A Novel Regional-Scale Assessment of Soil Metal Pollution in Arid Agroecosystems

This work is a novel trial to integrate geostatistics with fuzzy logic under the geographic information system (GIS) environment to model soil pollution. Soil samples from seventy-one soil profiles in the northern Nile Delta, Egypt, and were analyzed for total concentrations of Cd, Co, Cu, Pb, Ni, and Zn. Metal distribution maps were generated using ordinary kriging methods. They were normalized by linear and non-linear fuzzy membership functions (FMFs) and overlain by fuzzy operators (And, OR, Sum, Product, and Gamma). The final maps were validated using the area under the curve (AUC) of the receiver operating characteristic (ROC). The best-fitted semivariogram models were Gaussian for Cd, Pb, and Ni, circular for Co and Zn, and exponential for Cu. The ROC and AUC analysis revealed that the non-linear FMFs were more effective than the linear functions for modeling soil pollution. Overall, the highest AUC value (0.866; very good accuracy) resulted from applying the fuzzy Sum overly to the non-linearly normalized layers, implying the superiority of this model for decision-making in the studied area. Accordingly, 92% of the investigated soils were severely polluted. Our study would increase insight into soil metal pollution on a regional scale, especially in arid regions. © 2023 by the authors.

Авторы
Abuzaid A.S. , Jahin H.S. , Shokr M.S. , El Baroudy A.A. , Mohamed E.S. , Rebouh N.Y. , Bassouny M.A.
Журнал
Издательство
MDPI AG
Номер выпуска
1
Язык
Английский
Статус
Опубликовано
Номер
161
Том
13
Год
2023
Организации
  • 1 Soils and Water Department, Faculty of Agriculture, Benha University, Benha, 13518, Egypt
  • 2 Central Laboratory for Environmental Quality Monitoring (CLEQM), National Water Research Center (NWRC), Cairo, 13411, Egypt
  • 3 Department of Biotechnology, Faculty of Applied Health Science, October 6th University, October 6th City, 12585, Egypt
  • 4 Soil and Water Department, Faculty of Agriculture, Tanta University, Tanta, 31527, Egypt
  • 5 National Authority for Remote Sensing and Space Sciences, Cairo, 11843, Egypt
  • 6 Department of Environmental Management, Peoples’ Friendship University of Russia (RUDN University), 6 Miklukho-Maklaya Street, Moscow, 117198, Russian Federation
Ключевые слова
fluvisols; fuzzy logic; geostatistics; GIS modeling; soil pollution; toxic metals
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