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Decision-Making with Probabilistic Reasoning in Engineering Design

机译:工程设计中概率推理的决策

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摘要

The goal of decision making is to select the most suitable option from a number of possible alternatives. Which is easy, if all possible alternatives are known and evaluated. This case is rarely encountered in practice; especially in product development, decisions often have to be made under uncertainty. As uncertainty cannot be avoided or eliminated, actions have to be taken to deal with it. In this paper a tool from the field of artificial intelligence, decision networks, is used. Decision networks utilize probabilistic reasoning to model uncertainties with probabilities. If the influence of uncertainty cannot be avoided, a variation of the product is necessary so that it adjusts optimally to the changed situation. In contrast, robust products are insensitive to the influence of uncertainties. An application example from the engineering design has shown, that a conclusion about the robustness of a product for possible scenarios can be made by the usage of the decision network. It turned out that decision networks can support the designer well in making decisions under uncertainty.
机译:决策的目标是从许多可能的替代方案中选择最合适的选项。如果所有可能的替代方案都是已知和评估的,那很容易。这种情况很少在实践中遇到;特别是在产品开发中,通常必须在不确定性下进行决策。由于无法避免或消除不确定性,必须采取行动来处理它。在本文中,使用了人工智能,决策网络领域的工具。决策网络利用概率推理来模拟概率的不确定性。如果不能避免不确定性的影响,则必须进行产品的变化,以便它对变化的情况进行最佳地调整。相比之下,强大的产品对不确定性的影响不敏感。来自工程设计的应用示例已经显示,可以通过决策网络的使用可以进行关于可能场景的产品的稳健性的结论。事实证明,决策网络可以很好地支持设计师在不确定性下做出决策。

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