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A SIMULATION-BASED OPTIMIZATION APPROACH TO POLYMER EXTRUSION FILTER DESIGN

机译:聚合物挤出过滤器设计的基于仿真的优化方法

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In this work, we propose methods for evaluating filter performance and use these methods in an optimization framework to find parameters that maximize the lifetime of the filter while minimizing the amount of debris that escapes. We couple a three-dimensional computational tool that models the deposition process within the filter with optimization algorithms that use the output from the simulator to search the design space. This is a difficult problem that is not described by a differentiable function, since function evaluations are given by a 'black-box' simulator. We apply derivative-free techniques to analyze the behaviour of the filter and to gain insight into effective filter design. We discuss these techniques, along with our approaches to the mathematical formulation, and present numerical results and discuss future directions for this work.
机译:在这项工作中,我们提出了评估过滤器性能的方法,并在优化框架中使用了这些方法,以找到可最大化过滤器寿命并同时将逸出的碎屑降至最低的参数。我们将三维计算工具与优化算法结合使用,该建模工具可对过滤器内的沉积过程进行建模,优化算法使用模拟器的输出来搜索设计空间。这是一个困难的问题,无法通过微分函数来描述,因为函数评估是由“黑匣子”模拟器提供的。我们应用无导数技术来分析过滤器的行为并深入了解有效的过滤器设计。我们将讨论这些技术以及数学公式化方法,并提供数值结果并讨论这项工作的未来方向。

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