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首页> 外文期刊>Journal of intelligent & fuzzy systems: Applications in Engineering and Technology >Evolution model of collaborative production task responding to unplanned perturbations
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Evolution model of collaborative production task responding to unplanned perturbations

机译:协同生产任务对计划外扰动的演化模型

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摘要

Inevitable perturbations have a significant impact on collaborative production (CP) cause that the complexity are greatly increased. In order to assess the impact accurately enterprises to make precise decisions, it is prerequisite to master the dynamic behaviour of CP when changes occur. Accordingly, in this paper, an evolution model for simulating CP task state to perturbations is proposed. Regard CP tasks as a directed weighted complex network (DWCPTN) firstly, and statistical properties of DWCPTN are analysed. Two perturbation cases and two modifications policies are defined followed. Based on above mentioned, evolution model based on cellular automaton (CA) and SIS (Susceptible-Infected-Susceptible) is presented to reveal the varying process by three indices (friction of resolved nodes, convergence time and economic behaviour). Finally, analytic results from a case of a chemical product CP network (CPNCP) are used to illustrate the model and method proposed in this paper. Simulation results shows that unplanned perturbations promote a negative role to CP but the improvements of self-healing can decrease the negative effects efficiently. With the analysis, it can provide insight into ways of improving the strategic and operational decision making for enterprises.
机译:不可避免的干扰会对协同生产(CP)产生重大影响,导致复杂性大大增加。为了准确评估企业做出精确决策的影响,必须掌握变更发生时CP的动态行为。因此,本文提出了一种仿真模型任务状态对扰动的演化模型。首先将CP任务作为有向加权复杂网络(DWCPTN),然后分析DWCPTN的统计属性。定义了两个扰动情况和两个修改策略。在此基础上,提出了基于细胞自动机(CA)和SIS(易感性感染-易感性)的进化模型,通过三个指标(分辨节点的摩擦,收敛时间和经济行为)揭示了变化过程。最后,以某化工产品CP网络(CPNCP)的分析结果为例,说明了本文提出的模型和方法。仿真结果表明,计划外的扰动对CP产生负面影响,但是自我修复的改善可以有效地减少负面影响。通过分析,它可以为改进企业战略和运营决策的方法提供见解。

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