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GENSIM 2.0: A Customizable Process Simulation Model for Software Process Evaluation

机译:GENSIM 2.0:用于软件过程评估的可自定义过程仿真模型

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摘要

Software process analysis and improvement relies heavily on empirical research. Empirical research requires measurement, experimentation, and modeling. Moreover, whatever evidence is gained via empirical research is strongly context dependent. Thus, it is hard to combine results and capitalize upon them in order to improve software development processes in evolving development environments. The process simulation model GENSIM 2.0 addresses these challenges. Compared to existing process simulation models in the literature, the novelty of GENSIM 2.0 is twofold: (1) The model structure is customizable to organization-specific processes. This is achieved by using a limited set of macro-patterns. (2) Model parameters can be easily calibrated to available empirical data and expert knowledge. This is achieved by making the internal model structures explicit and by providing guidance on how to calibrate model parameters. This paper outlines the structure of GENSIM 2.0, shows examples of how to calibrate the simulator to available empirical data, and demonstrates its usefulness through two application scenarios. In those scenarios, GENSIM 2.0 is used to rank feasible combinations of verification and validation (V&V) techniques with regards to their impact on project duration, product quality and resource consumption. Though results confirm the expectation that doing more V&V earlier is generally beneficial to all project performance dimensions, the exact rankings are sensitive to project context.
机译:软件过程分析和改进在很大程度上依赖于经验研究。实证研究需要测量,实验和建模。此外,通过实证研究获得的任何证据都强烈依赖于上下文。因此,难以组合结果并利用它们来改善不断发展的开发环境中的软件开发过程。流程模拟模型GENSIM 2.0解决了这些挑战。与文献中现有的过程仿真模型相比,GENSIM 2.0的新颖性有两个方面:(1)模型结构可针对组织特定的过程进行定制。这是通过使用有限的宏模式集来实现的。 (2)可以容易地将模型参数校准为可用的经验数据和专家知识。这可以通过使内部模型结构明确并提供有关如何校准模型参数的指导来实现。本文概述了GENSIM 2.0的结构,显示了如何将模拟器校准为可用的经验数据的示例,并通过两个应用场景演示了其有用性。在这些情况下,GENSIM 2.0用于对验证和确认(V&V)技术对项目持续时间,产品质量和资源消耗的影响进行排序。尽管结果证实了这样的期望,即尽早进行V&V通常对所有项目绩效维度都有利,但确切的排名对项目环境很敏感。

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