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非正态分布参数的车辆零件可靠性稳健设计 总被引:7,自引:2,他引:7
将可靠性优化设计理论、可靠性灵敏度技术与稳健设计方法相结合,讨论了具有非正态分布参数的车辆零件的可靠性稳健设计问题,提出了可靠性稳健设计的计算方法。把可靠性灵敏度溶入可靠性优化设计模型之中,将可靠性稳健设计归结为满足可靠性要求的多目标优化问题。在基本随机参数的前四阶矩已知的情况下,通过计算机程序可以实现具有非正态分布参数的车辆零件的可靠性稳健设计,迅速准确地得到具有非正态分布参数的车辆零件的可靠性稳健设计信息。数值算例表明所提出的方法是一种非常方便和实用的可靠性稳健设计方法。 相似文献
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In the reliability designing procedure of the vehicle components, when the distribution styles of the random variables are unknown or non-normal distribution, the result evaluated contains great error or even is wrong if the reliability value R is larger than 1 by using the existent method, in which case the formula is necessary to be revised. This is obviously inconvenient for programming. Combining reliability-based optimization theory, robust designing method and reliability based sensitivity analysis, a new method for reliability robust designing is proposed. Therefore the influence level of the designing parameters’ changing to the reliability of vehicle components can be obtained. The reliability sensitivity with respect to design parameters is viewed as a sub-objective function in the multi-objective optimization problem satisfying reliability constraints. Given the first four moments of basic random variables, a fourth-moment technique and the proposed optimization procedure can obtain reliability-based robust design of automobile components with non-normal distribution parameters accurately and quickly. By using the proposed method, the distribution style of the random parameters is relaxed. Therefore it is much closer to the actual reliability problems. The numerical examples indicate the following: (1) The reliability value obtained by the robust method proposed increases (>0.04%) comparing to the value obtained by the ordinary optimization algorithm; (2) The absolute value of reliability-based sensitivity decreases (>0.01%), and the robustness of the products’ quality is improved accordingly. Utilizing the reliability-based optimization and robust design method in the reliability designing procedure reduces the manufacture cost and provides the theoretical basis for the reliability and robust design of the vehicle components. 相似文献
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将可靠性优化设计理论、可靠性灵敏度技术与稳健设计方法相结合,讨论具有非正态随机参数的机械零件的可靠性稳健设计问题,提出可靠性稳健设计的计算方法。将可靠性灵敏度溶入可靠性优化设计模型之中,将可靠性稳健设计归结为满足可靠性要求的多目标优化问题。利用四阶矩技术在基本随机参数的前四阶矩已知的情况下,通过计算机程序可以实现具有非正态随机参数的机械零件的可靠性稳健设计,迅速准确地得到具有非正态随机参数的机械零件的可靠性稳健设计信息。数值算例表明文中所提方法是一种非常方便和实用的可靠性稳健设计方法。 相似文献
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在求解具有非线性相关性结构的可靠性设计优化问题时,现有的相关性处理方法在某些情况下可能会得到精度较低的优化结果。基于Copula函数提出了一种可靠性优化设计方法,用于求解存在非线性相关性结构的可靠性优化设计问题。该方法根据已知的样本对各备选Copula函数进行参数估计,并根据AIC准则选出最优Copula函数。根据最优Copula函数,构建联合概率分布函数,最后求解结构可靠性优化设计问题。通过两个数值算例验证了该方法的有效性,并讨论了不同Copula函数对优化结果的影响。 相似文献
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Yimin Zhang 《Frontiers of Mechanical Engineering in China》2008,3(4):369-376
The level of automobile design and manufacturing is an important sign of leadership in science and technology and economic
power. The achievements of theories and methods for reliability-based design of automobiles in China are reviewed. For reliability-based
design, the theories and practices, optimization, sensitivity, and robustness are estimated. The techniques of reliability-based
design for automobiles are developed. The techniques service to the “hollow” phenomena of kernel technology, product innovative
power, and independent development power can be solved. 相似文献
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以实现多目标问题的可靠性稳健优化设计为目标,通过对目标函数和约束条件进行灵敏度分析,生成目标函数和约束函数的灵敏度附加项,建立了基于灵敏度附加目标函数的可靠性稳健优化设计模型;基于独立公理,使用正交试验和方差分析技术确定设计变量对各个设计目标的影响程度,将设计参数按无耦合或准耦合设计形式分组,把多目标优化问题单目标化,避免多个设计目标之间的反复权衡;结合增广乘子法,应用MATLAB的优化和符号工具箱来实现钳形盘式制动器的可靠性稳健优化设计。算例表明,提出的稳健设计方法具有较高的精度和可靠度。 相似文献
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提出一种新的可靠性优化设计方法来解决小样本可靠性优化设计问题。首先用贝叶斯理论进行结构可靠性预测,给出贝叶斯可靠度的概念;然后建立贝叶斯可靠性优化设计的数学模型,提出贝叶斯可靠性优化设计的数值方法。数值算例验证了所提方法的有效性和正确性。 相似文献
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In the present research, the reliability-based design optimization (RBDO) of labyrinth weirs has been investigated. The optimization problem is formulated such that the optimal shape of trapezoidal labyrinth weir described by a number of variables is found by minimizing the volume of the trapezoidal labyrinth weir and maximizing the reliability index. The constraint conditions are the weir geometric shape and its different ratios. In order to achieve this purpose, a framework is presented whereby non-dominated sorting genetic algorithm (NSGA-II) is integrated with monte carlo simulation (MCS) method to solve the RBDO approach of trapezoidal labyrinth weirs. The proposed method is applied to UTE Dam labyrinth weir, and the results are compared with the real one. The results show the need for design based on reliability in the labyrinth weirs that propose using RBDO for weir design. The results showed that RBDO approach can achieve a more reliable design in addition to reducing the volume of the trapezoidal labyrinth weir. Finally, the sensitivity analysis of the parameters effective on the reliability index revealed that three design variables of weir width, total upstream head and discharge coefficient are the main parameters affecting weir RBDO solution. 相似文献
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LIU Deshun YUE Wenhui ZHU Pingyu Hunan Provincial Key Laboratory of Health Maintenance for Mechanical Equipment Hunan University of Science Technology Xiangtan China DU Xiaoping Department of Mechanical Aerospace Engineering University of Missouri-Rolla Rolla M USA 《机械工程学报(英文版)》2006,19(4):514-518
Conventional reliability-based design optimization (RBDO) requires to use the most probable point (MPP) method for a probabilistic analysis of the reliability constraints. A new approach is presented, called as the minimum error point (MEP) method or the MEP based method, for reliability-based design optimization, whose idea is to minimize the error produced by approximating performance functions. The MEP based method uses the first order Taylor's expansion at MEP instead of MPP. Examples demonstrate that the MEP based design optimization can ensure product reliability at the required level, which is very imperative for many important engineering systems. The MEP based reliability design optimization method is feasible and is considered as an alternative for solving reliability design optimization problems. The MEP based method is more robust than the commonly used MPP based method for some irregular performance functions. 相似文献
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考虑曳引绳刚度在电梯运行过程中具有变刚度的特性,利用Lagrange方程对电梯系统建立了7自由度的振动微分方程,通过试验设计方法得出随机变量与系统频率响应的数值关系,利用人工神经网络技术获得随机变量与频率响应之间的显性函数关系式。根据激振频率与固有频率之比不超过规定值的关系准则,定义了电梯系统纵向振动的可靠性模式,运用频率可靠性分析方法,提出多频激励情况下的系统的频率可靠性及其敏感度的分析方法。在此基础上,结合可靠性敏感度理论与稳健设计方法,将可靠性敏感度融入到目标优化设计中,建立系统频率可靠性鲁棒设计模型。通过工程算例,将可靠性敏感度理论和稳健设计方法应用到电梯系统设计当中,得到满足鲁棒设计要求的随机参数值。结果表明,该方法具有较高的计算效率和求解精度,可以作为电梯系统稳健设计的理论依据。 相似文献
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基于四阶矩技术,提出了1种连杆的可靠性灵敏度设计的数值计算方法,并对这种计算方法的精确性做了比较,给出了可靠性灵敏度的变化规律,研究了非正态分布参数的改变对连杆可靠性的影响,为分析和修改连杆的可靠性提供了理论依据. 相似文献