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Schedule and cost integrated estimation for complex product modeling based on Weibull distribution

机译:基于威布尔分布的复杂产品建模的进度和成本综合估算

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Schedule and cost factors are largely related to the successful performance of a complex product manufacturing or acquisitions processes. Nonetheless, traditional statistics methods cannot effectively meet the requirement of the complex product management. In this paper, the Weibull distribution with modified least squares estimation (LSE) method is utilized to estimate the integration of schedule and cost. Firstly, the explanation of 3-parameter Weibull probability distribution function for estimation the integrated schedule and cost is demonstrated. In addition, the multi-peaks Weibull distribution is proposed for large complex product modeling consisted of several subsystems. Moreover, a modified LSE method for Weibull parametric analysis is proposed reflecting the latest schedule-cost integration status where the old data will be forgotten with the data accumulation, instead of treating all the data equally. Last but not least, the comparison with other statistics methods demonstrates the effectiveness of method in this research. The illustration using complex system samples also shows that the estimation of schedule and cost integrated based on multi-peaks Weibull distribution is viable and efficient.
机译:进度和成本因素在很大程度上与复杂产品制造或采购流程的成功执行有关。但是,传统的统计方法无法有效满足复杂产品管理的要求。本文采用修正最小二乘估计(LSE)的威布尔分布来估计进度和成本的集成。首先,说明了用于估计综合进度和成本的三参数威布尔概率分布函数。此外,针对由多个子系统组成的大型复杂产品建模,提出了多峰Weibull分布。此外,提出了一种用于威布尔参数分析的改进的LSE方法,该方法反映了最新的计划成本集成状态,在该状态下,随着数据的积累,旧数据将被遗忘,而不是平等地对待所有数据。最后但并非最不重要的一点是,与其他统计方法的比较证明了该方法在本研究中的有效性。使用复杂系统样本进行的说明还表明,基于多峰Weibull分布对进度和成本进行集成的估算是可行且高效的。

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