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首页> 外文期刊>The International Journal of Advanced Manufacturing Technology >A fuzzy logic-based model in laser-assisted bending springback control
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A fuzzy logic-based model in laser-assisted bending springback control

机译:激光辅助弯曲回弹控制模糊逻辑模型

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摘要

The present investigation deals with the proposal of a fuzzy model able to describe the inherent uncertainties related to manufacturing processes and is applied to a laser-assisted bending process. The use of such a model is aimed at controlling of the springback phenomena, which occurs during the hybrid forming process, for different set of laser process parameters, i.e., initial deflection, laser power, laser scan speed, and number of passes. In particular, the uncertainties are propagated to the residual springback by the General Transformation Method, providing only an input-output relation. The fuzzy results are then compared with the measured data leading to the evaluation of the membership level of the dataset to the uncertain model. The process maps obtained are used to select operational parameters in order to obtain a desired process output, providing as additional information how much the uncertainty of the model and the process varies by changing those operational parameters. The large variability of the process is highlighted by the fuzzy model through large band of uncertainty that occur in all the process maps generated. The fuzzy model has also been used to assess the optimal parameters in order to satisfy the requirement of the least-cost. In this case, it resulted to be convenient reduce the number of passes and use the highest laser power.
机译:本研究涉及能够描述与制造过程相关的固有不确定性的模糊模型的提议,并应用于激光辅助弯曲过程。这种模型的使用旨在控制在混合形成过程中发生的回弹现象,用于不同的激光工艺参数,即初始偏转,激光功率,激光扫描速度和通过的次数。特别地,不确定性被通用转换方法传播到残余回弹,只提供输入输出关系。然后将模糊结果与测量数据进行比较,导致将数据集的成员级别评估到不确定模型的数据。所获得的处理映射用于选择操作参数以便获得所需的处理输出,提供额外的信息模型的不确定性和该过程的不确定性通过改变这些操作参数。模糊模型通过在生成的所有过程地图中发生的大频段不确定性来突出显示该过程的大变化。模糊模型也被用来评估最佳参数,以满足最低成本的要求。在这种情况下,它导致方便地减少了通过的数量并使用最高的激光功率。

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