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An Adaptive Neuro-Fuzzy Inference System for Modeling Mechanical Properties of Tapioca Starch-Poly(Lactic Acid) Nanocomposite Foams

机译:木薯淀粉 - 聚(乳酸)纳米复合泡沫塑料力学性能的自适应神经模糊推理系统

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摘要

Tapioca starch, poly(lactic acid) and Cloisite 30B nanocomposites foams, with clay contents of 1, 3, 5 and 7% (w/w), were prepared by a meltintercalation method. Multiple inputs single output models were developed to predict radial expansion ratio, unit density, bulk compressibility and spring index of the nanocomposite foams. An individual ANFIS model was developed for each mechanical property using clay content, temperature, pressure and torque as input parameters. All models preformed well with R2 values \u3e 0.71. All models had very low root mean squared error values.
机译:通过熔融插层法制备了木薯淀粉,聚乳酸和Cloisite 30B纳米复合泡沫材料,其粘土含量分别为1、3、5和7%(w / w)。开发了多输入单输出模型,以预测纳米复合泡沫的径向膨胀率,单位密度,体积可压缩性和弹簧指数。针对每种机械性能,使用粘土含量,温度,压力和扭矩作为输入参数,开发了单独的ANFIS模型。所有模型的R2值均达到0.71。所有模型的均方根误差值均非常低。

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