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焊接技术应用于多个领域,近些年焊缝缺陷自动检测技术成为了重要的研究方向。本文基于VGG-16卷积神经网络的良好分类性能,提出一种SC-VGG网络结构,利用合成卷积层替换了单个卷积层,同时改进了训练过程中的损失函数,使网络结构更为关注焊缝缺陷类型预测的结果。经过实验测试,SC-VGG网络结构在训练过程中损失函数曲线可以很好的收敛,与其他网络结构相比对焊缝缺陷特征的提取性能更好,平均准确率和召回率达到了95.86%和98.33%,为焊缝缺陷自动化识别提供了算法支撑。 相似文献
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采用电化学阳极氧化技术在含NH4F的乙二醇电解液中对TiAl合金进行阳极氧化处理。研究阳极氧化对TiAl合金高温氧化行为和力学性能的影响。结果表明:由于“卤素效应”,阳极氧化处理的TiAl合金经高温氧化后表面形成致密、连续的Al2O3氧化膜,有效阻止了氧的内扩散,进而显著提高合金的抗高温氧化性能。经1000℃氧化100 h后,阳极氧化试样增重由未经阳极氧化处理试样的85.86 mg/cm2降至0.67 mg/cm2。另一方面,阳极氧化TiAl合金表面硬度和弹性模量随高温氧化时间延长呈先降低后升高的趋势。阳极氧化TiAl合金在高温服役后,合金的摩擦系数较未经阳极氧化处理试样上升,但表面耐磨性先降低后升高。这是由于TiAl合金经阳极氧化后,表面形成了一层富铝含氟氧化膜,由于氧化膜中F元素在高温氧化过程中与Ti、Al结合形成卤化物,卤化物蒸气选择性扩散在原始氧化膜处形成致密的Al2O3保护膜。阳极氧化对TiAl合金力学性能的影响主要是由于氧化膜中Al2O3的含量变化所致。 相似文献
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To investigate the influence of real leading-edge manufacturing error on aerodynamic performance of high subsonic compressor blades, a family of leading-edge manufacturing error data were obtained from measured compressor cascades. Considering the limited samples, the leading-edge angle and leading-edge radius distribution forms were evaluated by Shapiro-Wilk test and quantile–quantile plot. Their statistical characteristics provided can be introduced to later related researches. The parameterization design method B-spline and Bezier are adopted to create geometry models with manufacturing error based on leading-edge angle and leading-edge radius. The influence of real manufacturing error is quantified and analyzed by self-developed non-intrusive polynomial chaos and Sobol’ indices. The mechanism of leading-edge manufacturing error on aerodynamic performance is discussed. The results show that the total pressure loss coefficient is sensitive to the leading-edge manufacturing error compared with the static pressure ratio, especially at high incidence. Specifically, manufacturing error of the leading edge will influence the local flow acceleration and subsequently cause fluctuation of the downstream flow. The aerodynamic performance is sensitive to the manufacturing error of leading-edge radius at the design and negative incidences, while it is sensitive to the manufacturing error of leading-edge angle under the operation conditions with high incidences. 相似文献
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Forward Variable Area Bypass Injector (FVABI) is one of key components which contributes to modulate the cycle parameters of Variable Cycle Engine (VCE) under various operation conditions. The modeling method of zero-dimensional FVABI was reviewed and its deficiency was analyzed based on FVABI flow characteristic. In order to improve the accuracy of VCE performance simulation, the high-fidelity modeling method of FVABI was developed based on its working characteristics. Then it was coupled with the zero-dimensional VCE model and the multi-level VCE model was built. The results indicate that the geometric and aerodynamic parameters can affect the interaction between the two airflows and the zero-dimensional FVABI model is too simple to predict the component performance accurately, especially when the FVABI inner bypass is chocked. Based on the performance curves for single bypass mode and the regression model of multi-scale support vector regression for double bypass mode, the high-fidelity model can predict FVABI performance accurately and rapidly. The integration of high-fidelity FVABI model into zero-dimensional VCE model can be done by adjusting iterative variables and balance equations. The multi-level model has good convergence and it can predict VCE performance when the FVABI inner bypass is chocked. 相似文献
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Delamination represents one of the most severe failure modes in composite laminates, especially when they are subjected to uniaxial compression loads. The evaluation of the delamination damage has always been an essential issue of composite laminates for durability and damage tolerance in engineering practice. Focusing on the most typical and representative elliptical delamination issue, an analytical model simultaneously considering the conservative buckling process and non-conservative delamination propagation process is implemented. Various computational cases considering different delamination depths, directions, aspect ratios, and areas are established, and the predicted results based on the analytical model are carefully compared. Effects of these geometrical delamination parameters on the buckling, delamination propagation, and failure behaviors of composite laminates are thoroughly analyzed, and innovative evaluation principles of the delamination damage have been concluded. It is found that the delamination area is the key factor that truly affecting the failure behaviors of delaminated composites, and the local / global buckling and failure loads show clear linearity with the delamination area, whilst the delamination depth and direction only have slight effects. 相似文献