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《Hubei Agricultural Sciences》 2013-06
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Review on Methods of Monitoring Soil Heavy Metal Based on Hyperspectral Remote Sensing Data

XIAO Jie-ying,WANG Yan,ZHANG Qian,LI Xing,ZHAO Pin,WAN Ya-lin(College of Environmental Science and Engineering,Hebei University of Science and Technology,Shijiazhuang 050018,China)  
With the high speed of urbanization,development of industry,deterioration of urban environment and rapid increasing of agricultural chemicals amount and kinds,and soil heavy metal pollution is serious and it has been concerned by environmental scientists because of its soil environment aggravating and pollution area expanding.Heavy metal pollutant in soil has low level transferability,long time retention features and it is hard to be degraded by microbial.It will finally affect human health by water,plants and other media.So soil heavy metal pollution quantitative monitoring is vitally necessary and is of great significance.The development of hyperspectral remote sensing technology provides a new opportunity for obtaining soil heavy metal information in large scale area,with short period and less cost.Recently,many domestic and overseas researchers had monitored the content of soil heavy metal elements successfully which using various statistical analysis methods based on soil hyperspectral reflectance characteristics.The characteristics of soil reflection spectra and typical spectral bands selection were introduced.Methods for estimating soil heavy metal content by used hyperspectral remote sensing technology were summarized.And main factors which influenced the precision of refutation model were discussed.Also the application of refutation model in simulating multi-spectral data was intro duced,and finally the deficiency of soil heavy metal content refutation methods and future research interesting point were given.
【Fund】: 国家自然科学基金项目(40871021);; 河北省自然科学基金项目(D2010000867)
【CateGory Index】: X87;X53
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【Citations】
Chinese Journal Full-text Database 10 Hits
1 Lin Fanhua1,Chen Haibo2,Bai Jun1(1.Mudanjiang Forestry Bureau Lin Fanhua;Mudanjiang 157009,China; 2.Northeast Forestry University Chen Haibo;Harbin 150040,China);In Soil Environment Heavy Metal Pollution Harm Research[J];Environmental Science and Management;2007-07
2 WU Jiansheng 1,2,SONG Jing 1,2,ZHENG Maokun 2,Xie Jing 1,LI Junjie 1,2,HUANG Xiulan 1 (1.Key Laboratory for Urban Habitat Environmental Science and Technology,School of Urban Planning and Design,Shenzhen Graduate School of Peking University,Shenzhen Guangdong 518055,China;2.Key Laboratory for Earth Surface Processes,Ministry of Education,College of Urban and Environmental Sciences,Peking University,Beijing 100871,China);Review of methods for monitoring soil heavy metal concentrations[J];Journal of Northeast Agricultural University;2011-05
3 REN Hong-yan1,2,3,ZHUANG Da-fang1,2,QIU Dong-sheng2,3,PAN Jian-jun11.College of Resource and Environmental Sciences,Nanjing Agricultural University,Nanjing 210095,China2.Resource and Environmental Science Data Center,Chinese Academy of Sciences,Beijing 100101,China3.Key Laboratory of Resources Remote Sensing & Digital Agriculture,Ministry of Agriculture,Beijing 100081,China;Analysis of Visible and Near-Infrared Spectra of As-Contaminated Soil in Croplands Beside Mines[J];Spectroscopy and Spectral Analysis;2009-01
4 WU Deng-wei1,WU Yun-zhao2,MA Hong-rui11.Department of Resources and Environment,Shaanxi University of Technology and Science,Xi’an 710021,China2.School of Geographic and Oceanographic Sciences,Nanjing University,Nanjing 210093,China;Study on the Prediction of Soil Heavy Metal Elements Content Based on Mid-Infrared Diffuse Reflectance Spectra[J];Spectroscopy and Spectral Analysis;2010-06
5 ZHENG Guang-hui1,2,ZHOU Sheng-lu1*,WU Shao-hua1 1.School of Geographic and Oceanic Sciences,Nanjing University,Nanjing 210093,China 2.School of Remote Sensing,Nanjing University of Information Science & Technology,Nanjing 210044,China;Prediction of As in Soil with Reflectance Spectroscopy[J];Spectroscopy and Spectral Analysis;2011-01
6 LI Xiang zhou(South Central Forestry University, Zhuzhou, Hunan 412006, China);The Damage of Heavy Metals Lead and Cadmium to Soil and Crops with Reference to the Control Measures[J];Economic Forest Reseaches;2000-04
7 He Junliang1,Jiang Jianjun2,Sun Zhongwei1,Zhou Shenglu3(1.Department of Resources and Environment,Shijiazhuang University,Shijiazhuang 050035,China;2.College of Geographical Sciences,Nanjing Normal University,Nanjing 210097,China;3.College of Geographical and Oceanographical Sciences,Nanjing University,Nanjing 210008,China);Studying on Retrieval of Soil Heavy Metal Content Using the Organic Matter Identification Index[J];Journal of Agricultural Mechanization Research;2009-09
8 LIU Hua,ZHANG Li-Quan State Key Laboratory of Estuarine and Coastal Research,Shanghai Key Laboratory of Urbanization & Ecological Restoration,East China Normal University,Shanghai 200062,China;A predictive model for the hyperspectral character of saltmarsh soil to its heavy metal content at Chongming Dongtan[J];Acta Ecologica Sinica;2007-08
9 LI Shu-min 1,2,LI Hong 2 ,SUN Dan-feng 1,ZHOU Lian-di 2,BAO Jing 1(1.Institute of Agricultural Integrated Development,Beijing Academy of Agricultural and Forestry Sciences,Beijing 100097,China; 2.Resources and Environment College,China Agricultural University,Beijing 100094,China);Characteristic and Diagnostic Bands of Heavy Metals in Beijing Agricultural Soils Based on Spectroscopy[J];Chinese Journal of Soil Science;2011-03
10 Xie Xianli Sun Bo Hao Hongtao(Institute of Soil Science,Chinese Academy of Sciences,Nanjing 210008,China );RELATIONSHIP BETWEEN VISIBLE-NEAR INFRARED REFLECTANCE SPECTROSCOPY AND HEAVY METAL OF SOIL CONCENTRATION[J];Acta Pedologica Sinica;2007-06
【Co-citations】
Chinese Journal Full-text Database 10 Hits
1 HUANG Yong-qiang et al(Safety and Environmental Engineering Central Laboratory,Jiangsu University,Zhenjiang,Jiangsu 212013);Research Progress on Heavy-metal Contaminated Soil and the Phytoremediation Technology in Highway Road Area[J];Journal of Anhui Agricultural Sciences;2009-07
2 MA Hong-rui et al(College of Natural Resource and Environment Engineering,Shaanxi University of Technology,Xian,Shaanxi 710021);Application of IR in Correlation Analysis on Heavy Metals and Organic Matters in Soil[J];Journal of Anhui Agricultural Sciences;2011-33
3 LI Xiao-ying,DENG Wen-yi,WU Ying-ying,HE Wei(School of Photoelectric Information and Telecommunication Engineering, Beijing Information Science and Technology University,Beijing 100101,China);Identification of plastic based on infrared spectrum[J];Journal of Beijing Information Science & Technology University;2011-03
4 LIANG Xiuying1,LI Xiaoyu1,2 1.College of Engineering,Huazhong Agricultural University,Wuhan430070,China;2.Institute of Soil and Water Conservation,Chinese Academy of Sciences and Ministry of Water Resources,Yangling Shanxi 712100,China;The Research on Sample Temperature Compensation for Soil Moisture Content Based on Multi-Wavelength and LS-SVM[J];Chinese Journal of Sensors and Actuators;2011-08
5 XU Jin-hong(School of Civil Engineering & Architecture,Chongqing Jiaotong University,Chongqing 400074,China);The field spectral characteristic of different parent type red soil in western Guangdong province[J];Science of Surveying and Mapping;2009-S2
6 WU Jiansheng 1,2,SONG Jing 1,2,ZHENG Maokun 2,Xie Jing 1,LI Junjie 1,2,HUANG Xiulan 1 (1.Key Laboratory for Urban Habitat Environmental Science and Technology,School of Urban Planning and Design,Shenzhen Graduate School of Peking University,Shenzhen Guangdong 518055,China;2.Key Laboratory for Earth Surface Processes,Ministry of Education,College of Urban and Environmental Sciences,Peking University,Beijing 100871,China);Review of methods for monitoring soil heavy metal concentrations[J];Journal of Northeast Agricultural University;2011-05
7 LIU Jian-feng1,GU Ning2,ZHANG Ke-hui1(1.Institute of Geographical Sciences,Hebei Academy of Sciences,Shijiazhuang 050011; 2.College of Chemistry and Material Sciences,Hebei Normal University,Shijiazhuang 050016,China);Progress and Prospect of Soil Heavy Metal Spatial Differentiation and Migration[J];Geography and Geo-Information Science;2012-02
8 HU Wensheng1,REN Hongyan1,2,ZHUANG Dafang1,SHI Xuezheng3,LIU Shaogui4, HUANG Yaohuan1 and YU Xinfang1(1.State Key Laboratory of Resource and Environmental Information System,Institute of Geographic Sciences and Natural Resources Research,CAS,Beijing 100101,China; 2.Key Laboratory of Geographic Information Science,Ministry of Education,East China Normal University, Shanghai 200062,China;3.Institute of Soil Science,CAS,Nanjing 210008,China; 4.Yangzhou Soil and Fertilizer Extension Service Center,Yangzhou 225101,China);Effects on Application of Spectroscopy in Estimating of Soil Organic Matter Content[J];Journal of Geo-Information Science;2012-02
9 LIU Xiaoli JIA Gang WANG Kangning WU Xiuquan WU Caimei(Institute of Animal Nutrition,Sichuan Agricultural University,Engineering Research Center of Animal Disease-resistance Nutrition of China Ministry of Education,ya’an 625014,China);A Study on Qualitative and Quantitative Detection of Melamine Adulterated in Fish Meal by Fourier Transform Near Infrared Spectroscopy[J];Chinese Journal of Animal Nutrition;2010-03
10 Guo Xin Zhang Li (College of Science, Beijing Forestry University, Beijing 100083, China);Design of portable chlorophyll photoelectric detection instrument[J];Journal of Electronic Measurement and Instrument;2009-04
China Proceedings of conference Full-text Database 10 Hits
1 Liu Qiaoqiao,Wang Wei,Peng Yankun~*,Zhao SongWei,Zhang Haiyun,Ouyang Wen,Sun Yunyun (China Agricultural University,Beijing 10083,China);Non-destructive Analysis of Pork Quality Grade Based on visible / near-infrared image[A];Chinese Society of Agricultural Engineering[C];2011
2 Zhang Feng,Li Minzan,Li Xiuhua,Li Shuqiang(Key Laboratory of Modern Precision Agriculture Integration Research,MOE,China Agricultural University,Beijing 100083,China);Development of a Vehicle-mounted Crop Detector[A];Chinese Society of Agricultural Engineering[C];2011
3 Wang Haihua,Zhan Yane,Guo Wei(Key Laboratory of MOE on Modern Precision Agriculture System Integration Research,China Agricultural University,Beijing 100083,China);Corn Growth Monitoring Technology Research Based on Multi-Spectral Images[A];Chinese Society of Agricultural Engineering[C];2011
4 Yue xuejun,Hong tiansheng,Hu chunyun,Luo Yuqing,Mo Liting(1.Key Laboratory of Key Technology on Agricultural Machine and Equipment(South China Agricultural University),Ministry of Education,Guangzhou 510642,China;2.College of Engineering,South China Agricultural University,Guangzhou 510642,China);The fast and non-destructive chlorophyll measurement experiment based on Hyperspectral[A];Chinese Society of Agricultural Engineering[C];2011
5 SUN Hong,LI Min-zan,ZHENG Li-hua,ZHAO Rui-jiao,AN Xiao-fei,DENG Xiao-lei("Key Laboratory of Modern Precision Agriculture System Integration Research"Ministry of Education,China Agricultural University,Beijing 100083);Chlorophyll Content Estimation of Winter Wheat using Wavelet De-noised spectroscopy[A];Chinese Society of Agricultural Engineering[C];2011
6 Zhang Haiyun1,2,Wang Wei1,Zhao Songwei1,Liu Qiaoqiao1,Peng Yankun1(1.College of Engineering,China Agricultural University,Beijing 100083,China 2.College of Mechanical Engineering,Shandong University of Technology,Zibo 255049,China);Rapid Non-destructive Detection of Water Content in Fresh Pork Based on Near Infrared Spectrum[A];Chinese Society of Agricultural Engineering[C];2011
7 Liu Qiaoqiao1,Wang Wei1,Peng Yankun,Zhao SongWei1,Zhang Haiyun1,Ouyang Wen1,Sun Yunyun1(1:China Agricultural University,Beijing 10083,China);Non-destructive Analysis of Pork Quality Grade Based on visible/near-infrared image[A];Chinese Society of Agricultural Engineering[C];2011
8 Wu Xuemei1,Lou Poyu1,Yang Xiaohui1,Liu Zhiqiang2 (1 Department of Chemistry,Xi'an University of Arts and Science,Xi'an 710065, 2 The Second Artillery Institute,Xi'an 710025,);Several Problems Deserve Attention in Spectrum Analysis[A];[C];2009
9 WANG Hui, ZHANG Hui,MAO Wen-hui,ZHANG Xiao-chao (Chinese Academy of Agricultural Mechanization Sciences, beijing,, 100083);Research of NIR Instruments Based on AOTF[A];Chinese Society of Agricultural Engineering[C];2009
10 Zhang Junning1, Li Minzan2, Zhang Xiaochao1 (1. Chinese Academy of Agricultural Mechanization Sciences, Beijing, 100083; 2. China Agricultural University, Beijing, 10083);Yield Estimation of Winter Wheat Based on the Information Integration[A];Chinese Society of Agricultural Engineering[C];2009
【Secondary Citations】
Chinese Journal Full-text Database 10 Hits
1 Lin Fanhua1,Chen Haibo2,Bai Jun1(1.Mudanjiang Forestry Bureau Lin Fanhua;Mudanjiang 157009,China; 2.Northeast Forestry University Chen Haibo;Harbin 150040,China);In Soil Environment Heavy Metal Pollution Harm Research[J];Environmental Science and Management;2007-07
2 ZHEN Ming ze 1,QIAN Xie chao 1,CHENG Guang 1,LU De fu 2 (1.Tianjin Enviromental Pretection Bureau,Tianjin 300191; 2.Tianjin Academy of Environmental Sciences,Tianjin 300191);The Environmental Function and Quality Standard of Surface Water in Tianjin[J];URBAN ENVIRONMENT & URBAN ECOLOGY;1999-06
3 HAO Zhuoli1,HUANG Xiaohua3,4,ZHANG Guangsheng1,HU Yu jie1,ZHOU Qing1,2 2. College of Life Science, Nanjing Normal University, Nanjing 210097, China; 3. Department of Chemistry, Southern Yangtse University, Wuxi 214036, China;4. College of Chemistry and Environmental Science, Nanjing Normal University, Na njing 210097, China);Effect of Monitoring Plant in Urban Environment Pollution[J];Urban Environment & Urban Ecology;2003-03
4 ZHANG Xiao-fei1,LIN Yu-suo1, YU Fei1,LI Bo2 (1.Nanjing Institute of Environmental Sciences, State Environmental Protection Administration of China, Nanjing 210042, China; 2.Nanjing Agricultural University, Nanjing 210095, China);POLLUTION OF HEAVY METALS IN URBAN SOILS OF TYPICAL INDUSTRIAL AND SURROUNDING RESIDENTIAL AREA IN NANJING CITY[J];Resources and Environment in the Yangtze Basin;2005-04
5 Ma Yijie(Institute of Soil Science,The Chinese Academy of Sciences. Najing,2l0008);MINERAL COPOSITIONS AND FERTILITY OF SOILSIN MIDDLE AND LOWER REACHES OF THE YANGTGTZE RIVER[J];PESOURCES AND ENUIRONMENT IN THE YANGTZA VALLEY;1994-01
6 Chen Shijian(Institute of Geodesy and Geophysics,the Chinese Academy of Sciences,Wuhan,430077)Hu Aitang(Nanjing Agricultural University,Nanjing, 210014);EFFECTS OF ORGANIC MATTER ON FRACTIONATION AND AVAILABILITY OF COPPER IN SOIL[J];PESOURCES AND ENUIRONMENT IN THE YANGTZA VALLEY;1995-04
7 Liu YunhuiWei XianyouWang XiuminXiao Chongbin (Center of Biotechnology, HAU, Baoding 071001);Research on Crop Effects of Lead and Cadmium in Soil[J];JOURNAL OF AGRICULTURAL UNIVERSITY OF HEBEI;1999-01
8 LIAO Qi-lin,Wu Xin-min,WENG Zhi-hua,ZHU Bai-wan,PAN Yong-min,CHEN Bao,JIN Yang (Jiangsu Institute of Geological Survey,Nanjing210018,Jiangsu,China);Basic results of multi-target geochemical survey in the Nanjing area and its relevant problems[J];Chinese Geology;2004-01
9 LIU Sheng-wei1, GAN Fu-ping1, YAN Bo-kun2, YANG Su-ming1, WANG Run-sheng1, WANG Qing-hua1, TANG Pan-ke2 (1. China Aero Geophysical Survey and Remote Sensing Center for Land and Resources, Beijing 100083, China; 2. China University of Geosciences, Beijing 100083, China);Application of the imaging spectroscopic technique in mineral identification and mapping[J];Geology in China;2006-01
10 XU Yong-ming~1,LIN Qi-zhong~1,HUANG Xiu-hua~1,SHEN Yan~1,WANG Lu~2 (1.Institute of Remote Sensing Application,Chinese Academy of Sciences,Beijing 100101; 2.Department of Earth Sciences,Nanjing University,Nanjing 210093,China);Experimental Study on Total Nitrogen Concentration in Soil by VNIR Reflectance Spectrum[J];Geography and Geo-Information Science;2005-01
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