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Moisture Content and Bulk Density Prediction Using Dielectric Properties for Switchgrass andCorn Stover

机译:利用介电性能对SwitchGrass andcorn Stop的含水量和散装密度预测

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Dielectric measurements between 0.1 to 10 MHz were obtained using an HP 4192A Impedance analyzer for switchgrass and corn stover. For each material, the measurements were obtained at four moisture content levels and three bulk densities. Dielectric properties of these materials could be calculated based on admittance readings and each variable was significant for dielectric constant and loss factor measurements. Dielectric variables were able to be used moisture content and bulk density predictions for both materials. For switchgrass, moisture content was predicted with R2 = 0.94 and RMSE = 0.052, while for density was predicted with R2 = 0.85 and RMSE = 0.0323. For corn stover, moisture content was predicted with R2 = 0.90 and RMSE = 0.0315, whereas, for bulk density, the prediction had a R2 =0.87 and RMSE = 0.0068. The results showed that dielectric measurements have good potential for predicting moisture content and bulk density although further investigation is required for a wider range of frequencies, moisture content, and bulk density levels.
机译:使用HP 4192A阻抗分析仪进行0.1至10MHz的电介质测量,用于切换和玉米秸秆。对于每种材料,在四种水分含量水平和三个散装密度下获得测量。这些材料的介电性能可以基于导纳读数计算,并且每个变量对于介电常数和损耗因子测量是显着的。介电变量能够用于两种材料的水分含量和堆积密度预测。对于切换,用R2 = 0.94和RMSE = 0.052预测水分含量,而R2 = 0.85和RMSE = 0.0323预测密度。对于玉米秸秆,使用R2 = 0.90和RMSE = 0.0315预测水分含量,而对于散装密度,预测具有R2 = 0.87和RMSE = 0.0068。结果表明,介电测量有良好的预测水分含量和堆积密度的潜力,尽管需要进一步研究更广泛的频率,水分含量和批量密度水平所需的进一步研究。

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