Identification of soil heavy metal sources and improvement in spatial mapping based on soil spectral information: A case study in northwest China

Science of the Total Environment

Volumn 565, Issue , 2016, Pages 155-164

  Chen, Tao ^a   Chang, Qingrui ^a   Liu, Jing ^a   Clevers, J G P W ^b   Kooistra, L ^b  

^a NORTHWEST A F UNIVERSITY   (China)

^b WAGENINGEN UNIVERSITY   (Netherlands)

Author keywords

Co kriging; Reflectance spectra; Soil heavy metals; Source identification; Spatial distribution

Indexed keywords

COPPER; DUST; FERTILIZERS; HEAVY METALS; INTERPOLATION; IRRIGATION; LEAD; MANGANESE; MULTIVARIANT ANALYSIS; NICKEL; PHOTOMAPPING; REFLECTION; SEWAGE; SPATIAL DISTRIBUTION; ZINC;

ANTHROPOGENIC ELEMENTS; CO-KRIGING; INDUSTRIAL ACTIVITIES; MULTIVARIATE STATISTICS; REFLECTANCE SPECTRUM; SOIL HEAVY METALS; SOURCE IDENTIFICATION; SPECTRAL INFORMATION;

SOILS;

ARSENIC; CHROMIUM; COPPER; HEAVY METAL; IRON OXIDE; LEAD; MANGANESE; MERCURY; NICKEL; ORGANIC MATTER; ZINC;

HEAVY METAL; INTERPOLATION; KRIGING; MAPPING; POLLUTANT SOURCE; SOIL POLLUTION; SPATIAL DISTRIBUTION; SPECTRAL REFLECTANCE;

ARTICLE; BIOACCUMULATION; CATION EXCHANGE; CHINA; CO KRIGING MODEL; COMPARATIVE STUDY; CONCENTRATION (PARAMETERS); DUST EXPOSURE; GEOSTATISTICAL ANALYSIS; INDUSTRIALIZATION; INFORMATION SYSTEM; IRRIGATION (AGRICULTURE); MULTIVARIATE ANALYSIS; PRIORITY JOURNAL; SEWAGE; SOIL ACIDITY; SOIL ANALYSIS; SOIL POLLUTION; SOIL SPECTRAL INFORMATION; SPATIAL ANALYSIS; STATISTICAL MODEL; TRAFFIC AND TRANSPORT; ANALYSIS; CHEMISTRY; ENVIRONMENTAL MONITORING; GEOGRAPHY; INDUSTRIAL WASTE; PROCEDURES; SOIL; SOIL POLLUTANT;

CHINA;

AGRICULTURAL IRRIGATION; CHINA; ENVIRONMENTAL MONITORING; GEOGRAPHY; INDUSTRIAL WASTE; METALS, HEAVY; SEWAGE; SOIL; SOIL POLLUTANTS;

EID: 84964978429     PISSN: 00489697     EISSN: 18791026     Source Type: Journal    
DOI: 10.1016/j.scitotenv.2016.04.163     Document Type: Article

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