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Cyber fuzzy assessment methods

机译:网络模糊评估方法

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摘要

The assessment of a system's performance is a very important task for its operation, because the results obtained by this action help the designer/user of the system to correct its weaknesses, thus making it more effective. The assessment methods usually utilized in practice are based on the principles of classical, bivalent logic (yes-no). However, in our everyday life they frequently appear assessment situations involving a degree of uncertainty and (or) ambiguity. Fuzzy logic, due to its nature of characterizing a case with multiple values, offers rich resources for dealing with such kind of situations. This gave us several times in past the impulse to apply principles of fuzzy logic for assessment purposes using as tools the corresponding system's total uncertainty (e.g. see [2] and its relevant references, Section of [3], etc) the Center of Gravity (COG) defuzzification technique (e.g. Section of [3], [4], etc) as well as the Triangular (TFAM) (e.g. [1]) and Trapezoidal (TRFAM) (e.g. [5]) Fuzzy Assessment Models, which are recently developed variations of the COG technique. In this presentation we shall use the Fuzzy Numbers (FNs), and in particular the Triangular (TFN) (e.g. [6]) and Trapezoidal (TpFN) Fuzzy Numbers, as an alternative assessment tool. FNs play a fundamental role in fuzzy mathematics, analogous to the role played by the ordinary numbers in classical mathematics. Our results are illustrated by an example, while this alternative assessment approach is compared with the assessment methods of the bivalent (calculation of the means, GPA index) and fuzzy logic (see above) that we have already used in earlier works.
机译:评估系统性能对于系统的运行是非常重要的任务,因为通过此操作获得的结果可帮助系统的设计者/用户纠正其弱点,从而使其更加有效。在实践中通常使用的评估方法基于经典的二价逻辑原理(是-否)。但是,在我们的日常生活中,他们经常出现评估情况,其中涉及一定程度的不确定性和(或)模糊性。模糊逻辑由于具有多个值来描述一个案例的性质,为处理此类情况提供了丰富的资源。过去,这使我们有几次冲动将模糊逻辑原理用于评估目的,使用相应系统的总不确定度(例如,参见[2]及其相关参考,[3]等)作为重心( COG)去模糊化技术(例如[3],[4]等部分)以及三角形(TFAM)(例如[1])和梯形(TRFAM)(例如[5])模糊评估模型开发了COG技术的变体。在本演示中,我们将使用模糊数(FN),尤其是三角形(TFN)(例如[6])和梯形(TpFN)模糊数作为替代评估工具。 FN在模糊数学中起着基本作用,类似于经典数学中普通数所起的作用。我们的结果将通过一个例子加以说明,同时将这种替代评估方法与我们早先已经使用的二价评估方法(均值计算,GPA指数)和模糊逻辑(参见上文)进行了比较。

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