Improvement of Spatial Modeling of Cr, Pb, Cd, As and Ni in Soil Based on Portable X-ray Fluorescence (PXRF) and Geostatistics: A Case Study in East China

Int J Environ Res Public Health. 2019 Jul 28;16(15):2694. doi: 10.3390/ijerph16152694.

Abstract

To verify the feasibility of portable X-ray fluorescence (PXRF) for rapidly analyzing, assessing and improving soil heavy metals mapping, 351 samples were collected from Fuyang District, Hangzhou City, in eastern China. Ordinary kriging (OK) and co-ordinary kriging (COK) combined with PXRF measurements were used to explore spatial patterns of heavy metals content in the soil. The Getis-Ord index was calculated to discern hot spots of heavy metals. Finally, multi-variable indicator kriging was conducted to obtain a map of multi-heavy metals pollution. The results indicated Cd is the primary pollution element in Fuyang, followed by As and Pb. Application of PXRF measurements as covariates in COK improved model accuracy, especially for Pb and Cd. Heavy metals pollution hot spots were mainly detected in northern Fuyang and plains along the Fuchun River in southern Fuyang because of mining, industrial and traffic activities, and irrigation with polluted water. Area with high risk of multi-heavy metals pollution mainly distributed in plain along the Fuchun River and the eastern Fuyang. These findings certified the feasibility of using PXRF as an efficient and reliable method for soil heavy metals pollution assessment and mapping, which could contribute to reduce the cost of surveys and pollution remediation.

Keywords: Co-Ordinary kriging; Portable X-ray fluorescence; heavy metals; hot spots; multi-heavy metals pollution risk; multi-variables indicator kriging.

Publication types

  • Research Support, Non-U.S. Gov't

MeSH terms

  • Cadmium / analysis
  • China
  • Cities
  • Environmental Monitoring / methods*
  • Environmental Pollution / analysis*
  • Fluorescence
  • Industry
  • Lead / analysis
  • Metals, Heavy / analysis*
  • Mining
  • Risk Assessment
  • Rivers
  • Soil
  • Soil Pollutants / analysis*
  • Spatial Analysis
  • Spectrometry, X-Ray Emission*
  • X-Rays

Substances

  • Metals, Heavy
  • Soil
  • Soil Pollutants
  • Cadmium
  • Lead