Unification of soil feedback patterns under different evaporation conditions to improve soil differentiation over flat area

被引:14
作者
Guo, Shanxin [1 ,2 ]
Zhu, A-Xing [3 ,4 ,5 ,6 ,7 ]
Meng, Lingkui [2 ]
Burt, James E. [7 ]
Du, Fei [7 ]
Liu, Jing [7 ]
Zhang, Guiming [7 ]
机构
[1] Chinese Acad Sci, Shenzhen Inst Adv Technol, Shenzhen 518055, Peoples R China
[2] Wuhan Univ, Sch Remote Sensing & Informat Engn, Wuhan 430079, Peoples R China
[3] Nanjing Normal Univ, Key Lab Virtual Geog Environm, Minist Educ, Nanjing 210023, Jiangsu, Peoples R China
[4] State Key Lab Cultivat Base Geog Environm Evolut, Nanjing 210023, Jiangsu, Peoples R China
[5] Jiangsu Ctr Collaborat Innovat Geog Informat Res, Nanjing 210023, Jiangsu, Peoples R China
[6] Chinese Acad Sci, Inst Geog Sci & Nat Resources Res, State Key Lab Resources & Environm Informat Syst, Beijing 100101, Peoples R China
[7] Univ Wisconsin, Dept Geog, Madison, WI 53706 USA
来源
INTERNATIONAL JOURNAL OF APPLIED EARTH OBSERVATION AND GEOINFORMATION | 2016年 / 49卷
基金
中国国家自然科学基金;
关键词
Soil feedback pattern; Digital soil mapping; MODIS; Low relief area; SPATIAL PREDICTION; BARE SOILS; MODEL; CLAY; REFLECTANCE; CROP;
D O I
10.1016/j.jag.2016.02.002
中图分类号
TP7 [遥感技术];
学科分类号
081102 ; 0816 ; 081602 ; 083002 ; 1404 ;
摘要
Detailed and accurate information on the spatial variation of soil types and soil properties are critical components of environmental research and hydrological modeling. Early studies introduced a soil feedback pattern as a promising environmental covariate to predict spatial variation over low-relief areas. However, in practice, local evaporation can have a significant influence on these patterns, making them incomparable at different locations. This study aims to solve this problem by examining the concept of transforming the dynamic patterns of soil feedback from the original time-related space to a new evaporation-related space. A study area in northeastern Illinois with large low-relief farmland was selected to examine the effectiveness of this idea. Images from MODIS in Terra for every April-May period over 12 years (2000-2011) were used to extract the soil feedback patterns. Compared to the original time-related space, the results indicate that the patterns in the new evaporation-related space tend to be more stable and more easily captured from multiple rain events regardless of local evaporation conditions. Random samples selected for soil subgroups from the SSURGO soil map show that patterns in the new space reveal a difference between different soil types. And these differences in patterns are closely related to the difference in the soil structure of the surface layer. (C) 2016 Elsevier B.V. All rights reserved.
引用
收藏
页码:126 / 137
页数:12
相关论文
共 38 条
[21]   Evaporation losses from bare soils as influenced by cultivation techniques in semi-arid regions [J].
Mellouli, HJ ;
van Wesemael, B ;
Poesen, J ;
Hartmann, R .
AGRICULTURAL WATER MANAGEMENT, 2000, 42 (03) :355-369
[22]   The use of remote sensing in soil and terrain mapping - A review [J].
Mulder, V. L. ;
de Bruin, S. ;
Schaepman, M. E. ;
Mayr, T. R. .
GEODERMA, 2011, 162 (1-2) :1-19
[23]   Modeling soil moisture-reflectance [J].
Muller, E ;
Décamps, H .
REMOTE SENSING OF ENVIRONMENT, 2001, 76 (02) :173-180
[24]  
NOAA, 2014, NAT CLIM DAT CTR WEA
[25]   Using AVHRR images for spatial prediction of clay content in the lower Namoi Valley of eastern Australia [J].
Odeh, IOA ;
McBratney, AB .
GEODERMA, 2000, 97 (3-4) :237-254
[26]  
Philpot W., 2010, P ASD IEEE GRS, V2, P1
[27]   The MODIS cloud products:: Algorithms and examples from Terra [J].
Platnick, S ;
King, MD ;
Ackerman, SA ;
Menzel, WP ;
Baum, BA ;
Riédi, JC ;
Frey, RA .
IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING, 2003, 41 (02) :459-473
[28]   MODEL FOR PREDICTING EVAPORATION FROM A ROW CROP WITH INCOMPLETE COVER [J].
RITCHIE, JT .
WATER RESOURCES RESEARCH, 1972, 8 (05) :1204-&
[29]  
Soil Survey Staff, 2014, NAT RES CONS SERV US
[30]   Modelling moisture-induced soil reflectance changes in cultivated sandy soils: a case study in citrus orchards [J].
Somers, B. ;
Gysels, V. ;
Verstraeten, W. W. ;
Delalieux, S. ;
Coppin, P. .
EUROPEAN JOURNAL OF SOIL SCIENCE, 2010, 61 (06) :1091-1105