Title: Identification of major factors affecting spatial and temporal variation of water quality in Kathmandu Basin, Nepal, using multivariate statistical analysis
Authors: Dhundi Raj Pathak; Ryuichi Yatabe; Netra Prakash Bhandary
Addresses: Engineering Study and Research Centre, 202 Balbhadra Marga, New Baneshor, 34, Kathmandu, Nepal; Solid Waste Management Technical Support Center, Ministry of Urban Development, Kathmandu, Nepal ' Graduate School of Science and Engineering, Ehime University, 3 Bunkyo-cho, Matsuyama 790-8577, Japan ' Graduate School of Science and Engineering, Ehime University, 3 Bunkyo-cho, Matsuyama 790-8577, Japan
Abstract: Statistical techniques were applied to analyse the water quality datasets of Kathmandu Basin, Nepal, to identify the major factors affecting water quality and to investigate the spatial and seasonal variations. Spatial variation was investigated using cluster analysis in which a total of 40 river monitoring sites were divided into two major clusters: low and high polluted zones. Discriminant analysis (DA), principal component analysis (PCA) and factor analysis (FA) were subjected to water quality parameters to identify the pollution sources. DA confirmed the seasonal variation of water quality data into three seasons providing 92.5% correct classification. Principal components (PCs) were extracted to distinguish the anthropogenic processes and the symmetrical correlation matrix computed with ten variables for winter, monsoon and post monsoon seasons. The significant components extracted have eigenvalues greater than 1, and account for 79%, 68% and 77% of the total variance in the winter, monsoon and post monsoon data respectively. Non-parametric tests were applied for each parameter to identify their significance differences spatially and temporally.
Keywords: water quality; seasonal variation; anthropogenic process; spatial variation; statistical analysis; Kathmandu; temporal variation; Nepal; multivariate analysis; river monitoring; water pollution; principal component analysis; PCA.
International Journal of Water, 2015 Vol.9 No.3, pp.209 - 225
Available online: 03 Jul 2015 *Full-text access for editors Access for subscribers Purchase this article Comment on this article