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Fuzzy discrete-event simulation for modeling uncertain activity duration

机译:模糊离散事件仿真,用于不确定活动持续时间的建模

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Construction-oriented discrete-event simulation often faces the problem of defining uncertain information input, such as subjectivity in selecting probability distributions that result from insufficient or lack of site productivity data. This paper proposes incorporation of fuzzy set theory with discrete-event simulation to handle the vagueness, imprecision and subjectivity in the estimation of activity duration, especially when insufficient or no sample data are available. Based upon an improved activity scanning simulation algorithm, a fuzzy distance ranking measure is adopted in fuzzy simulation time advancement and event selection for simulation experimentation. The uses of the fuzzy activity duration and the probability distribution-modeled duration are compared through a series of simulation experiments. It is observed that the fuzzy simulation outputs are arrived at through only one cycle of fuzzy discrete-event simulation, still they contain all the statistical information that are produced through multiple cycles of simulation experiments when the probability distribution approach is adopted.
机译:面向施工的离散事件模拟通常面临定义不确定的信息输入的问题,例如在选择因现场生产力数据不足或缺乏而导致的概率分布时的主观性。本文建议将模糊集理论与离散事件模拟相结合,以处理活动持续时间估计中的模糊性,不精确性和主观性,尤其是在样本数据不足或没有样本数据时。基于改进的活动扫描仿真算法,在模糊仿真时间提前和事件选择中采用了模糊距离排序方法进行仿真实验。通过一系列模拟实验,比较了模糊活动持续时间和概率分布建模持续时间的用途。可以看出,模糊仿真输出仅通过一个模糊离散事件仿真周期得出,而当采用概率分布方法时,它们仍然包含通过多个仿真实验周期产生的所有统计信息。

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