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A domain-specific modeling approach supporting tool-chain development with Bayesian network models

机译:支持贝叶斯网络模型的域特定的建模方法支持工具链开发

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摘要

Constructing and evaluating a comprehensive tool-chain with commercial off-the-shelf and proprietary tools for the deployment of model-based systems engineering (MBSE) is a challenging and complex task. Specifically, the lack of early assessment during tool-chain development has led to increased research and development costs when unexpected features are developed or poor decisions are made. In this paper, a domain-specific modeling (DSM) approach is proposed to support decision-makings during tool-chain design and to facilitate quantitative assessment of tool-chain features at early-phases. Using this approach, different views of tool-chains are first formalized under a DSM framework. Then the DSM models are transformed to Bayesian network models for supporting the quantitative assessment of related tools in order to analyze the whole tool-chains' features. In the case study, the approach is verified by comparing two MBSE tool-chains for an auto-braking system design. The results indicate that the DSM approach enhances the understanding of tool-chain concepts, promotes the efficiency of MBSE tool-chain development, and verifies the tool-chain in early development phases using a quantitative approach.
机译:构建和评估具有用于部署模型的系统工程(MBSE)的商业现货和专有工具的全面工具链是一个具有挑战性和复杂的任务。具体而言,在工具链发展期间缺乏早期评估导致了在制定意外功能或制定了差的决策时提高了研究和开发成本。在本文中,提出了一种域 - 特异性建模(DSM)方法,以支持工具链设计期间的决策,并促进早期阶段的工具链特征的定量评估。使用这种方法,首先在DSM框架下正式地形成刀具链的不同视图。然后将DSM模型转换为贝叶斯网络模型,以支持相关工具的定量评估,以分析整个工具链的特征。在案例研究中,通过比较用于自动制动系统设计的两个MBSE工具链来验证该方法。结果表明,DSM方法增强了对工具链概念的理解,促进了MBSE工具链发展的效率,并使用定量方法验证早期开发阶段的工具链。

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