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A portable soil nitrogen detector based on NIRS.

机译:基于NIRS的便携式土壤氮检测仪。

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As one of the most important soil nutrient components, soil total nitrogen (TN) content needs to be measured in precision agriculture. A portable soil TN detector based on the 89S52 microcontroller was developed, and a Back Propagation Neural Network (BP-NN) estimation model embedded in the detector was established using near-infrared reflectance spectroscopy with absorbance data at 1550, 1300, 1200, 1100, 1050, and 940 nm wavelengths. The detector consisted of two parts, an optical unit and a control unit. The optical unit included six near-infrared lamp-houses, a shared lamp-house drive circuit, a shared incidence and reflectance Y-type optical fiber, a probe, and a photoelectric sensor. The control unit included an amplifier circuit, a filter circuit, an analog-to-digital converter circuit, an LCD display, and a U-disk storage component. All six absorbance data as inputs were used to calculate soil TN content by means of the estimation model. Finally, the calculated soil TN content was displayed on the LCD display and at the same time stored in the U-disk. A calibration experiment was conducted. The soil TN content correlation coefficient (R2) of the BP-NN estimation model was 0.88, and the validation R2 was 0.75. This result indicated that the developed detector had a stable performance and a high precision.
机译:作为最重要的土壤养分成分之一,精确农业中需要测量土壤总氮(TN)含量。开发了基于89S52微控制器的便携式土壤TN检测器,并使用近红外反射光谱法建立了嵌入在检测器中的反向传播神经网络(BP-NN)估计模型,其吸光度数据分别为1550、1300、1200、1100, 1050和940 nm波长。检测器由两部分组成,一个光学单元和一个控制单元。该光学单元包括六个近红外灯箱,一个共享的灯箱驱动电路,一个共享的入射和反射率Y型光纤,一个探针和一个光电传感器。该控制单元包括放大器电路,滤波器电路,模数转换器电路,LCD显示器和U盘存储组件。所有六个吸光度数据作为输入,通过估算模型用于计算土壤总氮含量。最后,将计算出的土壤总氮含量显示在LCD显示屏上,并同时存储在U盘中。进行了校准实验。 BP-NN估计模型的土壤总氮含量相关系数(R 2 )为0.88,有效值R 2 为0.75。该结果表明开发的检测器具有稳定的性能和高精度。

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