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Search for potential iron contamination zones in Burdwan district: an approach through fuzzy logic

机译:寻找伯德旺地区潜在的铁污染区:一种模糊逻辑方法

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Burdwan district is one of the iron affected areas in West Bengal. In the present research work, various controlling factors, i.e., geology, soil, rainfall, land use land cover are considered to delineate the potential iron contamination zones (PICZ) within Burdwan district. Assigning weights and ranks to various input factors and their sub-classes, respectively, are carried out in the ArcGIS 10.1 platform on the basis of Fuzzy logic technique. The PICZ, derived from modeling, is broadly classified into two classes, i.e., 'suitable' and 'unsuitable' where, 33% (2313 km~2) of the total area falls under unsuitable PICZ, indicating that the groundwater in these regions are unfit for drinking purpose due to iron contamination. The model output is further validated with three different kind of approaches, i.e., superimposition, success and prediction rate curve and ground truth verification. A total of 4727 reported points of iron contamination are used for superimposition technique where, an overall accuracy of 87% is obtained for the model prediction. Success rate curve (SRC) and prediction rate curve (PRC) shows an accuracy of 89% and 83%, respectively. Collection and analysis of water samples from the unsuitable PICZ for ground truth verification shows an accuracy of about 80%. The GIS technique has provided an efficient environment for analyses of handling large spatial data. The outcome of the research work will be helpful in better planning and management of groundwater resources.
机译:伯德旺区是西孟加拉邦受铁污染的地区之一。在当前的研究工作中,考虑了各种控制因素,即地质,土壤,降雨,土地利用土地覆盖,以划定Burdwan地区内潜在的铁污染区(PICZ)。在ArcGIS 10.1平台中,基于模糊逻辑技术,分别为各种输入因子及其子类分配权重和等级。通过建模得出的PICZ大致分为“适合”和“不适合”两类,其中总面积的33%(2313 km〜2)属于不适合PICZ,表明这些地区的地下水为由于铁污染而不能饮用。使用三种不同的方法进一步验证模型输出,即叠加,成功率和预测率曲线以及地面真实性验证。总共报告了4727个铁污染点用于叠加技术,其中,模型预测的整体精度为87%。成功率曲线(SRC)和预测率曲线(PRC)分别显示89%和83%的准确性。从不合适的PICZ收集和分析水样本以进行地面真相验证,显示出约80%的准确性。 GIS技术为分析处理大型空间数据提供了有效的环境。研究工作的结果将有助于更好地规划和管理地下水资源。

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