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Evaluation of GIS-based multicriteria decision analysis and probabilistic modeling for exploring groundwater prospects

机译:评估基于GIS的多准则决策分析和概率模型以探索地下水前景

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Quantification of groundwater resources is indispensable for developing an efficient strategy for sustainable groundwater management. Integration of remote sensing (RS) and geographical information system (GIS) techniques with multicriteria decision analysis (MCDA) has emerged as a powerful tool for the economical and rapid assessment of groundwater resources at a macroscale. The main intent of this study is to evaluate the performance of two GIS-based approaches, namely MCDA as Approach I and probabilistic modeling as Approach II for groundwater prospecting. In Approach I, the thematic layers and their features relevant to groundwater prospect were extracted using RS and GIS, and appropriate weightages were assigned to individual layers and their features based on the analytic hierarchy process (AHP) scale. After the normalization of these weights, the selected thematic layers were integrated in the GIS environment to generate a groundwater prospect map. In Approach II, two probabilistic models, viz. frequency ratio (FR) and weight of evidence (WOE), were used. The FR and WOE probability values were calculated for each of the selected themes and then groundwater prospect maps were generated by overlaying the themes in GIS. The groundwater prospect maps thus obtained by the two approaches were classified into four distinct groundwater potential zones. These maps were verified using the available well-yield data. The verification results indicated that out of the AHP, FR and WOE techniques, the AHP technique is superior (prediction accuracy of 77 %) to the probabilistic models (FR and WOE), though the WOE model also performed reasonably well with a prediction accuracy of 73 %. It is concluded that for more reliable results, the AHP technique can be used for assessing groundwater potential in a given area/region. The findings of this study are useful for the cost-effective identification of suitable well locations as well as for the efficient planning and development of groundwater resources.
机译:量化地下水资源对于制定有效的可持续地下水管理策略必不可少。遥感(RS)和地理信息系统(GIS)技术与多准则决策分析(MCDA)的集成已成为一种强大的工具,可以在宏观上经济,快速地评估地下水资源。这项研究的主要目的是评估两种基于GIS的方法的性能,即MCDA方法I和概率模型方法II用于地下水勘探。在方法I中,使用RS和GIS提取与地下水前景相关的主题图层及其特征,并根据层次分析法(AHP)规模为各个图层及其特征分配适当的权重。在对这些权重进行归一化之后,将选定的主题层整合到GIS环境中以生成地下水前景图。在方法二中,有两个概率模型。使用频率比(FR)和证据权重(WOE)。计算每个选定主题的FR和WOE概率值,然后通过将主题覆盖在GIS中生成地下水前景图。通过两种方法获得的地下水前景图被分为四个不同的地下水潜力区。使用可用的良率数据验证了这些图。验证结果表明,在AHP,FR和WOE技术中,AHP技术优于概率模型(FR和WOE)(预测准确度为77%),尽管WOE模型的预测准确度也相当好。 73%。结论是,为了获得更可靠的结果,AHP技术可用于评估给定区域/区域中的地下水潜力。这项研究的结果对于以经济有效的方式确定合适的井位以及有效规划和开发地下水资源很有用。

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