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首页> 外文期刊>International Journal of Precision Engineering and Manufacturing >Experiment-Based Design Optimization of a Washing Machine Liquid Balancer for Vibration Reduction
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Experiment-Based Design Optimization of a Washing Machine Liquid Balancer for Vibration Reduction

机译:减少振动的洗衣机液体平衡器的基于实验的设计优化

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摘要

The most prevalent problem in washing machines is the vibration incurred during the spin cycles. The balance of the washing machine plays an important role in reducing the vibrations from an unbalanced mass by injecting salt water into an automatic balancer. In this study, we determined the optimal dimension of layers and the amount of salt water for an automatic liquid balancer in order to minimize the maximum displacement of a low-speed spin cycle while satisfying the design constraint on the maximum displacement of a high-speed spin cycle. The maximum displacements for a specified design point were obtained by performing laboratory experiments. For design optimization, approximate models of the maximum displacements were created by employing radial basis function regression (RBFr) models based on the experimental data at full factorial design points. Then, an optimization algorithm was applied to the RBFr models to obtain the optimum solution. Using the proposed design approach, the optimal value of the maximum displacement of a low-speed spin cycle was reduced by 13.1%, compared to the initial value, while satisfying the design constraint on the maximum displacement of a high-speed spin cycle.
机译:洗衣机中最普遍的问题是在旋转周期中产生的振动。通过将盐水注入自动平衡器中,洗衣机的平衡器在减少来自不平衡质量的振动方面起着重要作用。在这项研究中,我们确定了自动液体平衡器的最佳层尺寸和盐水量,以便在满足对高速最大排量的设计约束的同时,将低速旋转周期的最大排量最小化旋转周期。通过执行实验室实验,可以获得指定设计点的最大位移。为了进行设计优化,基于全因子设计点上的实验数据,通过采用径向基函数回归(RBFr)模型来创建最大位移的近似模型。然后,将优化算法应用于RBFr模型以获得最佳解。使用所提出的设计方法,与初始值相比,低速旋转周期的最大位移的最佳值减少了13.1%,同时满足了对高速旋转周期的最大位移的设计约束。

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