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Improved identification of pollution source attribution by using PAH ratios combined with multivariate statistics
Matilda Mali1, Rosa Ragone2, Maria Michela Dell'Anna2
1DICATECh, Politecnico di Bari, Via Orabona, 4, 70125, Bari, Italy. matilda.mali@poliba.it.
Scientific Reports
|November 12, 2022
Summary
Identifying polycyclic aromatic hydrocarbons (PAHs) sources in marine sediments is crucial. This study enhances source attribution accuracy using advanced statistical methods, improving marine ecosystem protection strategies.
Area of Science:
- Environmental Chemistry
- Marine Pollution
- Analytical Chemistry
Background:
- Polycyclic aromatic hydrocarbons (PAHs) are significant marine contaminants.
- Accurate source identification is vital for marine ecosystem protection.
- Conventional PAH source attribution methods are time-consuming and less reliable in sediments.
Purpose of the Study:
- To improve the accuracy of polycyclic aromatic hydrocarbons (PAHs) source attribution in marine bottom sediments.
- To develop a robust model for identifying PAH transport pathways.
- To support decision-making for marine pollution monitoring and mitigation.
Main Methods:
- Collected PAH distribution data from five port areas with known activities.
- Employed supervised Orthogonal Partial Least Squares Discriminant Analysis (OPLS-DA) for evaluating multiple PAH ratios.
- Coupled diagnostic molecular ratios with advanced supervised statistical techniques.
Main Results:
- Developed and validated a robust descriptive and predictive model for PAH source attribution.
- Successfully increased the accuracy of PAH source attribution in bottom sediments.
- Identified PAH transport pathways and their interactions with port activities and coastal land-use.
Conclusions:
- The proposed methodology offers a more accurate approach to PAH source attribution in marine sediments.
- This method aids in understanding pollution dynamics and supports effective environmental management.
- Enhanced PAH source identification facilitates targeted monitoring and mitigation efforts in coastal zones.
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