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Sintered silver finite element modelling and reliability based design optimisation in power electronic module

机译:电力电子模块中烧结银有限元建模和基于可靠性的设计优化

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This paper discusses the design for reliability of a sintered silver structure in a power electronic module based on the computational approach that composed of high fidelity analysis, reduced order modelling, numerical risk analysis, and optimisation. The methodology was demonstrated on sintered silver interconnect sandwiched between silicon carbide chip and copper substrate in a power electronic module. In particular, sintered silver reliability due to thermal fatigue material degradation is one of the main concerns. Thermo-mechanical behaviour of the power module sintered silver joint structure is simulated by finite element analysis for cyclic temperature loading profile in order to capture the strain distribution. The discussion was on methods for approximate reduced order modelling based on interpolation techniques using Kriging and radial basis functions. The reduced order modelling approach uses prediction data for the thermo-mechanical behaviour. The fatigue lifetime of the sintered silver interconnect and the warpage of the interconnect layer was particular interest in this study. The reduced order models were used for the analysis of the effect of design uncertainties on the reliability of the sintered silver layer. To assess the effect of uncertain design data, a method for estimating the variation of reliability related metrics namely Latin Hypercube sampling was utilised. The product capability indices are evaluated from the distributions fitted to the histogram resulting from Latin Hypercube sampling technique. A reliability based design optimisation was demonstrated using Particle Swarm Optimisation algorithm for constraint optimisation task consists of optimising two different characteristic performance metrics such as the thermo-mechanical plastic strain accumulation per cycle on the sintered layer and the thermally induced warpage. Crown Copyright (C) 2015 Published by Elsevier Ltd. All rights reserved.
机译:本文基于高保真度分析,降阶建模,数值风险分析和优化组成的计算方法,讨论了电力电子模块中烧结银结构可靠性的设计。该方法在功率电子模块中夹在碳化硅芯片和铜基板之间的烧结银互连上得到了证明。特别地,由于热疲劳材料降解而导致的烧结银可靠性是主要关注的问题之一。通过有限元分析来模拟功率模块烧结银接头结构的热机械行为,以获取循环温度载荷曲线,以捕获应变分布。讨论的是基于使用Kriging和径向基函数的插值技术的近似降阶建模方法。降阶建模方法将预测数据用于热机械行为。烧结银互连的疲劳寿命和互连层的翘曲在本研究中特别引起关注。降阶模型用于分析设计不确定性对烧结银层可靠性的影响。为了评估不确定设计数据的影响,采用了一种估计可靠性相关指标变化的方法,即拉丁超立方体采样。产品能力指数是根据拉丁Hypercube抽样技术得出的直方图拟合分布进行评估的。使用粒子群优化算法对约束优化任务进行了基于可靠性的设计优化,该优化任务包括优化两个不同的特性性能指标,例如烧结层上每个周期的热机械塑性应变累积和热致翘曲。 Crown版权所有(C)2015,由Elsevier Ltd.发行。保留所有权利。

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