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首页> 外文期刊>Journal of Mechanical Engineering >Failure Prediction of Cross-Ply Laminated Double-Serial Mechanically Fastened Composites using Fuzzy Expert System
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Failure Prediction of Cross-Ply Laminated Double-Serial Mechanically Fastened Composites using Fuzzy Expert System

机译:基于模糊专家系统的交叉层压双串口机械固定复合材料的失效预测

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摘要

The scope of this study is to create a model that predicts failure loads for mechanically fastened composite plates using a fuzzy expert system. The composite material used in the study was manufactured in both a fibre reinforced manner and with glass fibres. The results of a previous experimental study for cross-ply laminated composite plates that were mechanically fastened with two serial pins or bolts were used to model and predict of failure loads. Furthermore, experimental data of a preceding study were obtained with different geometrical parameters for various applied preload moments (pinned/bolted) as 2, 3, 4 and 5 Nm. In this study, a fuzzy expert system and regression analysis methods were applied by using these geometrical parameters and pinned/bolted joint configurations. Therefore, 5 geometrical parameters and 300 test data were used. According to obtained results, it was determined that the fuzzy expert system was more appropriate than the regression analysis method for modelling and prediction. Performances of the fuzzy expert system and regression analysis method were discussed in terms of error ratios and mean absolute deviations.
机译:本研究的范围是创建一个模型,该模型使用模糊专家系统预测机械固定复合板的破坏载荷。该研究中使用的复合材料既以纤维增强方式又以玻璃纤维制成。先前对交叉层压复合板的实验研究结果被用两个连续的销或螺栓机械固定,用于建模和预测破坏载荷。此外,对于2、3、4和5 Nm的各种施加的预紧力矩(​​钉扎/锚固),使用不同的几何参数获得了先前研究的实验数据。在这项研究中,通过使用这些几何参数和固定/螺栓连接的构造,应用了模糊专家系统和回归分析方法。因此,使用了5个几何参数和300个测试数据。根据获得的结果,确定模糊专家系统比回归分析方法更适合建模和预测。从误差比和平均绝对偏差的角度讨论了模糊专家系统和回归分析方法的性能。

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