Literature DB >> 31650341

Multivariate analysis and multiple linear regression as a tool to estimate the behavior of hexazinone in Brazilian soils.

Luiz Odonil Gomes Dos Santos1, Matheus de Freitas Souza2, Paulo Sergio Fernandes das Chagas1, Taliane Maria Silva da Teófilo1, Maria Alice Porto Formiga1, Rita Cássia Araújo de Medeiros1, Daniel Valadão Silva1.   

Abstract

Weed control efficiency and the environmental contamination potential of herbicides depend on soil sorption and desorption. Among the indexes that evaluate the soil adsorption processes, the coefficients sorption (Kfs) and desorption (Kfd) obtained by Freundlich isotherms can provide accurate information about the behavior of an herbicide in the soil. The values of Kfs and Kfd of an herbicide vary according to the physicochemical characteristics of the soil, so it is possible to estimate these coefficients with high precision if good predictive mathematical models are constructed. Therefore, our objective aimed to evaluate the use of multiple regression models (MLR) associated with multivariate techniques to estimate the coefficient Kfs and Kfd for the hexazinone based on the chemical and physical attributes of soils. The correlation analyses, principal components, and clustering analysis allowed the multiple linear regression technique to generate models with higher adjustment coefficient (R2) for Kfs (0.73 to 0.99) and Kfd (0.94 to 0.99), and lower root mean squared error (RMSE) for Kfs (0.003 to 0.065) and Kfd (0.018 to 0.120). Regression models created from groups of soils showed greater prediction performance for Kfs and Kfd. The organic matter followed by the cation exchange capacity was the most important attributes of soils in sorption and desorption processes of hexazinone.

Entities:  

Keywords:  Cluster analysis; Discriminant analysis; Environmental impact; Factor analysis

Year:  2019        PMID: 31650341     DOI: 10.1007/s10661-019-7893-2

Source DB:  PubMed          Journal:  Environ Monit Assess        ISSN: 0167-6369            Impact factor:   2.513


  14 in total

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2.  Use of neural networks to estimate the sorption and desorption coefficients of herbicides: A case study of diuron, hexazinone, and sulfometuron-methyl in Brazil.

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Journal:  Sci Total Environ       Date:  2018-02-05       Impact factor: 7.963

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Journal:  Environ Sci Pollut Res Int       Date:  2017-12-27       Impact factor: 4.223

9.  Developing Polycation-Clay Sorbents for Efficient Filtration of Diclofenac: Effect of Dissolved Organic Matter and Comparison to Activated Carbon.

Authors:  Hagay Kohay; Avital Izbitski; Yael G Mishael
Journal:  Environ Sci Technol       Date:  2015-07-15       Impact factor: 9.028

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Journal:  Sci Total Environ       Date:  2017-10-22       Impact factor: 7.963

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  1 in total

1.  Adsorption-desorption and leaching behavior of diuron on selected Kenyan agricultural soils.

Authors:  Boniface M Muendo; Victor O Shikuku; Zachary M Getenga; Joseph O Lalah; Shem O Wandiga; Michael Rothballer
Journal:  Heliyon       Date:  2021-02-08
  1 in total

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