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A simulation-based optimization framework for product development cycle time reduction

机译:基于仿真的优化框架,可缩短产品开发周期

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By the mid-1990s, the importance of early introduction of new products to both market share and profitability became fully understood. Thus, reducing product time-to-market became an essential requirement for continuous competition. Since product development projects (PDPs) are based on information content and their accompanying information-dominated methods, an efficient methodology for reducing PDP time initially requires developing an understanding of the information flow among different project processes. One tool that helps achieving this understanding is the design structure matrix (DSM). Because much of the time involved in a complex PDP is attributable to its expensive iterative nature, resequencing project activities for efficient execution become the next requirement. This paper presents a simulation-based optimization framework that determines the optimal sequence of activities execution within a PDP that minimizes project total iterative time given stochastic activity durations. A mathematical model representing the problem is built as an MS Excel module and Visual Basic for Applications (VBA) is used to interface this module with a metaheuristic optimization algorithm called Simulated Annealing and commercial risk analysis software "Crystal Ball" to solve the model.
机译:到1990年代中期,人们已经充分认识到了尽早引入新产品对市场份额和盈利能力的重要性。因此,减少产品上市时间成为持续竞争的基本要求。由于产品开发项目(PDP)基于信息内容及其伴随的信息主导方法,因此,减少PDP时间的有效方法最初需要发展对不同项目流程之间信息流的理解。设计结构矩阵(DSM)是帮助实现这种理解的一种工具。由于复杂PDP的大部分时间都归因于其昂贵的迭代性质,因此对项目活动进行重新排序以有效执行成为下一个需求。本文提出了一种基于仿真的优化框架,该框架确定了PDP中活动执行的最佳顺序,该活动顺序可以在给定随机活动持续时间的情况下最大程度地缩短项目总迭代时间。代表该问题的数学模型被构建为MS Excel模块,并且使用Visual Basic for Applications(VBA)将该模块与称为模拟退火的超启发式优化算法和商业风险分析软件“ Crystal Ball”对接,以解决该模型。

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