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Computer Simulations of Rotor Spun Yarn Properties with Response Surface Methodology and ANFIS

机译:响应面法与ANFIS的转子纺纱特性计算机模拟

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There are great quantities of noils in China.Rotor spinning is the most prospecive new spinning technology.Adopting of rotor spinning technology to process noils will achieve considerable economic benefits.In this paper,wool/acrylic blended yarns were spun on a rotor spinning machine and the yarn properties were tested.The systematic methodology for modeling the yarn properties from the processing parameters was studied.Effects of rotor speed,opening roller speed and twist multiplier on the yarn properties were simulated with the response surface methodology and Adaptive Network-based Fuzzy Inference System (ANFIS).Performance of these two models was evaluated.The results reveal that ANFIS has better prediction accuracy,but the response surface methodology is superior in handling data distributions in terms of depicting the relationship between inputs and outputs.
机译:中国有大量的黑纱。转杯纺是最有前景的新纺纱技术。采用转杯纺技术加工黑纱将获得可观的经济效益。研究了通过加工参数对纱线性能进行建模的系统方法。采用响应面方法和基于自适应网络的模糊推理,模拟了转子转速,张开罗拉速度和捻倍数对纱线性能的影响。系统(ANFIS)。对这两个模型的性能进行了评估。结果表明,ANFIS具有更好的预测精度,但是响应面方法在描述输入和输出之间的关系方面在处理数据分布方面具有优势。

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