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A study of process optimization for roasting Taiwanese coffees by applying Six Sigma

机译:应用六西格码进行焙烧台湾咖啡的工艺优化研究

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This study involved Arabica coffees of Taiwan as the subject. The DMAIC approach in Six Sigma was introduced in the roasting process; the tools of TRIZ were employed to identify the factors of characteristics that affect the quality of coffee bean roast, where key factors were sorted out by experts. An experiment design of Taguchi method and process capability indices (Cpk) were then applied to test for the optimal parameters. The test results indicated that the process capability index increased from 0.97 before improvement to 2.69, with cup tests all proved exceeding the standards of connoisseur coffee. Last, the Back-propagation neural network was used to verify the experimental process herein on the software of Matlab R2013a version. Training results and the predicted minimal errors along with the optimal results were analyzed by mean square errors (MSE), which finally achieved convergence, whereby to determine that the optimal combinations of parameters obtained by Taguchi method can effectively stabilize the coffee roasting process and increase the quality of beans therein.
机译:本研究以台湾的阿拉比卡咖啡为研究对象。烘焙过程中采用了六西格码的DMAIC方法;运用TRIZ的工具确定影响咖啡豆烘烤质量的特征因素,专家们对这些因素进行了归类。然后采用Taguchi方法的实验设计和过程能力指数(Cpk)来测试最佳参数。测试结果表明,加工能力指数从改进前的0.97提高到了2.69,杯装测试均被证明超出了鉴赏家咖啡的标准。最后,使用反向传播神经网络在Matlab R2013a版本的软件上验证本文的实验过程。通过均方误差(MSE)分析训练结果和预测的最小误差以及最佳结果,最终实现收敛,从而确定Taguchi方法获得的参数的最佳组合可以有效地稳定咖啡烘焙过程并增加咖啡烘烤量。其中的豆子质量。

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