ZHU Lei, SHENG Jian-dong, JIA Hong-tao .  Predictive soil pH mapping based on fuzzy clustering in typical alpine grassland of Xinjiang[J]. Arid Land Geography, 2019 , 42(5) : 1115 -1123 . DOI: 10.12118/j.issn.1000-6060.2019.05.17

［1］岳平,宋韦,李凯辉,等.天山中部巴音布鲁克高寒草原大气无机氮沉降［J］.应用生态学报,2014,25(6):1592－1598.［YUE Ping,SONG Wei,LI Kaihui,et al.Inorganic N deposition in the Bayinbuluk alpine grassland of the central Tianshan Mountains［J］.Chinese Journal of Applied Ecology,2014,25(6):1592-1598.］ ［2］张英俊.草地退化原因及防治对策［C］∥2007中国草业发展论坛论文集,2007:163-164. ［ZHANG Yingjun.Causes and countermeasures of grassland degradation［C］∥2007 China Grass Industry Development Forum,2007:163-164.］ ［3］李建宏,李雪萍,卢虎,等.高寒地区不同退化草地植被特性和土壤固氮菌群特性及其相关性［J］.生态学报,2017,37(11):3647-3654.［LI Jianhong,LI Xueping,LU Hu,et al.Characteristics of and the correlation between,vegetation and N-fixing soil bacteria in alpine grassland showing various degrees of degradation［J］.Acta Ecologica Sinica,2017,37(11):3647-3654.］ ［4］李启权,岳天祥,范泽孟,等.中国表层土壤全氮的空间模拟分析［J］.地理研究,2010,29(11):1981-1992. ［LI Qiquan,YUE Tianxiang,FAN Zemeng,et al. Spatial simulation of topsoil TN at the national scale in China ［J］.Geographical Research,2010,29(11):1981-1992.］ ［5］刘杰,张杨珠,罗尊长,等.湘南丘岗红壤地区土壤肥力质量指标的空间变异特征［J］ .湖南农业大学学报(自然科学版）,2012,38(1):96-101.［LIU Jie,ZHANG Yangzhu,LUO Zunchang,et al.Spatial variability of soil fertility quality indices in red soil region ［J］.Journal of Hunan Agricultural University(Natural Science Edition）,2012,38(1):96-101.］ ［6］黄安,杨联安,杜挺,等.基于多元成土因素的土壤有机质空间分布分析［J］.干旱区地理,2015,38(5):994-1003. ［HUANG An,YANG Lian[JP8]’[JP]an,DU Ting,et al.Spatial distribution of the soil organic matter based on multiple soil factors［J］.Arid Land Geography,2015,38(5):994-1003.］ ［7］ZHU A X,HUDSON B,BURT J E,et al.Soil mapping using GIS,expert knowledge,and fuzzy logic［J］.Soil Science Society of American Journal,2001,65:1463-1472. ［8］MCBRATNEY A B,MENDONCA SANTOS M L,MINASNY B.On digital soil mapping［J］.Geoderma,2003,117：3-52. ［9］张华,张甘霖,龚子同.土壤-景观定量模型研究进展［J］.土壤通报,2004,35(3):339-346.［ZHANG Hua,ZHANG Ganlin,GONG Zitong.The progress of quantitative soil-landscape modeling:A review［J］.Chinese Journal of Soil Science,2004,35(3):339-346.］ ［10］杨琳,朱阿兴,李宝林,等.应用模糊c均值聚类获取土壤制图所需土壤-环境关系知识的方法研究［J］.土壤学报,2007,44(5):784-791. ［YANG Lin,ZHU Axing,LI Baolin,et al.Extraction of knowledge about soil-environment relationship for soil mapping using fuzzy c-means(FCM）clustering［J］.Acta Pedologica Sinica,2007,44(5):784-791.］ ［11］MINASNY B,MCBRATNEY A B,LARK R M.Chapter 2.Digital soil mapping technologies for countries with sparse data infrastructures［M］∥HARTEMINK A E,eds.Digital soil mapping with limited data.Elsevier,Amsterdam,2008:15-30. ［12］盛建东.干旱区盐渍化土壤数字制图方法研究与应用［D］.北京:中国农业大学,2009.［SHENG Jiandong.Research and application of digital mapping method for saline soil in arid area ［D］.Beijing:China Agricultural University,2009.］ ［13］芦园园,张甘霖,赵玉国,等.复杂景观环境下土壤厚度分布规则提取与制图［J］.农业工程学报,2014,30(18):132-141. ［LU Yuanyuan,ZHANG Ganlin,ZHAO Yuguo,et al.Extracting and mapping of soil depth distribution rules in complex landscape environment［J］.Transactions of the Chinese Society of Agricultural Engineering,2014,30(18):132-141.］ ［14］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［J］.土壤学报,2005,42(5):844-851.［ZHU Axing,LI Baolin,YANG Lin,et al.Predictive soil mapping based on a GIS,expert knowledge,and fuzzy logic framework and its application prospects in China［J］.Acta Pedologica Sinica,2005,42(5):844-851.］ ［15］朱阿兴,李宝林,裴韬,等.精细数字土壤普查模型与方法［M］.北京:科学出版社,2008:117-128.［ZHU Axing,LI Baolin,PEI Tao,et al.Model and method of fine digital soil census［M］.Beijing：Science Press,2008:117-128.］ ［16］ZHU A X,YANG L,LI B,et al.Construction of membership functions for predictive soil mapping under fuzzy logic［J］.Geoderma,2010,155(3-4):166-174. ［17］杨琳,朱阿兴,秦承志,等.运用模糊隶属度进行土壤属性制图的研究——以黑龙江鹤山农场研究区为例［J］.土壤学报,2009,46(1):9-14.［YANG Lin,ZHU Axing,QIN Chengzhi,et al.Soil property mapping using fuzzy membership:A case study of a study area in Heshan Farm of Heilongjiang Province［J］.Acta Pedologica Sinica,2009,46(1):9-14.］ ［18］杨琳,朱阿兴,秦承志,等.基于典型点的目的性采样设计方法及其在土壤制图中的应用.地理科学进展,2010,29(3):279-286.［YANG Lin,ZHU Axing,QIN Chengzhi,et al.A purposive sampling design method based on typical points and its application in soil mapping［J］.Progress in Geography,2010,29(3):279-286.］ ［19］王改粉,赵玉国,杨金玲,等.流域尺度土壤厚度的模糊聚类与预测制图研究［J］.土壤,2011,43(5):835-841.［WANG Gaifen, ZHAO Yuguo, YANG Jinling,et al.Prediction and mapping of soil depth at a watershed scale with fuzzy c-means clustering method［J］.Soils,2011,43(5):835-841.］ ［20］卢岩君,秦承志,邱维理,等.基于少量典型样点土壤属性空间分布推测模型中的土壤属性参数敏感性分析［J］.地理科学,2011,31(12):1549-1554.［LU Yanjun,QIN Chengzhi,QIU Weili,et al.Sensitivity analysis of soil property parameter in typical-sample-based prediction model of digital soil mapping［J］.Scientia Geographica Sinica,2011,31(12):1549-1554.］ ［21］杨琳,朱阿兴,秦承志,等.一种基于样点代表性等级的土壤采样设计方法［J］.土壤学报,2011,48(5):938-946.［YANG Lin,ZHU Axing,QIN Chengzhi,et al.A soil sampling method based on representativeness grade of sampling points［J］.Acta Pedologica Sinica,2011,48(5):938-946.］ ［22］刘京,朱阿兴,张淑杰,等.基于样点个体代表性的大尺度土壤属性制图方法［J］.土壤学报,2013,50(1):12-20.［LIU Jing,ZHU Axing,ZHANG Shujie,et al.Large scaled soil attribute mapping method based on individual representativeness of sample sites［J］.Acta Pedologica Sinica,2013,50(1):12-20.］ ［23］毛丽丽,于静洁,张一驰.模糊c均值聚类方法在黑河下游土壤属性制图中的初步应用研究［J］.干旱区资源与环境,2013,27(1):195-201.［MAO Lili,YU Jingjie,ZHANG Yichi.Preliminary application of the fuzzy c-mean clustering method to the soil mapping in the lower reaches of Heihe River［J］.Journal of Arid Resources and Environment,2013,27(1):195-201.］ ［24］李润奎,彭明,河野泰之,等.基于分层策略和模糊推理的北方石质山区土壤厚度制图——以滦平县虎什哈流域为例［J］.地理研究,2013,32(5): 965-973.［LI Runkui,PENG Ming,YASUYUKI Kono,et al.Soil depth mapping in lithoidal mountainous area using stratified strategy and fuzzy logic:A case study in Hushiha watershed,North China［J］.Geographical Research,2013,32(5):965-973.］ ［25］张淑杰,朱阿兴,刘京,等.基于样点的数字土壤属性制图方法及样点设计综述［J］.土壤,2012,44(6):917-923.［ZHANG Shujie,ZHU Axing,LIU Jing,et al.Sample-based digital soil mapping methods and related sampling schemes［J］.Soils,2012,44(6):917-923.］ ［26］YANG L,ZHU A X,QI F,et al.An integrative hierarchical stepwise sampling strategy and its application in digital soil mapping［J］.International Journal of Geographical Information Science,2013,27(1):1-23. ［27］肖笃志,胡玉昆.天山南坡巴音布鲁克盆地主要退化草场调查［J］.中国草地,1991,(4):40-44.［XIAO Duzhi,HU Yukun.Investigation of the main degenerate grassland in the Bayanbulak Basin in Tianshan Mountain ［J］.Grassland of China,1991,(4):40-44.］ ［28］巴音郭楞蒙古自治州概况编委会.巴音郭楞蒙古自治州概况［M］.北京：民族出版社,2009：197-198.［The Editorial Committee of General Situation of Bayingol Mongol Autonomous Prefecture.General situation of Bayingol Mongol Autonomous Prefecture［M］.Beijing:The Ethnic Publishing House,2009：197-198.］ ［29］杜军剑,张仕明,李刚.巴音布鲁克草原植被生长气象条件指数变化特征［J］.沙漠与绿洲气象,2014,8(1):45-50.［DU Junjian,ZHANG Shiming,LI Gang.The meteorological conditions index variation characteristics of grassland vegetation growth over Bayanbulak［J］.Desert and Oasis Meteorology,2014,8(1):45-50.］ ［30］王鑫,胡玉昆,热合木都拉·阿迪拉,等.巴音布鲁克高寒草原羊茅[WTBX](Festuca ovina)[WTBZ]群落生态位特征［J］.干旱区地理,2009,32(2):255-260.［WANG Xin,HU Yukun,ADILA Rehemudula,et al.Niche characteristics of Stipa purpurea community in alpine meadow of Bayanbulak［J］.Arid Land Geography,2009,32(2):255-260.］ ［31］THOMPSON J A,BELL J C,BUTLER C A.Digital elevation model resolution:Effects on terrain attribute calculation and quantitative soil-landscape modeling［J］.Geoderma,2001,100(1-2):67-89. ［32］WANG J,FU B J,QIU Y,et al.Soil nutrients in relation to land use and landscape position in the semi-arid small catchment on the Loess Plateau in China［J］.Journal of Arid Environments,2001,48(4):537-550. ［33］SEIBERT J,STENDAHL J,SΦRENSEN R.Topographical influences on soil properties in boreal forests ［J］.Geoderma,2007,141(1-2):139-148. ［34］MCSWEENEY K,SLATER B K,HAMMER R D,et al.Towards a new framework for modeling the soil-landscape continuum［M］∥AMUNDSON R,ed.Factors of soil formation:A fiftieth anniversary publication.Madison,Wisconsin:Soil Science Society of America,1994:127-154. ［35］黄昌勇,徐建明.土壤学［M］.北京:中国农业出版社,2010:87-88.［HUANG Changyong,XU Jianming.Pedology［M］.Beijing:China Agriculture Press,2010:87-88.］ ［36］SUN X L,ZHAO Y G,WANG H L,et al.Sensitivity of digital soil maps based on FCM to the fuzzy exponent and the number of clusters.Geoderma,2012,171-172:24-34. ［37］BEZDEK J C,EHRLICH R,FULL W.FCM: The fuzzy c-means clustering algorithm［J］.Computers and Geosciences,1984,10(2/3):191-203. ［38］杜薇,王昌全,李冰,等.基于GIS和地统计学的攀枝花烟区土壤 pH空间变异特征研究［J］.核农学报,2012,26(6):924-929.［DU Wei,WANG Changquan,LI Bing,et al.Spatial variability of soil pH based on GIS combined with geostatistics in Panzhihua tobacco area［J］.Journal of Nuclear Agricultural Sciences,2012,26(6):924-929.］ ［39］谭艳,吴承祯,洪伟,等.邓恩桉林地土壤pH空间变异分析［J］.植物资源与环境学报,2012,21(1):14-19.［TAN Yan,WU Chengzhen,HONG Wei.Analysis on spatial variation of pH in soil of [WTBX]Eucalyptus dunnii[WTBZ] forest［J］.Journal of Plant Resources and Environment,2012,21(1):14-19.］ ［40］ZHU A X,BAND L E,VERTESSY R,et al.Derivation of soil properties using a soil land inference model(SoLIM）［J］.Soil Science Society of America Journal,1997,61:523-533. ［41］王库.地理权重回归在土壤pH空间预测中的应用［J］.湖南农业大学学报(自然科学版）,2013,39(1):73-79.［WANG Ku. Application of geographically weighted regression on the spatial prediction of soil pH［J］.Journal of Hunan Agricultural University(Natural Science Edition),2013,39(1):73-79.］ ［42］刘琼峰,李明德,段建南,等.农田土壤铅、镉含量影响因素地理加权回归模型分析［J］.农业工程学报,2013,29(3):225-234.［LIU Qiongfeng,LI Mingde,DUAN Jiannan,et al.Analysis on influence factors of soil Pb and Cd in agricultural soil of Changsha suburb based on geographically weighted regression model［J］.Transactions of the Chinese Society of Agricultural Engineering,2013,29(3):225-234.］ ［43］瞿明凯,李卫东,张传荣,等.地理加权回归及其在土壤和环境科学上的应用前景［J］.土壤,2014,46(1):15-22.［QU Mingkai,LI Weidong,ZHANG Chuanrong,et al.Geographically weighted regression and its application prospect in soil and environmental sciences［J］.Soils,2014,46(1):15-22.］ ［44］杨顺华,张海涛,陈家赢,等.平原丘陵过渡带土壤有机碳空间分布及环境影响［J］.中国环境科学,2015,35(12):3728-3736.［YANG Shunhua,ZHANG Haitao,CHEN Jiaying,et al.The spatial variability of soil organic carbon in plain-hills transition belt and its environmental impact［J］.China Environmental Science,2015,35(12):3728-3736.］ ［45］FISCHER M M,GETIS A.Handbook of applied spatial analysis［M］.Heidelberg,Dordrecht,London and New York：Springer,2010:461-486. ［46］周启鸣,刘学军.数字地形分析［M］.北京:科学出版社,2006:13-25.［ZHOU Qiming,LIU Xuejun.Digital terrain analysis［M］.Beijing: Science Press,2006:13-25.］ ［47］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):1059-1066.［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):1059-1066.］ ［48］刘学军,卢华兴,仁政,等.论DEM地形分析中的尺度问题［J］.地理研究,2007,26(3):433-442.［LIU Xuejun,LU Huaxing,REN Zheng,et al.Scale issues in digital terrain analysis and terrain modeling［J］.Geographical Research,2007,26(3):433-442.］ ［49］呼雪梅,秦承志.地形信息对确定DEM适宜分辨率的影响［J］.地理科学进展,2014,33(1):50-56.［HU Xuemei,QIN Chengzhi.Effects of different topographic attributes on determining appropriate DEM resolution［J］.Progress in Geography,2014,33(1):50-56.］