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Automatic Design of Fuzzy Rules using GA for fault Detection in Cracked Structures

机译:使用GA在裂纹结构中进行故障检测的模糊规则自动设计

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Vibration-based inspection is an area of active research. This paper provides an overview of methods to detect, locate, and characterize damage in structural and mechanical systems by examining changes in measured vibration response. In order to investigate the prevailing effects of damage present in the structure under examination, a mathematical model of the damage must be introduced into the model of the structure at the location of the fault. While focusing on transverse vibrations, a simple stiffness reduction of the damaged region was used. In the present work the vibration parameters (relative first three natural frequencies) of the cracked structure are treated in a controller. Lots of evolutionary techniques have been used in fusion with fuzzy logic. The controller proposed in the paper is designed using fuzzy logic & genetic algorithm. Here the fuzzy rules are optimized by using genetic algorithm. Using the controller, the crack locations (relative crack depth & relative crack location) can be determined.
机译:基于振动的检查是一个积极研究的领域。本文通过检查测量振动响应的变化,概述了检测,定位和表征结构和机械系统中损坏的方法。为了探讨在检查中结构中存在的损伤的损害效果,必须将损坏的数学模型引入故障位置的结构模型中。在聚焦横向振动的同时,使用损坏区域的简单刚度降低。在本工作中,在控制器中处理裂缝结构的振动参数(相对的前三个固有频率)。用模糊逻辑融合已经使用了许多进化技术。本文提出的控制器采用模糊逻辑和遗传算法设计。这里通过使用遗传算法优化模糊规则。使用控制器,可以确定裂缝位置(相对裂纹深度和相对裂缝位置)。

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