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Set-Based Design, Model-Based Systems Engineering, and Sequential Decision Processes

机译:基于集合的设计,基于模型的系统工程和顺序决策过程

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摘要

An emerging concept to overcome the challenges of exploring a large, complex and expensive solution space such as with Department of Defense systems is to employ Set-Based Design tightly coupled to Model-Based Systems Engineering, and to treat the design process formally as a Sequential Decision Process in order to enable its analysis. This concept recognizes that designers start with a broad set of potential solutions, apply models of lower fidelity and analysis techniques in the design process to reduce the size of the consideration set. and then sequentially advance through smaller sets of solutions using models of increasing fidelity that help provide tighter bounds until a design is selected. This paper summarizes ongoing research and presents theoretical developments in the formalization of the Sequential Decision Process modeling coupled to Set-Based Design and Model-Based Systems Engineering.
机译:克服探索大型,复杂且昂贵的解决方案空间(如国防部系统)所面临挑战的新兴概念是采用紧密结合基于模型的系统工程的基于集合的设计,并将设计过程正式视为顺序的决策过程,以便对其进行分析。这个概念认识到,设计师从广泛的潜在解决方案入手,在设计过程中应用低保真度的模型和分析技术,以减少考虑因素的规模。然后依次使用保真度提高的模型逐步推进较小的解决方案集,这些模型有助于提供更严格的界限,直到选择设计为止。本文总结了正在进行的研究,并提出了与基于集的设计和基于模型的系统工程相结合的顺序决策过程建模形式化的理论进展。

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