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Small Sample Competing Failure Model of Cylinder Liners in Diesel Engines

机译:柴油发动机气缸衬套的小样本竞争模型

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摘要

In order to deal with the small sample problem in practical reliability analysis of the diesel engine cylinder liner, the method and the steps of using support vector machine to build a regression prediction model to eventually develop the competing failure model of diesel engine cylinder liner are proposed. As proposed, more samples are generated by use of the regression prediction model and the quasi maximum likelihood method is used to separately estimate the occurring patterns of two failure models, including abrasion deterioration and pyrolysis. The scientificity and effectiveness of this method was demonstrated through calculation of examples and comparison of results.
机译:为了处理柴油发动机筒衬套的实际可靠性分析中的小样本问题,使用支持向量机建立回归预测模型的方法和步骤,以最终开发柴油发动机缸衬套的竞争模型。如所提出的那样,通过使用回归预测模型产生更多样本,并使用准最大似然法分别估计两个故障模型的发生模式,包括磨损劣化和热解。通过计算实例和结果的比较来证明这种方法的科学性和有效性。

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