CRC/Lewis Publisher, 1997: 1-11.

[7]Montello D R,Golledge R G. Scale and Detail in the Cognition of Geographic Information[R].  NCGIA: Santa Barbara, CA,1999.

[8]UCGIS. Research Priorities Revised White Papers[R/OL].[2012-04-01] http:∥www.ucgis.org/priorities/research/1998whitepapersindex.htm.

[9]Haggett P.Scale components in geographical problems[M]∥Chorley R J, Haggett P, eds. Frontiers in Geographical Teaching. London: Methuen and Co. Ltd., 1965:164-185.

[10]Moody A,Woodcock C E. The influence of scale and the spatial characteristics of landscapes on land-cover mapping using remote sensing[J]. Landscape Ecology, 1995,10(6): 363-379.

[11]Turner M G,O’Neill R V,Gardner R H, et al. Effects of changing spatial scale on the analysis of landscape pattern[J]. Landscape Ecology, 1989,3(3/4): 153-162.

[12]Wolock D M,McCabe G J. Differences in topographic characteristics computed from 100 and 1 000 m resolution digital elevation model data[J]. Hydrological Processes, 2000,14(6): 987-1 002.

[13]Meejun N, Skeldon A C,Tuzun U, et al. Wavelet analysis of DEM simulations of samples under biaxial compression[J]. Granular Matter, 2008,10(5): 389-398.

[14]Rojas R,Velleux M,Julien P Y, et al. Grid scale effects on watershed soil erosion models[J]. Journal of Hydrologic Engineering, 2008,13(9): 793-802.

[15]Lü Yihe, Fu Bojie. Ecological scale and scaling [J].Ecologica Sinica, 2001,21(12): 2 096-2 105.[吕一河,傅伯杰. 生态学中的尺度及尺度转换方法[J]. 生态学报, 2001,21(12): 2 096-2105.]

[16]Li Shuangcheng, Cai Yunlong. Some scaling issues of geography[J]. Geographical Research, 2005,24(1): 11-18.[李双成,蔡运龙. 地理尺度转换若干问题的初步探讨[J]. 地理研究, 2005,24(1): 11-18.]

[17]Meng Bin, Wang Jinfeng. A review on the methodology of scaling with geo-data[J]. 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.]

[18]Zhu C Q,Shi W Z,Wan G. Reducing remote sensing image and simplifying DEM data by the multi-band wavelet[J]. International Journal of Remote Sensing, 2002,23(3): 525-536.

[19]Liu Xuejun, Wang Yanfang, Jin Bei. A upscaling method of digital elevation model with point spread function[J]. Geomatics and Information Science of Wuhan University, 2009,34(12): 1 458-1 462.[刘学军,王彦芳, 晋蓓. 利用点扩散函数进行DEM尺度转换[J]. 武汉大学学报:信息科学版, 2009,34(12): 1 458-1 462.]

[20]Yang Qinke, David Jupp, Guo Weiling, et al. Genaralizing the fine resolution DEMs with filtering method[J]. Bulletin of Soil and Water Conservation, 2008,28(6): 58-62.[杨勤科, David Jupp,郭伟玲, 等. 基于滤波方法的DEM尺度变换方法研究[J]. 水土保持通报, 2008,28(6): 58-62.]

[21]Wu Guiping. Exploring effect of different scaling methods on simulation of land use patterns[J]. Research of Soil and Water Conservation, 2010,17(5): 75-79.[吴桂平. 不同尺度转换方式对土地利用格局模拟的影响效应研究[J]. 水土保持研究, 2010,17(5): 75-79.]

[22]Deng Xiangzheng, Zhan Jinyan. Scale-effect analysis of LUCC driving forces in the farming-pasturing interlocked area in Northern China[J]. Geography and Geo-Information Science, 2004,20(3): 64-68.[邓祥征,战金艳. 中国北方农牧交错带土地利用变化驱动力的尺度效应分析[J]. 地理与地理信息科学, 2004,20(3): 64-68.]

[23]Zheng Yu, Li Xiaowen, Cui Baoshan, et al. The multi-scale effect of road network on the ecosystem in longitudinal range-gorge region of Yunnan Province [J]. Acta Ecologica Sinica, 2009, 29(8): 4 267-4 277.[郑钰,李晓文,崔保山, 等. 云南纵向岭谷区道路网络对生态系统影响的尺度效应[J]. 生态学报, 2009, 29(8): 4 267-4 277.]

[24]Liu Jiyuan, Shao Quanqin, Yan Xiaodong, et al. An overview of the progress and research framework on the effects of land use change upon global climate [J]. Advances in Earth Science, 2011,26(10): 1 015-1 022.[刘纪远,邵全琴,延晓冬,等. 土地利用变化对全球气候影响的研究进展与方法初探[J]. 地球科学进展, 2011,26(10): 1 015-1 022.]

[25]O’Neil R V,DeAngelis D L,Waide J B, et al. A Hierarchical Concept of Ecosystems [M]. Princeton: Princeton University Press, 1986.

[26]Wu Jianguo.Landscape Ecology: Pattern, Process, Scale and Hierarchy[M]. Beijing: Higher Education Press, 2007.[邬建国. 景观生态学——格局、过程、尺度与等级[M]. 北京: 高等教育出版社, 2007.]

[27]Yue Tianxiang,Liu Jiyuan. Issues on multi-scales in ecogeographical modeling[J]. Quaternary Sciences, 2003,23(3): 256-261.[岳天祥,刘纪远. 生态地理建模中的多尺度问题[J]. 第四纪研究, 2003,23(3): 256-261.]

[28]Lu Xuejun, Zhou Chenghu, Zhang Hongyan, et al. Analytical scheme on scale-structure of geographical space[J]. Progress in Geography, 2004,23(2): 107-114.[鲁学军,周成虎,张洪岩, 等. 地理空间的尺度—结构分析模式探讨[J]. 地理科学进展, 2004,23(2): 107-114.]

[29]Cullinan Valerie I,Simmons Mary Ann,Thomas John M. A bayesian test of hierarchy theory: Scaling up variability in plant cover from field to remotely sensed data[J]. Landscape Ecology, 1997,12(5): 273-285.

[30]Mandelbrot B B. The Fractal Geometry of Nature[M]. New York: W. H. Freeman and Company, 1983.

[31]Zhang Huaguo, Huang Weigen. Study on spatial scale of shoreline remote sensing information based on fractal theory[J]. Journal of Remote Sensing, 2006,(4): 463-468.[张华国,黄韦艮. 基于分形的海岸线遥感信息空间尺度研究[J]. 遥感学报, 2006,(4): 463-468.]

[32]Wang Zijun, Chen Shengbo, Han Nianlong, et al. Research of geo-science scaling theories and methods[J]. Geospatial Information, 2007,5(4): 60-63.[汪自军,陈圣波,韩念龙, 等. 地学尺度转换理论及方法研究[J]. 地理空间信息, 2007,5(4): 60-63.]

[33]Boucher A,Kyriakidis P C,Cronkite-Ratcliff C. Geostatistical solutions for super-resolution land cover mapping[J].Geoscience and Remote Sensing, 2008,46(1): 272-283.

[34]Wang Lu, Hu Yueming, Zhao Yingshi, et al. Remote sensing scale transformation of soil moisture based on block Kriging[J].Journal of Geo-Information Science, 2012,14(4): 465-473.[王璐,胡月明,赵英时, 等. 克里格法的土壤水分遥感尺度转换[J]. 地球信息科学学报, 2012,14(4): 465-473.]

[35]Goovaerts P. Geostatistical approaches for incorporating elevation into the spatial interpolation of rainfall[J]. Journal of Hydrology, 2000,228(1/2): 113-129.

[36]Gibson C,Ostrom E,Ahn T. Scaling Issues in the Social Scences, A Report for the International Human Dimensions Programme on Global Environmental Change[R]. Bonn:IHDP, International Human Dimensions Programme on Global Environmental Change,1998.

[37]Zhang Na. Scale issues in ecology: Upscaling[J]. Acta Ecologica Sinica, 2007,27(10): 4 252-4 266.[张娜. 生态学中的尺度问题——尺度上推[J]. 生态学报, 2007,27(10): 4 252-4 266.]

[38]Ding Jing, Wang Wensheng, Jin Juliang. Scale analysis in hydrology[J]. Journal of Sichuan University (Engineering Science Edition),2003,35(3): 9-13.[丁晶,王文圣, 金菊良. 论水文学中的尺度分析[J]. 四川大学学报:工程科学版, 2003,35(3): 9-13.]

[39]Yin Lianwang, Li Jing. A technique on automatic compression and recovery of fundamental GIS spatial data on varying map scale[J]. Acta Scicentiarum Naturalum Universitis Pekinesis,1999,(6): 117-124.[尹连旺,李京. GIS中基本要素的无级比例尺数据处理技术研究[J]. 北京大学学报:自然科学版, 1999,(6): 117-124.]

[40]Chen Jun, Zhao Renliang, Qiao Chaofei. Voronoi diagram—Based GIS spatial analysis[J]. Editorial Board of Geomatics and Information Science of Wuhan University, 2003, 28(S1): 32-37.[陈军,赵仁亮, 乔朝飞. 基于Voronoi图的GIS空间分析研究[J]. 武汉大学学报:信息科学版, 2003,28(增刊1): 32-37.]

[41]Fei Lifan, He Jin, Ma Chenyan, et al. Three dimensional douglas-peucker algorithm and the study of its application to automated generalization of DEM[J]. Acta Geodaetica et Cartographica Sinica, 2006,35(3): 278-284.[费立凡,何津,马晨燕, 等. 3维Douglas-Peucker算法及其在DEM自动综合中的应用研究[J]. 测绘学报, 2006,35(3): 278-284.]

[42]Wu Fan. Scaleless representations for polyline spatial data based on wavelet analysis[J]. Editorial Board of Geomatics and Information Science of Wuhan University, 2004,29(6): 488-491.[吴凡. 基于小波分析的线状特征数据无级表达[J]. 武汉大学学报:信息科学版, 2004,29(6): 488-491.]

[43]Yu Hao, Yang Qinke, Zhang Xiaoping, et al. A study of DEM generalization based on wavelet analysis and it scale transformation[J]. Geography and Geo-Information Science, 2009,25(4): 12-16. [于浩,杨勤科,张晓萍, 等. 基于小波多尺度分析的DEM数据综合及尺度转换[J]. 地理与地理信息科学, 2009,25(4): 12-16.]

[44]Peng Xiaojuan, Deng Ruru, Liu Xiaoping. A review of scale transformation in remote sensing[J]. Geography and Geo-Information Science, 2004,20(5): 6-10.[彭晓鹃,邓孺孺, 刘小平. 遥感尺度转换研究进展[J]. 地理与地理信息科学, 2004,20(5): 6-10.]

[45]Raffy M. Change of scale theory: A capital challenge for space observation of earth[J]. International Journal of Remote Sensing, 1994,15(12): 2 353-2 357.

[46]Zhang Hao, Jiao Zidi, Yang Hua, et al. The use of histo-variogram on scaling effect research[J].Science in China (Series D),2002,32(4): 307-316,353.[张颢,焦子锑,杨华, 等. 直方图尺度效应研究[J]. 中国科学:D辑, 2002,32(4): 307-316,353.]

[47]Xia Z G,Clarke K C. Approaches to Scaling of Geo-Spatial Data[M]. Boca Raton: CRC Lewis Publishers, 1997.

[48]Hay G J,Niernann K O, Goodenough D G. Spatial thresholds, image-objects, and upscaling: A multiscale evaluation[J]. Remote Sensing of Environment,1997,62(1): 1-19.

[49]Xu Jianhua. Mathematical Methods in Contemporary Goegraphy[M]. Beijing: Higher Education Press, 2002.[徐建华. 现代地理学中的数学方法[M]. 北京: 高等教育出版社, 2002.]

[50]Wu Hehai. Research on extended-fractal based automatic map generalization[J]. Progress in Geography, 2001,20(S1): 14-28.[毋河海. 基于扩展分形的地图信息自动综合研究[J]. 地理科学进展, 2001,20(增刊1): 14-28.]

[51]Daubechies I. Different Perspectives on Wavelets[M]. Provindence: American Mathematical Society, 1993.

[52]Liu Chun, Wang Jialin, Liu Dajie. Generalization of DEM grid data based on multi band wavelet analysis[J]. Journal of Image and Graphics,2004,9(3): 86-90.[刘春,王家林, 刘大杰. 多尺度小波分析用于DEM网格数据综合[J]. 中国图象图形学报, 2004,9(3): 86-90.]

[53]Buhe Aosier, Ma Jianwen, Wang Qinxue, et al. Scaling transformation of remote sensing digital image with multiple resolutions from different sensors[J]. Acta Geographica Sinica,2004, 59(1): 101-110.[布和敖斯尔,马建文,王勤学, 等.多传感器不同分辨率遥感数字图像的尺度转换[J]. 地理学报, 2004,59(1): 101-110.]

[54]Mercer W B,Hall A D. The experimental error of field trials[J]. Journal of Agricultural Science, 1911, 4: 107-132.

[55]Verburg P H,Neumann K, Nol L. Challenges in using land use and land cover data for global change studies[J].Global Change Biology,2011,17(2): 974-989.

[56]Liu Mingliang, Tang Xianming, Liu Jiyuan, et al. Research on scaling effect based on 1 km grid cell data[J].Journal of Remote Sensing,2001,5(3): 183-190.[刘明亮,唐先明,刘纪远, 等. 基于1 km格网的空间数据尺度效应研究[J]. 遥感学报, 2001,5(3): 183-190.]

[57]Han Peng, Gong Jianya, Li Zhilin, et al. Comparing the effect of aggregation methods for remote sensing image[J].Journal of Remote Sensing, 2008,12(6): 964-971. [韩鹏,龚健雅,李志林, 等. 遥感影像空间尺度上推方法的评价[J]. 遥感学报, 2008,12(6): 964-971.]

[58]Becker F,Li Z L. Surface temperature and emissivity at various scales: Definition, measurement, and related problems[J]. Remote Sensing Review, 1995,12: 225-253.

[59]Li Xiaowen, Wang Jindi. The definition on thermal emissivity of non-isothermal surface[J].Chinese Science Bulletin,1999,44(5): 1 612-1 617.[李小文,王锦地. 地表非同温象元发射率的定义问题[J]. 科学通报, 1999,44(5): 1 612-1 617.]

[60]Albert B J,Strahler A H,Li X, et al. Radiometric measurements of gap probability in conifer tree canopies[J]. Remote Sensing of Environment, 1990,34(3): 179-192.

[61]Shi Zhikuan, Tang Guoan. Quality assessment of land use data generalization[J]. Geographical Research,2011,30(2): 233-242.[石志宽,汤国安. 土地利用现状数据缩编的质量评价方法[J]. 地理研究, 2011,30(2): 233-242.]

[62]Yong Bin, Zhang Wanchang, Fu Congbin. Analysis of spatial scaling effects of topographic index under the regional climate model scope[J].Progress in Natural Science, 2007,17(3): 346-352.[雍斌,张万昌, 符淙斌. 用于区域气候模式的地形指数空间尺度转换效果分析[J]. 自然科学进展, 2007,17(3): 346-352.]

[63]Hu Yunfeng, Xu Zhiying, Liu Yue, et al. Accuracy analysis of up-scaling data: A case study with land use data in  Xilin Gol of Inner Mongolia, China[J]. Geographical Research, 2012,31(11):1 961-1 972.[胡云锋,徐芝英,刘越, 等.空间尺度上推方法的精度评价——以内蒙古锡林郭勒盟土地利用数据为例[J]. 地理研究, 2012,31(11):1 961-1 972.]

[64]Xu Zhiying, Hu Yunfeng, Liu Yue, et al. A review on the  accuracy analysis of spatial scaling data[J].Progress in Geography, 2012,31(10):1 574-1 582.[徐芝英,胡云锋,刘越, 等. 空间尺度转换数据精度评价的准则和方法[J]. 地理科学进展, 2012,31(10):1 574-1 582.]

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