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COMPUTER BASED DESIGN METHOD AND DESIGN SYSTEM

机译:基于计算机的设计方法和设计系统

摘要

For a large number of design variants (KV) of a technical product (TP), a training structure data record (SDT) specifying the respective design variant (KV) and a training quality value (QT1, QT2 , QT3) read in as training data (TD). Using the training data (TD), a Bayesian neural network (BNN) is trained to determine an associated quality value (Q) together with an associated uncertainty specification (UC) using a structural data set (SD, SSD). Furthermore, a large number of synthetic structure data sets (SSD) are generated and fed into the trained Bayesian neural network (BNN), which generates a quality value (Q) with the associated uncertainty information (UC) for each of the synthetic structure data sets (SSD). The generated uncertainty information (UC) is compared with a specified reliability information (REL), and depending on this, one of the synthetic structure data sets (SD) is selected. The selected structure data record (SD) is then output for the manufacture of the technical product (TP).
机译:对于技术产品(TP)的大量设计变体(KV),培训结构数据记录(SDT)指定各个设计变体(kV)和培训质量值(QT1,QT2,QT3)作为训练数据(TD)。使用训练数据(TD),培训贝叶斯神经网络(BNN)以使用结构数据集(SD,SSD)与相关的不确定性规范(UC)一起确定相关的质量值(Q)。此外,生成大量的合成结构数据集(SSD)并馈送到训练的贝叶斯神经网络(BNN)中,该网络(BNN)为每个合成结构数据的相关不确定性信息(UC)生成质量值(Q)套(SSD)。将产生的不确定性信息(UC)与指定的可靠性信息(Rel)进行比较,并且根据此,选择一个合成结构数据集(SD)。然后输出所选结构数据记录(SD)以制造技术产品(TP)。

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