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Hydraulic Head Interpolation in an Aquifer Unit Using ANFIS and Ordinary Kriging

机译:使用ANFIS和普通Kriging的含水层单元中的水力头插补

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摘要

In this study, Ordinary Kriging (OK), and Adaptive Neuro Fuzzy based Inference System (anfis) are evaluated for assessing hydraulic head distribution in an aquifer unit covering 40 km~2. Cartesian coordinates of the samples were used as inputs of anfis. Calibrated models are used to interpolate the hydraulic head distribution on a 50 m square - grid. Both simulations have realistic pattern (R2 > 0.97) even if OK performs slightly better than ANFIS at sampling location. The two methods capture different patterns. The Comparison of the two distributions allow for identifying area of estimate uncertainty, what can be used to improve the sampling network.
机译:在这项研究中,对普通克里格法(OK)和基于自适应神经模糊的推理系统(anfis)进行了评估,以评估覆盖40 km〜2的含水层单元中的水力压头分布。样本的笛卡尔坐标用作anfis的输入。校准模型用于对50 m方格上的水头分配进行插值。即使“确定”在采样位置处的性能比ANFIS稍好,这两种模拟都具有逼真的模式(R2> 0.97)。两种方法捕获不同的模式。两种分布的比较可以确定估计不确定性区域,可以用来改善采样网络。

著录项

  • 来源
    《Computational intelligence》|2009年|p.265-276|共12页
  • 会议地点 Funchal-Madeira(PT);Funchal-Madeira(PT)
  • 作者单位

    Mugla University, Geological Engineering Department, 48000 Kotekli Mugla, Turkey;

    MINES ParisTech, Geosciences Department 35 rue Saint-Honor6,77305 Fontainebleau, France;

    MINES ParisTech, Geosciences Department 35 rue Saint-Honor6,77305 Fontainebleau, France;

    CNRS/UPMC, UMR Sisyphe 7619, BP 105, Tour 55-56, 4 place Jussieu, 75252 Paris, France;

    Cemagref, UR Hydrosystems and Bioprocesses, P.B. 44, 92163 Antony Cedex, France;

    Cemagref, UR Hydrosystems and Bioprocesses, P.B. 44, 92163 Antony Cedex, France;

  • 会议组织
  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类 计算技术、计算机技术;
  • 关键词

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