31 Li R S, Yang Y C, Meng Y. Main results and progress in 1:250000 regional geological survey of the northern Qinghai-Tibet Plateau (in Chinese). Geol Bull China, 2004, 23: 421-426 [李荣社, 杨永成, 孟勇. 青藏高原1:25 万区域地质调查主要成果和进展综述(北区). 地质通报, 2004, 23: 421-
[2]
32 Staff S S. Keys to Soil Taxonomy, 12th Ed. Washington, DC: USDA-Natural Resources Conservation Service, 2014
[3]
33 Quinlan J R. Induction of decision trees. Mach Learn, 1986, 1: 81-106
[4]
34 Quinlan J R. C4. 5: programs for machine learning. San Francisco, Morgan kaufmann, 1993
[5]
35 Zhang Q L. Predictive soil mapping based on a GIS, expert konwledge, and fuzzy logic framework (in Chinese). Sci Tech Inform Soil Water Conserv, 2002, 2: 1-5 [张庆利. 美国基于GIS, 专家系统和模糊推断的土壤制图方法. 水土保持科技情报, 2002, 2: 1-
[6]
36 Zhu A X. Detail Digital Soil Survey: Models And Methods (in Chinese). Beijing: Science Press, 2008 [朱阿兴. 精细数字土壤普查模型与方法. 北京: 科学出版社,
[7]
37 Hudson B D. The soil survey as paradigm-based science. Soil Sci Soc Am J, 1992, 56: 836-841
[8]
38 Sun X L, Zhao Y G, Qin C Z, et al. Effects of dem resolution on multi-factor linear soil, landscape models and their application in predictive soil mapping (in Chinese). Acta Pedol Sin, 2008, 45: 971-977 [孙孝林, 赵玉国, 秦承志, 等. Dem 栅格分辨率对多元线性土壤-景观模型及其制图应用的影响. 土壤学报, 2008, 45: 971-
[9]
39 Florinsky I, Eilers R G, Manning G, et al. Prediction of soil properties by digital terrain modelling. Environ Model Softw, 2002, 17: 295-311
[10]
40 Deng H P, Li X B. Relationship of upslope contribution area and soil water content in topmodel (in Chinese). Progress Geogr, 2002, 21: 103-110 [邓慧平, 李秀彬. 地形指数的物理意义分析. 地理科学进展, 2002, 21: 103-
[11]
41 Tang M C, Zhong H L, Li D L. The standard of marking off the four seasons along the Qinghai-Xizang Railway and its temperature variation analysis (in Chinese). Plateau Meteor, 2003, 22: 440-444 [汤懋苍, 钟海玲, 李栋梁. 青藏铁路沿线的四季划分及其温度变化分析. 高原气象, 2003, 22: 440-
[12]
42 Badia D, Marti C, Aznar J M, et al. Influence of slope and parent rock on soil genesis and classification in semiarid mountainous environments. Geoderma, 2013, 193: 13-21
[13]
43 Bockheim J, Gennadiyev A, Hammer R, et al. Historical development of key concepts in pedology. Geoderma, 2005, 124: 23-36
[14]
1 Qi F, Zhu A. Knowledge discovery from soil maps using inductive learning. Int J Geogr Inf Sci, 2003, 17: 771-795
[15]
2 Li G P, Zhang Z M, Liu X R. The soil heat transfer in the westren Tibetan Plateau and its parameterized scheme (in Chinese). Plateau Meteor, 2008, 27: 719-726 [李国平, 张泽铭, 刘晓冉. 青藏高原西部土壤热量的传输及其参数化方案. 高原气象, 2008, 27: 719-
[16]
3 Chen J, Gong Z T, Chen Z C, et al. Suggestions for resumption and reconstruction of Chinese Cryosol classification based on recent international progress in Cryosol classification (in Chinese). Soils, 2005, 37: 465-473 [陈杰, 龚子同, 陈志诚, 等. 基于国际冻土分类进展论中国土壤系统分类中冻土纲的恢复与重构. 土壤, 2005, 37: 465-
[17]
4 Baumann F, Schmidt K, Doerfer C, et al. Pedogenesis, permafrost, substrate and topography: Plot and landscape scale interrelations of weathering processes on the central-eastern Tibetan Plateau. Geoderma, 2014, 226: 300-316
[18]
5 Li R, Zhu A, Song X, et al. Effects of spatial aggregation of soil spatial information on watershed hydrological modelling. Hydrol Process, 2012, 26: 1390-1404
[19]
6 Zhu A, Mackay D S. Effects of spatial detail of soil information on watershed modeling. J Hydrol, 2001, 248: 54-77
[20]
7 McBratney A, Mendon?a Santos M D L, Minasny B. On digital soil mapping. Geoderma, 2003, 117: 3-52
[21]
8 Zhu A, Band L E, Dutton B, et al. Automated soil Inference under fuzzy logic. Ecol Model, 1996, 90: 123-145
[22]
9 Zhu A. A Similarity Model for representing soil spatial information. Geoderma, 1997, 77: 217-242
[23]
10 Zhu A, Hudson B, Burt J, et al. Soil mapping using Gis, expert knowledge, and fuzzy logic. Soil Sci Soc Am J, 2001, 65: 1463-1472
[24]
11 Zhu A, Li B, Yang L, et al. Predictive soil mapping based on a GIS, expert konwledge, and fuzzy logic framework and its application prospects in China (in Chinese). Acta Pedol Sin, 2005, 42: 844-851 [朱阿兴, 李宝林, 杨琳, 等. 基于GIS, 模糊逻辑和专家知识的土壤制图及其在中国应用前景. 土壤学报, 2005, 42: 844-
[25]
12 Jenny H. EW Hilgard and the Birth of Modern Soil Science. Berkeley: Farallo Publ, 1961
[26]
13 Jenny H. The Soil Resource, Origin and Behaviour. New York: Springer-Verlag, 1980. 377
[27]
14 Thomas A, King D, Dambrine E, et al. Predicting soil classes with parameters derived from relief and geologic materials in a sandstone region of the Vosges Mountains (Northeastern France). Geoderma, 1999, 90: 291-305
[28]
15 Shi W, Nan Z, Li R, et al. Support vector machine based soil mapping of a typical permafrost area in the Qinghai-Tibet Plateau (in Chinese). Acta Pedol Sin, 2011, 48: 461-469 [石伟, 南卓铜, 李韧, 等. 基于支持向量机的典型冻土区土壤制图研究. 土壤学报, 2011, 48: 461-
[29]
16 Zhu A. Mapping soil landscape as spatial Continua: The neural network approach. Water Resour Res, 2000, 36: 663-677
[30]
17 Behrens T, F?rster H, Scholten T, et al. Digital soil mapping using artificial neural networks. J Plant Nutr Soil Sci, 2005, 168: 21-33
[31]
18 Carré F, Girard M. Quantitative mapping of soil types based on regression kriging of taxonomic distances with landform and land cover attributes. Geoderma, 2002, 110: 241-263
[32]
19 Qi F, Zhu A. Comparing three methods for modeling the uncertainty in knowledge discovery from area-class soil maps. Comput Geosci, 2011, 37: 1425-1436
[33]
20 Taghizadeh-Mehrjardi R, Sarmadian F, Minasny B, et al. Digital mapping of soil classes using decision tree and auxiliary data in the Ardakan region, Iran. Arid Land Res Manag, 2014, 28: 147-168
[34]
21 Zhou B, Zhang X, Wang R. Automated soil resources mapping based on decision tree and bayesian predictive modeling. J Zhejiang Univ Sci, 2004, 5: 782-795
[35]
22 Bou Kheir R, Greve M H, B?cher P K, et al. Predictive mapping of soil organic carbon in wet cultivated lands using classification-tree based models: the case study of Denmark. J Environ Manage, 2010, 91: 1150-1160
[36]
23 Homer C, Huang C, Yang L, et al. Development of a 2001 national land-cover database for the United States. Photogramm Eng Remote Sens, 2004, 70: 829-840
[37]
24 Quinlan R. See5: An Informal Tutorial. URL: http://www rulequest com (verified November 29, 2012). 2001
[38]
25 Qi H, Qi Y, Xu Z. The study of the northwest arid zone land-cover classification based on C5.0 decision tree algorithm at Wuwei City, Gansu Province (in Chinese). Remote Sens Technol Appl, 2009, 24: 648-654 [齐红超, 祁元, 徐瑱. 基于 C5.0 决策树算法的西北干旱区土地覆盖分类研究——以甘肃省武威市为例. 遥感技术与应用. 2009, 24: 648-
[39]
26 Tong B L, Li S D. Some characteristics of permafrost on Qinghai-Tibet Plateau and a few factors affecting them (in Chinese). In: Professional Papers on Permafrost Studies of the Qinghai-Tibet Plateau. Beijing: Beijing Science Press, 1982: 1-11 [童伯良, 李树德. 青藏高原多年冻土的某些特征及其影响因素. 见: 青藏冻土研究论文集. 北京: 科学出版社, 1983. 1-
[40]
27 Li S D, Cheng G D, Zhou Y W. Map of Frozen Ground on Qinghai-Xizang Plateau (in Chinese). Lanzhou: Gansu Culture Press, 1996 [李树德, 程国栋, 周幼吾. 青藏高原冻土图. 兰州: 甘肃文化出版社,
[41]
28 Chen X Q, Gou X J. Ecology and Environment of Three Rives' Sourec Region (in Chinese). Xining: Qinghai People's Publishing House, 2002 [陈孝全, 苟新京. 三江源自然保护区生态环境. 西宁: 青海人民出版社,
[42]
29 Chou Y L, Sheng Y, Wei Z M. Temperature and deformation differences between southern and northern slopes of highway embankment on permafrost (in Chinese). Chin J Rock Mechanics Engin, 2009, 28: 1896-1903 [丑亚玲, 盛煜, 韦振明. 多年冻土区公路路基阴阳坡温度及变形差异分析. 岩石力学与工程学报, 2009, 28: 1896-
[43]
30 Wang L Q, Zhu D C, Pan G T. Primary results and progress of regional geological survey (1:250000): The south of Qinghai-Tibet Plateau (in Chinese). Geol Bull China, 2004, 23: 413-420 [王立全, 朱弟成, 潘桂棠. 青藏高原 1:25万区域地质调查主要成果和进展综述 (南区). 地质通报, 2004, 23: 413-
[44]
44 Wang H, Wang J. Preliminary study on specification of basic terrain-unit dataset (in Chinese). Sci Surveying Mapping, 2004, 29: 22-25 [王红, 王均. 国家基本地理单元数据集的初步研究. 测绘科学, 2004, 29: 22-
[45]
45 Chang K T, Chen J F. Introduction to Geographic Information Systems (in Chinese). Beijing: Science Press, 2003[Chang K T, 陈健飞. 地理信息系统导论. 北京: 科学出版社,
[46]
46 Cheng G. Problems on zonation of high-altitude permafrost (in Chinese). Acta Geogr Sin,1984, 39: 185-193 [程国栋. 我国高海拔多年冻土地带性规律之探讨. 地理学报, 1984, 39: 185-
[47]
47 Staff S S. Keys to Soil Taxonomy, 11th Ed. Washington, DC: USDA-Natural Resources Conservation Service, 2010
[48]
48 Bockheim J, Gennadiyev A, Hartemink A, et al. Soil-forming factors and soil taxonomy. Geoderma, 2014, 226: 231-237
[49]
49 Balks M R, López-Martínez J, Goryachkin S V, et al. Windows on Antarctic Soil-landscape Relationships: Comparison Across Selected Regions of Antarctica. London: Geological Society, Special Publications, 2013. 381
[50]
50 Mathieu C. Les Principaux Sols Du Monde. Voyage au centre delepiderme de la planète Terre, Lavoisier, éditions Tech & Doc. 2009
[51]
51 Debella-Gilo M, Etzelmüller B. Spatial prediction of soil classes using digital terrain analysis and multinomial logistic regression modeling integrated in GIS: Examples from Vestfold County, Norway. Catena, 2009, 77: 8-18
[52]
52 Li W, Zhao L, Wu X, et al. Soil distribution modeling using inductive learning in the eastern part of permafrost regions in Qinghai-Xizang (Tibetan) Plateau. Catena, 2015, 126: 98-104