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Chemometric analysis of the water purification process data
I Stanimirova1, M Połowniak, R Skorek
1Department of Chemometrics, Institute of Chemistry, The University of Silesia, 9 Szkolna Street, 40-006 Katowice, Poland.
Chemometric analysis, using Principal Component Analysis (PCA) and STATIS, revealed seasonal variations in drinking water quality. The study demonstrated the effectiveness of these methods in assessing water treatment processes and ensuring quality standards.
Area of Science:
- Environmental Science
- Analytical Chemistry
- Water Treatment Technology
Background:
- Drinking water quality is crucial for public health.
- Understanding seasonal variations and treatment process impacts is essential for consistent water production.
- Chemometric methods offer advanced data analysis capabilities for complex environmental systems.
Purpose of the Study:
- To demonstrate the utility of chemometric analysis in processing drinking water production data.
- To identify seasonal influences on water quality parameters.
- To evaluate the effectiveness of water purification steps using advanced statistical techniques.
Main Methods:
- Collection of water samples over one year in the Silesian region, Poland.
- Characterization of water quality using physical, chemical, and microbiological parameters.
- Application of Principal Component Analysis (PCA) for identifying seasonal trends and STATIS for analyzing technological units.
Main Results:
- PCA identified higher salt content, hardness, and conductivity in winter, with lower acidity.
- Seasonal variations significantly influence water treatment processes.
- STATIS confirmed similar quality from independent filtering branches, meeting drinking water standards.
- Sensory quality of water improved significantly through purification steps.
Conclusions:
- Chemometric analysis, specifically PCA and STATIS, is highly effective for processing drinking water quality data.
- Seasonal factors demonstrably impact water characteristics, requiring adaptive treatment strategies.
- The water treatment plant consistently produces high-quality drinking water meeting all regulatory requirements.
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