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Evaluation of nuclear equipment technical condition based on support vector machine

机译:基于支持向量机的核设备技术条件评估

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It is difficult to evaluate the technical condition for complicated structure, lack of samples and condition data. In order to solve the problem, a method based on support vector machine (SVM) which had its own advantages of solving the classification and evaluation in the case of limited examples is given. Take the canned motor pump (CMP) for example, the indices' grade model and code coding rules are established, and the technical condition is evaluated by SVM with different kernel functions. The results show that SVM especially with RBF kernel function can get faster calculating speed, high generalization capability and more exact result.
机译:对于结构复杂,样品和条件数据不足的技术条件,很难进行评估。为了解决该问题,提出了一种基于支持向量机的方法,该方法在有限实例的情况下具有解决分类和评价的优点。以罐装电动泵(CMP)为例,建立了指标的等级模型和代码编码规则,并通过具有不同内核功能的支持向量机对技术条件进行了评估。结果表明,支持向量机,特别是具有RBF内核功能的支持向量机,具有更快的计算速度,较高的泛化能力和更精确的结果。

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