Title :
Relating Watershed Characteristics to Non-point Source Pollution in Miyun Reservoir Watershed Using Principal Components Analysis (PCA)
Author :
Ou Yang ; Wang Xiaoyan ; Li Mingtao
Author_Institution :
Coll. of Resources, Environ. & Tourism, Capital Normal Univ., Beijing, China
Abstract :
The watershed Landscape characteristics are important variables that influence surface water quality. Freshwater research and management efforts could be greatly enhanced by a better understanding the relationship between these variables and surface water quality. The major focus of this paper involved modeling relationships between watershed characteristics variables and water quality indicators. The Miyun reservoir watershed was the selected study site. Statistical analyses were performed to quantify the relationship between landscape metrics, hydrologic and surface water quality. PCA eliminated cross-correlations between variates and reduced the 13 input variables to 5 components that accounted for >92% of variance. TN, NO3-N, NO2-N and NH4+-N coefficient of variation were predicted with PCA regression. Results showed that landscape characteristics in the study watershed could account for as much as 60% of the variation of water quality indicators.
Keywords :
geochemistry; hydrology; principal component analysis; regression analysis; reservoirs; water pollution; water quality; Miyun reservoir watershed; NH4+-N; NO2-N; NO3-N; NPS; PCA regression; landscape metrics; nonpoint source pollution; principal components analysis; statistical analysis; surface water quality; water quality indicator; watershed Landscape characteristics; watershed characteristics; Agriculture; Land pollution; Principal component analysis; Quality management; Reservoirs; Rivers; Surface contamination; Surface topography; Water pollution; Water resources;
Conference_Titel :
Bioinformatics and Biomedical Engineering (iCBBE), 2010 4th International Conference on
Conference_Location :
Chengdu
Print_ISBN :
978-1-4244-4712-1
Electronic_ISBN :
2151-7614
DOI :
10.1109/ICBBE.2010.5516942