Study on Spatial Distribution of DEM Interpolation Errors in the Gully of Dry-Hot Valley

YUE Yanli; LUO Mingliang; ZHANG Bin

doi:10.13203/j.whugis20160302

Volume 43 Issue 7

Jul. 2018

Turn off MathJax

Article Contents

Abstract

References

Geomatics and Information Science of Wuhan University > 2018 > 43(7): 1122-1128. > DOI: 10.13203/j.whugis20160302

YUE Yanli, LUO Mingliang, ZHANG Bin. Study on Spatial Distribution of DEM Interpolation Errors in the Gully of Dry-Hot Valley[J]. Geomatics and Information Science of Wuhan University, 2018, 43(7): 1122-1128. DOI: 10.13203/j.whugis20160302

Citation:

PDF (3257 KB)

Study on Spatial Distribution of DEM Interpolation Errors in the Gully of Dry-Hot Valley

1.
School of Land and Resources, China West Normal University, Nanchong 637009, China

Funds:

The National Natural Science Foundation of China 41101348

the Basic Scientific Research Foundation of China West Normal University 15C002

More Information

Author Bio:
YUE Yanli, postgraduate, specializes in soil and water conservation and desertification combating. E-mail:Yulisa258@163.com
Corresponding author:
LUO Mingliang, PhD, professor. E-mail:lolean586@163.com
Received Date: December 26, 2016
Published Date: July 04, 2018

Graphical Abstract

Abstract

Abstract

To analyze the interpolation errors spatial distribution characteristics of the typical gully of Yuanmou dry-hot valley, the measured elevation points were interpolated by inverse distance weighting (IDW), local polynomial interpolation (LPI), spline with tension (ST), disjunctive Kriging (DK) and triangulated irregular network (TIN)model to generate DEM. Cross validation, relative difference coefficient and the valley lines discrepancy were used to evaluate the interpolation accuracy. The error points with elevation error greater than 1 m were extracted, and their spatial distribution characteristics were analyzed by coefficient of variation(CV), global Moran's index and Getis-Ord G_i^* index. The results show that DK and TIN model had higher interpolation accuracy, the height error points of five interpolation methods were overall aggregating distribution, and the degree was TIN > LPI > DK > ST > IDW. Height errors were significantly positive spatial autocorrelation and TIN model had the highest autocorrelation degree, the hot spots of errors were distributed in the area with large slope.
- DEM interpolation error,
- gully of dry-hot valley,
- spatial distribution,
- CV,
- Moran's index,
- Getis-Ord G_i^* index,
- relative difference coefficient

FullText(HTML)

References (24)

References

[1]	汤国安, 李发源, 刘学军.数字高程模型教程[M]. 2版.北京:科学出版社, 2010 Tang Guoan, Li Fayuan, Liu Xuejun. Digital Elevation Model Course[M]. 2nd ed. Beijing:Science Press, 2010
[2]	卢华兴. DEM误差模型研究[D]. 南京: 南京师范大学, 2008 Lu Huaxing. Research on DEM Error Model[D]. Nanjing: Nanjing Normal University, 2008
[3]	刘学军, 卞璐, 卢华兴, 等.顾及DEM误差自相关的坡度计算模型精度分析[J].测绘学报, 2008, 37(2):200-206 http://www.cqvip.com/Main/Detail.aspx?id=27269807 Liu Xuejun, Bian Lu, Lu Huaxing, et al. The Accuracy Assessment on Slope Algorithms with DEM Error Spatial Autocorrelation[J]. Acta Geodaetica et Cartographica Sinica, 2008, 37(2):200-206 http://www.cqvip.com/Main/Detail.aspx?id=27269807
[4]	刘学军, 王叶飞, 曹志东, 等.基于DEM的坡度坡向误差空间分布特征研究[J].测绘通报, 2004(12):11-13 doi: 10.3969/j.issn.0494-0911.2004.12.004 Liu Xuejun, Wang Yefei, Cao Zhidong, et al. A Study of Error Spatial Distribution of Slope and Aspect Derived from Grid DEM[J]. Bulletin of Surveying and Mapping, 2004(12):11-13 doi: 10.3969/j.issn.0494-0911.2004.12.004
[5]	汤国安, 龚健雅, 陈正江, 等.数字高程模型地形描述精度量化模拟研究[J].测绘学报, 2001, 30(4):361-365 http://www.cnki.com.cn/Article/CJFDTOTAL-CHXB200104018.htm Tang Guoan, Gong Jianya, Chen Zhengjiang, et al. A Simulation on the Accuracy of DEM Terrain Representation[J]. Acta Geodaetica et Cartographica Sinica, 2001, 30(4):361-365 http://www.cnki.com.cn/Article/CJFDTOTAL-CHXB200104018.htm
[6]	汤国安, 赵牡丹, 曹菡.DEM地形描述误差空间结构分析[J].西北大学学报(自然科学版), 2000, 30(4):351-352 http://www.cnki.com.cn/Article/CJFDTotal-CHKD201201003.htm Tang Guoan, Zhao Mudan, Cao Han. An Investigation of the Spatial Structure of DEM Errors[J]. Journal of Northwest University (Natural Science Edition), 2000, 30(4):351-352 http://www.cnki.com.cn/Article/CJFDTotal-CHKD201201003.htm
[7]	王春, 汤国安, 戴仕宝, 等.DEM地形描述误差场量化分析研究[J].武汉大学学报·信息科学版, 2014, 39(9):1074-1079 http://ch.whu.edu.cn/CN/abstract/abstract3074.shtml Wang Chun, Tang Guoan, Dai Shibao, et al. Quantitative Analysis of DEM Terrain Representation Error Field[J]. Geomatics and Information Science of Wuhan University, 2014, 39(9):1074-1079 http://ch.whu.edu.cn/CN/abstract/abstract3074.shtml
[8]	陈永刚, 汤国安, 祝士杰. DEM重采样误差空间分布格局及差异性分析[J].中国矿业大学学报, 2011, 40(4):653-659 http://www.wanfangdata.com.cn/details/detail.do?_type=perio&id=zgkydxxb201104026 Chen Yonggang, Tang Guoan, Zhu Shijie. Spatial Point Pattern of DEM Re-sampling Error and Difference Analysis of Influence Factor[J]. Journal of China University of Mining & Technology, 2011, 40(4):653-659 http://www.wanfangdata.com.cn/details/detail.do?_type=perio&id=zgkydxxb201104026
[9]	贾旖旎, 汤国安, 刘学军.高程内插方法对DEM所提取坡度、坡向精度的影响[J].地球信息科学学报, 2009, 11(1):36-42 http://www.oalib.com/paper/4638694 Jia Yini, Tang Guoan, Liu Xuejun. The Impact of Elevation Interpolation on the Accuracy of Gradient and Aspect from DEMs[J]. Geo-Information Science, 2009, 11(1):36-42 http://www.oalib.com/paper/4638694
[10]	周兴华, 姚艺强, 赵吉先. DEM内插方法与精度评定[J].测绘科学, 2005, 30(5):86-88 http://www.wanfangdata.com.cn/details/detail.do?_type=perio&id=xdch201305006 Zhou Xinghua, Yao Yiqiang, Zhao Jixian. Research on Interpolation and Accuracy Assessment of DEM[J]. Science of Surveying and Mapping, 2005, 30(5):86-88 http://www.wanfangdata.com.cn/details/detail.do?_type=perio&id=xdch201305006
[11]	王耀革, 王志伟, 朱长青.DEM误差的空间自相关特征分析[J].武汉大学学报·信息科学版, 2008, 33(12):1259-1262 http://ch.whu.edu.cn/CN/abstract/abstract1783.shtml Wang Yaoge, Wang Zhiwei, Zhu Changqing. Ana-lysis of Digital Terrain Error Based on Spatial Autocorrelation[J]. Geomatics and Information Science of Wuhan University, 2008, 33(12):1259-1262 http://ch.whu.edu.cn/CN/abstract/abstract1783.shtml
[12]	柳玲. 大比例尺数字高程模型的生成及可视化研究[D]. 重庆: 重庆大学, 2001 Liu Ling. Research on Creation and Visualization of Large-Scale Digital Elevation Model[D]. Chongqing: Chongqing University, 2001
[13]	段修梅. 基于1: 1万地形数据更新1: 5万DEM的方法研究[D]. 湖南: 中南大学, 2012 Duan Xiumei. Updating Method of 1: 50000 Scale DEM Based on 1: 10000 Scale Terrain Data[D]. Hunan: Central South University, 2012
[14]	李瑾杨, 范建容, 徐京华.基于点云数据内插DEM的精度比较研究[J].测绘与空间地理信息, 2013, 36(1):37-40 http://edu.wanfangdata.com.cn/Periodical/Detail/dbch201301062 Li Jinyang, Fan Jianrong, Xu Jinghua. Research on Precision Comparison of Interpolation DEM Based on the Point Cloud Data[J]. Geomatics & Spatial Information Technology, 2013, 36(1):37-40 http://edu.wanfangdata.com.cn/Periodical/Detail/dbch201301062
[15]	杨勤科, McVicar T R, van Niel T G, 等. ANUDEM和TIN两种建立DEM方法的对比研究[J].水土保持通报, 2006, 26(6):84-88 http://www.wanfangdata.com.cn/details/detail.do?_type=perio&id=stbctb200606021 Yang Qinke, McVicar T R, van Niel T G, et al. Comparison of Hydro-geomorphology Representing Between DEMs by TIN and ANUDEM Approaches[J]. Bulletin of Soil and Water Conservation, 2006, 26(6):84-88 http://www.wanfangdata.com.cn/details/detail.do?_type=perio&id=stbctb200606021
[16]	王平, 李浩, 陈帅, 等.基于坡度的黑土区切沟密度协同克里格插值方法研究[J].水土保持研究, 2014, 21(6):312-317 http://d.old.wanfangdata.com.cn/Periodical/stbcyj201406057 Wang Ping, Li Hao, Chen Shuai, et al. Interpolation of Permanent Gully Density Based on Slope Steepness in Black Soil Area[J]. Research of Soil and Water Conservation, 2014, 21(6):312-317 http://d.old.wanfangdata.com.cn/Periodical/stbcyj201406057
[17]	青亚兰, 罗明良, 张斌, 等.径向基函数对干热河谷冲沟DEM构建的影响[J].测绘科学, 2015, 40(7):113-117 doi: 10.16251/j.cnki.1009-2307.2015.07.024.html Qing Yalan, Luo Mingliang, Zhang Bin, et al. Effects of Interpolation Parameters in Radial Basis Function on DEM Accuracy in Dry-Hot Valleys[J]. Science of Surveying and Mapping, 2015, 40(7):113-117 doi: 10.16251/j.cnki.1009-2307.2015.07.024.html
[18]	陈娟, 罗明良, 张斌, 等.反距离加权插值参数变化对元谋冲沟DEM构建的影响[J].中国水土保持科学, 2015, 13(1):29-34 http://d.old.wanfangdata.com.cn/Periodical/zgstbckx201501005 Chen Juan, Luo Mingliang, Zhang Bin, et al. Effects of Interpolation Parameters in Inverse Distance Weighted Method on DEM Accuracy in Dry-Hot Valleys of Yuanmou[J]. Science of Soil and Water Conservation, 2015, 13(1):29-34 http://d.old.wanfangdata.com.cn/Periodical/zgstbckx201501005
[19]	刘学军, 晋蓓, 王彦芳.DEM流径算法的相似性分析[J].地理研究, 2008, 27(6):1347-1357 http://www.oalib.com/paper/4377713 Liu Xuejun, Jin Bei, Wang Yanfang. Similarity Analysis of Flow Route Algorithms for Extracting Drainage Network from Grid-Based Terrain Model[J]. Geographical Research, 2008, 27(6):1347-1357 http://www.oalib.com/paper/4377713
[20]	闫超德, 白建军, 赵仁亮. Voronoi图的首最邻近递归收敛特性及其应用[J].武汉大学学报·信息科学版, 2009, 34(1):48-51 http://ch.whu.edu.cn/CN/Y2008/V33/I11/1194 Yan Chaode, Bai Jianjun, Zhao Renliang. Voronoi Diagram's Recursive Convergence Characteristic Along Preferred Possible Nearest Neighbor Objects and Its Application[J]. Geomatics and Information Science of Wuhan University, 2009, 34(1):48-51 http://ch.whu.edu.cn/CN/Y2008/V33/I11/1194
[21]	张红, 王新生, 余瑞林.基于Voronoi图的测度点状目标空间分布特征的方法[J].华中师范大学学报(自然科学版), 2005, 39(3):422-426 http://www.cqvip.com/qk/91246X/200503/20220870.html Zhang Hong, Wang Xinsheng, Yu Ruilin. Voronoi Diagram to Study the Spatial Distribution Pattern of Point Sets[J]. Journal of Central China Normal University(Natural Sciences), 2005, 39(3):422-426 http://www.cqvip.com/qk/91246X/200503/20220870.html
[22]	张松林, 张昆.全局空间自相关Moran指数和G系数对比研究[J].中山大学学报(自然科学版), 2007, 46(4):93-97 http://kns.cnki.net/KCMS/detail/detail.aspx?filename=zsdz200704022&dbname=CJFD&dbcode=CJFQ Zhang Songlin, Zhang Kun. Comparison Between General Moran's Index and Getis-Ord General G of Spatial Autocorrelation[J]. Acta Scientiarum Naturalium Universitatis Sunyatseni, 2007, 46(4):93-97 http://kns.cnki.net/KCMS/detail/detail.aspx?filename=zsdz200704022&dbname=CJFD&dbcode=CJFQ
[23]	李响, 邓青春, 张斌, 等.元谋干热河谷微流域细沟形态特征及控制因素[J].中国水土保持科学, 2015, 13(5):24-30 http://www.wanfangdata.com.cn/details/detail.do?_type=perio&id=zgstbckx201505004 Li Xiang, Deng Qingchun, Zhang Bin, et al. Cha-racteristics and Controlling Factors of Rills in the Micro-watershed of Yuanmou Dry-Hot Valley[J]. Science of Soil and Water Conservation, 2015, 13(5):24-30 http://www.wanfangdata.com.cn/details/detail.do?_type=perio&id=zgstbckx201505004
[24]	王雷, 杨勤科, 王春梅, 等.采样数据密度及栅格尺寸对高程中误差的影响分析[J].武汉大学学报·信息科学版, 2012, 37(3):366-369 http://ch.whu.edu.cn/CN/abstract/abstract159.shtml Wang Lei, Yang Qinke, Wang Chunmei, et al. Analysis of Relationship Among RMSE of Elevation, Grid Size and Data Density when Generate DEM[J]. Geomatics and Information Science of Wuhan University, 2012, 37(3):366-369 http://ch.whu.edu.cn/CN/abstract/abstract159.shtml

[1]	GAO Xianjun, RAN Shuhao, ZHANG Guangbin, YANG Yuanwei. Building Extraction Based on Multi-feature Fusion and Object-Boundary Joint Constraint Network[J]. Geomatics and Information Science of Wuhan University, 2024, 49(3): 355-365. DOI: 10.13203/j.whugis20210520
[2]	ZENG Anmin, MING Feng, WU Fumei. Fusion Model for Long-Term Solutions to the Terrestrial Reference Frame Using Internal Constraints[J]. Geomatics and Information Science of Wuhan University, 2022, 47(9): 1447-1451. DOI: 10.13203/j.whugis20190453
[3]	LI Weilian, ZHU Jun, ZHANG Yunhao, FU Lin, HU Ya, YIN Lingzhi, DAI Yi. A Fusion Modeling and Interaction Method with Spatial Semantic Constraint for Debris Flow VR Scene[J]. Geomatics and Information Science of Wuhan University, 2020, 45(7): 1073-1081. DOI: 10.13203/j.whugis20180329
[4]	XIE Xuemei, SONG Yingchun, XIA Yuguo. An Active Set Algorithm of Conjugate Gradients for Adjustment Model with Interval Constraints[J]. Geomatics and Information Science of Wuhan University, 2019, 44(9): 1274-1281. DOI: 10.13203/j.whugis20170325
[5]	FAN Yaxin, ZHU Xinyan, GUO Wei, SHE Bing. Boundary-Constrained Max-p-Regions Problem and Its Heuristic Algorithm[J]. Geomatics and Information Science of Wuhan University, 2019, 44(6): 859-865. DOI: 10.13203/j.whugis20170253
[6]	XIE Xuemei, SONG Yingchun, XIAO Zhaobing. A Fast Search Algorithm in Adjustment Model with Inequality Constraint[J]. Geomatics and Information Science of Wuhan University, 2018, 43(9): 1349-1354. DOI: 10.13203/j.whugis20160435
[7]	YANG Yuanxi, ZENG Anmin, JING Yifan. GNSS Data Fusion with Functional and Stochastic ModelConstraints as well as Property Analysis[J]. Geomatics and Information Science of Wuhan University, 2014, 39(2): 127-131. DOI: 10.13203/j.whugis20130378
[8]	ZHU Qing, LI Haifeng, YANG Xiaoxia. Hierarchical Semantic Constraint Model for Focused Remote Sensing Information Services[J]. Geomatics and Information Science of Wuhan University, 2009, 34(12): 1454-1457.
[9]	ZENG Anmin, YANG Yuanxi, OUYANG Guichong. Sequential Adjustment with Constraints Among Parameters[J]. Geomatics and Information Science of Wuhan University, 2008, 33(2): 183-186.
[10]	ZHONG Min, YAN Haoming, ZHU Yaozhong, YU Yongqiang. Global Ocean Angular Momentum Variability and Geodetic Constraint[J]. Geomatics and Information Science of Wuhan University, 2003, 28(6): 697-702.

Cited By

Cited by

Periodical cited type(1)

任亚飞，郑玉丽，姚雷博. 基于图像识别的淬火过程中钢球计数研究. 拖拉机与农用运输车. 2021(06): 52-54+58 .

Other cited types(3)

Get Citation

PDF

XML

Article views PDF downloads Cited by(4)

Study on Spatial Distribution of DEM Interpolation Errors in the Gully of Dry-Hot Valley

Abstract

References

Related Articles

Cited by

Periodical cited type(1)

Other cited types(3)

Catalog

Related

Study on Spatial Distribution of DEM Interpolation Errors in the Gully of Dry-Hot Valley

Abstract

References

Related Articles

Cited by

Periodical cited type(1)

Other cited types(3)

Catalog

Related

Export File

Citation

Format

Content