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About Possibilities for Real and Alleged Uncertainties within Numerical Optimization Processes

机译:关于数值优化过程中实际不确定性和所谓不确定性的可能性

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Within the usual product design process uncertainties are quite common and can be handled by well standardized procedures like Six Sigma or Robust Design methods. During the last years, numerical optimization is increasingly applied for the improvement of product qualities. However, there exist some kinds of real and also alleged uncertainties in this context that stem from different sources and may harm the successful utilization of the latter. It is necessary to understand theses coherencies in order to work properly within the optimization design process. This survey points out possible causes of uncertainties within the optimization process, their sources and impacts with respect to simulation, as well as alleged uncertainties, which are often dealt with in an inappropriate way. The focus lies on the design process itself, represented by the simulation and optimization workflow, as well as human factors, represented by uncertain goals respectively knowledge deficiency. The impact of these factors will be shown and possible solutions presented.
机译:在通常的产品设计过程中,不确定性非常普遍,可以通过标准化的程序(例如六西格码(Six Sigma)或稳健的设计方法)来处理。在过去的几年中,数值优化越来越多地用于提高产品质量。但是,在这种情况下,存在着一些实际的和据称的不确定性,这些不确定性源于不同的来源,并可能损害后者的成功利用。有必要了解这些一致性,以便在优化设计过程中正常工作。这项调查指出了优化过程中不确定性的可能原因,其来源以及对仿真的影响以及所谓的不确定性,这些不确定性通常以不适当的方式处理。重点在于以仿真和优化工作流为代表的设计过程本身,以及以不确定目标或知识不足为代表的人为因素。将显示这些因素的影响并提出可能的解决方案。

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