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An Application of Principal Component Analysis for the Temporal Variations in Water Quality Data of Manora Channel: Karachi

机译:主成分分析在Manora河道卡拉奇水质数据时空变化中的应用

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The most important area of the port is the Manora channel, where the Arabian Sea is connected to the city of Karachi. The significance is in both economical and ecological means as it covers the area of 7.17 km2. The current water quality aspects of the critical deteriorating conditions of Manora channel are due to multiple factors examples are domestic wastages, sewages effluents and industrial pollutants. This study is intended to account the temporal variations and respective conditions of the water quality of Manora channel during the time period of 1996 to 2014 for the selected certain chemical parameters BCO3, COD, pH, Cl, NH3, BOD and SO4 which have been split in all four different seasons of Karachi to explore. Principal component analysis is employed to explore the dimensions responsible most for the temporal variations. This is to be done seasonal wise. Three varifactors are resulted for the summer and winter season, two varifactors are resulted for the autumn and summer season. High factor loadings of BOD and COD contributes the most in all four seasons, then NH3 and pH are responsible for the water quality variation in all seasons. In this manner, Nutrient factors and agricultural runoff and sewage effluents are the sources of pollutants in all four seasons which affects the marine ecosystems and marine lives mainly.
机译:港口最重要的区域是Manora航道,阿拉伯海与卡拉奇市相连。它的意义在于经济和生态手段,因为它占地7.17 km2。 Manora河道恶化的关键条件当前的水质状况是由于多种因素造成的,例如生活垃圾,污水和工业污染物。这项研究的目的是考虑1996年至2014年期间选择的某些化学参数BCO3,COD,pH,Cl,NH3,BOD和SO4的Manora河道水质的时间变化和各自状况。在卡拉奇的所有四个不同季节中探索。主成分分析用于探索对时间变化最负责的维度。这是季节性的明智选择。夏季和冬季产生了三个变量,秋季和夏季产生了两个变量。 BOD和COD的高因子负荷在所有四个季节中贡献最大,然后NH3和pH导致所有季节的水质变化。这样,在所有四个季节中,营养因素以及农业径流和污水都是污染物的来源,主要影响海洋生态系统和海洋生物。

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