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Simultaneous Parameter and Tolerance Design for an Electronic Circuit Via Computer Simulation and Statistical Optimization

机译:通过计算机仿真和统计优化设计电路的同时参数和公差设计

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摘要

Conventionally, parameter design is carried out prior to tolerance design for economic reasons. However, a combined parameter and tolerance design may be completed in one stage for further cost reduction and quality improvement. In this study, a simultaneous optimization of component parameter and component tolerance for an electronic circuit design is realized via computer simulation and Response Surface Methodology (RSM). The approach first generates a set of outputs (experimental data) through computer simulation based on various combinations of parameter and tolerance levels as inputs. Then these outputs are converted into a total cost as a response value before applying RSM for statistical analysis and optimization. The response value(total cost) includes quality loss, tolerance cost, and failure cost, which reflect the combined effect of the assigned parameter and tolerance values being assigned. In this study, computer simulation can be carried out by two methods. The first method uses Monte Carlo Simulation to generate the outputs with the condition that the transfer function is known. The second method uses a PSpice simulation program to generate outputs without necessarily knowing the transfer function. The results provide designers with the optimal component parameter and tolerance values, and the critical components, and the response function-all of which are very important during the early design activities as they enable designers to have a repeated application, accurate feedback and appropriate suggestions, particularly under uncertain design conditions.
机译:通常,出于经济原因,参数设计先于公差设计。但是,可以在一个阶段中完成组合的参数和公差设计,以进一步降低成本和提高质量。在这项研究中,通过计算机仿真和响应曲面方法(RSM)实现了电子电路设计的组件参数和组件公差的同时优化。该方法首先基于参数和公差级别的各种组合作为输入,通过计算机模拟生成一组输出(实验数据)。然后,在将RSM应用于统计分析和优化之前,将这些输出转换为总成本作为响应值。响应值(总成本)包括质量损失,公差成本和故障成本,它们反映了分配的参数和分配的公差值的综合效果。在这项研究中,计算机仿真可以通过两种方法进行。第一种方法使用蒙特卡罗模拟在条件为已知传递函数的情况下生成输出。第二种方法使用PSpice仿真程序来生成输出,而不必知道传递函数。结果为设计人员提供了最佳的组件参数和公差值,关键组件以及响应功能,所有这些在早期设计活动中都是非常重要的,因为它们使设计人员能够重复应用,获得准确的反馈和适当的建议,特别是在不确定的设计条件下。

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