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An approach for integrating fuzzy rule system in hydrological modeling

机译:模糊规则系统在水文建模中的集成方法

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摘要

When uncertainty is important, the fuzzy set theory offers a framework for processing qualitative information. In such a model, variables are treated as fuzzy numbers and calculations are replaced by inference rules. Therefore, we built some tools in order to introduce qualitative knowledge in the field of hydrology.rnFirstly, a C library has been developed, including basic fuzzy tools.rnSecondly, we built a fuzzy rule model software in which several algorithms are taken into account : defuzzification, aggregation rule, logical operator definition. The case-study concerns the determination of the ten year runoff coefficient in the Sahel area for which an evaluation method is based on three variables : the area and the slope of the basin, and an infiltrability index. In the classical ORSTOM method, the runoff coefficient is determined by interpolation between these variables on predefined curves. In the fuzzy approach, the runoff coefficient is computed by combination of fuzzy rules defined by the expert knowledge. The comparison shows a good agreement between the two methods.rnLastly, a specific fuzzy library has been implemented in a GIS in order to apply fuzzification and inference rules operations to raster maps.
机译:当不确定性很重要时,模糊集理论为处理定性信息提供了一个框架。在这样的模型中,变量被视为模糊数,并且计算被推理规则代替。因此,我们建立了一些工具以介绍水文学领域的定性知识。解模糊,聚合规则,逻辑运算符定义。案例研究涉及萨赫勒地区十年径流系数的确定,为此,评估方法基于三个变量:流域的面积和坡度以及渗透性指数。在经典的ORSTOM方法中,径流系数是通过在预定义曲线上的这些变量之间进行插值确定的。在模糊方法中,径流系数是通过结合专家知识定义的模糊规则来计算的。比较表明这两种方法之间有很好的一致性。最后,为了将模糊化和推理规则操作应用于栅格地图,在GIS中实现了特定的模糊库。

著录项

  • 来源
    《Hydraulic engineering software VII》|1998年|395-404|共10页
  • 会议地点 Villa Olmo(IT);Villa Olmo(IT)
  • 作者

    F. Delclaux;

  • 作者单位

    UMR Geofluides-Bassin-Eau (CNRS-0RST0M-UM2), ORSTOM Hydrologie, BP5045, 34032 Montpellier Cedex, France;

  • 会议组织
  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类 TP399:TV;
  • 关键词

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