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A Modeling Method of Stochastic Parameters' Inverse Gauss Process Considering Measurement Error under Accelerated Degradation Test

机译:考虑加速降解试验下测量误差考虑测量误差的随机参数逆高斯进程的建模方法

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摘要

To solve the problem that the individual differences and the measurement errors affect the accuracy of life estimation in accelerated degradation test, the inverse Gauss process with stochastic parameters is applied in the accelerated degradation test with the consideration of the influence of individual differences, and the analysis of measurement uncertainty is carried out. An inverse Gauss accelerated degradation model considering both individual differences and measurement errors is established. In the maximum likelihood estimation of parameters, Genetic Algorithm and Monte Carlo integral are used to solve the problems caused by complex integral and the unobservable measurement errors in the calculation process. Finally, the proposed method is verified by the Monte Carlo simulation under the constant accelerated stress and step accelerated stress and the illustrative example of electrical connectors under the constant acceleration stress, respectively. The results show that the modeling tool is useful for improving the accuracy of the life prediction and the reliability evaluation.
机译:为了解决个体差异和测量误差影响加速降解试验中的寿命估计的精度的问题,通过考虑个体差异的影响以及分析,将具有随机参数的逆高斯过程应用于加速降解测试,以及分析进行测量不确定性。建立了一种逆高斯加速劣化模型,考虑了各种差异和测量误差。在参数的最大似然估计中,遗传算法和蒙特卡罗积分用于解决计算过程中复杂积分和不可观察的测量误差引起的问题。最后,通过在恒定的加速应力和步进加速应力下通过蒙特卡罗模拟验证所提出的方法,以及在恒定加速度应力下的电连接器的说明性示例。结果表明,建模工具可用于提高寿命预测的准确性和可靠性评估。

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  • 来源
    《Mathematical Problems in Engineering》 |2019年第11期|9752920.1-9752920.11|共11页
  • 作者单位

    Yanshan Univ Minist Educ China Key Lab Adv Forging & Stamping Technol & Sci Qinhuangdao 066004 Hebei Peoples R China|Yanshan Univ Hebei Key Lab Heavy Machinery Fluid Power Transmi Qinhuangdao 066004 Hebei Peoples R China;

    Yanshan Univ Minist Educ China Key Lab Adv Forging & Stamping Technol & Sci Qinhuangdao 066004 Hebei Peoples R China|Yanshan Univ Hebei Key Lab Heavy Machinery Fluid Power Transmi Qinhuangdao 066004 Hebei Peoples R China;

    Yanshan Univ Minist Educ China Key Lab Adv Forging & Stamping Technol & Sci Qinhuangdao 066004 Hebei Peoples R China|Yanshan Univ Hebei Key Lab Heavy Machinery Fluid Power Transmi Qinhuangdao 066004 Hebei Peoples R China;

    Yanshan Univ Minist Educ China Key Lab Adv Forging & Stamping Technol & Sci Qinhuangdao 066004 Hebei Peoples R China|Yanshan Univ Hebei Key Lab Heavy Machinery Fluid Power Transmi Qinhuangdao 066004 Hebei Peoples R China;

    Yanshan Univ Minist Educ China Key Lab Adv Forging & Stamping Technol & Sci Qinhuangdao 066004 Hebei Peoples R China|Yanshan Univ Hebei Key Lab Heavy Machinery Fluid Power Transmi Qinhuangdao 066004 Hebei Peoples R China;

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