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Exploiting Architectural Communities in Early Life Cycle Cost Estimation

机译:在早期生命周期成本估算中开发建筑社区

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System architectures evolve over time. Accordingly, the dynamic properties of architectures reflect how systems respond to change, and this response ultimately impacts cost. In prior work we make an explicit connection between the architectural diagrams of Model-Based Systems Engineering (MBSE), parametric cost estimation, and network science. Specifically, by treating the DoD Architecture Framework (DoDAF) Systems View 3 (SV3) as an adjacency matrix, we assess how the addition of a new subsystem to an immature architecture might grow the existing network. With the subsequent application of parametric cost modeling, we translate anticipated growth into expected cost, thereby quantifying the impact of change. This paper refines that approach. In particular, by using the Girvan-Newman algorithm, the SV3 is initially divided into groups of subsystems such that the number of interfaces is dense within and sparse between groups. Based on this division into “architectural communities” and the prevalence of bridging ties, interfaces generated by the addition of a new subsystem can be faithfully integrated into the existing architecture, adding validity to our growth mechanism. This procedure is illustrated in detail with an example that highlights the importance of this refinement, and it is incorporated within a Monte Carlo simulation that allows the distribution of future costs to be estimated and assessed.
机译:系统架构会随着时间而发展。因此,架构的动态属性反映了系统如何响应更改,并且这种响应最终会影响成本。在先前的工作中,我们在基于模型的系统工程(MBSE)的架构图,参数成本估算和网络科学之间建立了明确的联系。具体来说,通过将DoD体系结构框架(DoDAF)Systems View 3(SV3)视为邻接矩阵,我们评估了如何向不成熟的体系结构添加新的子系统来扩展现有网络。在参数化成本建模的后续应用中,我们将预期增长转化为预期成本,从而量化了变更的影响。本文完善了这种方法。特别地,通过使用Girvan-Newman算法,SV3首先被划分为子系统组,以使接口的数量在组内密集且在组之间稀疏。基于对“建筑社区”的划分和桥接联系的普遍存在,可以将通过添加新子系统而生成的接口忠实地集成到现有体系结构中,从而增加我们的增长机制的有效性。通过突出显示该改进的重要性的示例详细说明了此过程,并将该过程合并到了蒙特卡洛模拟中,该模型允许估算和评估未来成本的分布。

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