Regional Groundwater Water Quality Assessment and Contamination Source Identification by a Self-Organizing Map and Entropy Method in Pinggu Basin, Northeast Beijing
نویسندگان
چکیده
Groundwater quality assessment is important for understanding the suitability of groundwater resources various purposes. Although many different methods have been proposed this purpose, few considered spatial variation components during assessments. In study, we to combine self-organizing map (SOM) and entropy-based weight determining method assess quality. Totally, 955 water samples taken from 58 wells 2010–2017 were used in study. 22 hydrochemical (K + , Na Ca 2+ Mg NH 4 Cl ? SO 2- F NO 3 Fe 3+ Al, etc.) each sample. These sampling points can be classified into five clusters, which may affected by four sources: landfill sources (cluster 3), industrial agricultural 5), domestic sewage discharge (clusters 1, 2, 4). The scores clusters that calculated entropy are 0.2658, 0.2634, 0.5737, 0.2608, 0.5718, indicating 4) better than other two 5) study area. results provide insights protection treatment pollution future.
منابع مشابه
Application of a Self-Organizing Map for Clustering the Groundwater Quality in Kerman Province and Assessment its Suitability for Drinking and Irrigation Purposes
Evaluation of groundwater hydro chemical characteristics is necessary for planning and water resources management in terms of quality. In the present study, a self-organizing map (SOM) clustering technique was used to recognize the homogeneous clusters of hydro chemical parameters in water resources (including well, spring and qanat) of Kerman province; then, the quality classification of groun...
متن کاملEvidence of Water Quality Degradation in Lower Mekong Basin Revealed by Self-Organizing Map
To reach a better understanding of the spatial variability of water quality in the Lower Mekong Basin (LMB), the Self-Organizing Map (SOM) was used to classify 117 monitoring sites and hotspots of pollution within the basin identified according to water quality indicators and US-EPA guidelines. Four different clusters were identified based on their similar physicochemical characteristics. The m...
متن کاملpatterns and variations in native and non-native interlanguage pragmatic rating: effects of rater training, intercultural proficiency, and self-assessment
although there are studies on pragmatic assessment, to date, literature has been almost silent about native and non-native english raters’ criteria for the assessment of efl learners’ pragmatic performance. focusing on this topic, this study pursued four purposes. the first one was to find criteria for rating the speech acts of apology and refusal in l2 by native and non-native english teachers...
15 صفحه اولLandforms identification using neural network-self organizing map and SRTM data
During an 11 days mission in February 2000 the Shuttle Radar Topography Mission (SRTM) collected data over 80% of the Earth's land surface, for all areas between 60 degrees N and 56 degrees S latitude. Since SRTM data became available, many studies utilized them for application in topography and morphometric landscape analysis. Exploiting SRTM data for recognition and extraction of topographic ...
متن کاملFuzzy rough granular self-organizing map and fuzzy rough entropy
A fuzzy rough granular self-organizingmap (FRGSOM) involving a 3-dimensional linguistic vector and connection weights, defined in an unsupervised manner, is proposed for clustering patterns having overlapping regions. Each feature of a pattern is transformed into a 3-dimensional granular space using a π-membership function with centers and scaling factors corresponding to the linguistic terms l...
متن کاملذخیره در منابع من
با ذخیره ی این منبع در منابع من، دسترسی به آن را برای استفاده های بعدی آسان تر کنید
ژورنال
عنوان ژورنال: Frontiers in Environmental Science
سال: 2022
ISSN: ['2296-665X']
DOI: https://doi.org/10.3389/fenvs.2022.946914