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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 multiplicity of design variants (KV) of a technical product (TP), a training structural data set (SDT) specifying the particular design variant (KV) and a training quality value (QT1, QT2, QT3) quantifying a predefined design criterion (K1, K2, K3) are read in in each case as training data (TD). The training data (TD) are taken as a basis for training a Bayesian neural network (BNN) to determine an associated quality value (Q), together with an associated uncertainty comment (UC), on the basis of a structural data set (SD, SSD). Furthermore, a multiplicity of synthetic structural data sets (SSD) are generated and are fed into the trained Bayesian neural network (BNN) which generates a quality value (Q) with an associated uncertainty comment (UC) for each of the synthetic structural data sets (SSD). The uncertainty comments (UC) generated are compared with a predefined reliability comment (REL) and one of the synthetic structural data sets (SD) is selected on the basis thereof. The selected structural data set (SD) is then output for the purpose of producing the technical product (TP).
机译:对于技术产品(TP)的多种设计变体(KV),一种训练结构数据集(SDT),指定特定设计变体(KV)和训练质量值(QT1,QT2,QT3)量​​化预定义设计标准(K1,K2,K3)在每种情况下都被读取为训练数据(TD)。培训数据(TD)作为训练贝叶斯神经网络(BNN)的基础,以基于结构数据集(SD)以及相关的不确定性评论(UC)。(SD ,SSD)。此外,生成多个合成结构数据集(SSD),并被馈送到训练的贝叶斯神经网络(BNN)中,该悲伤的贝叶斯神经网络(BNN)为每个合成结构数据集的相关不确定性评论(UC)生成质量值(Q) (SSD)。将生成的不确定性注释(UC)与预定义可靠性评论(Rel)进行比较,并且在其基础上选择合成结构数据集(SD)之一。然后,为制造技术产品(TP)来输出所选择的结构数据集(SD)。

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