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Design and evaluation of a visible-to-near-infrared spectrograph for grain quality assessment.

机译:用于谷物质量评估的可见到近红外光谱仪的设计和评估。

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摘要

Grain grading using electronic tools based on near-infrared spectroscopy and machine vision has the potential to replace current visual inspection methods. A compact and robust lab-scale spectrograph system that can be customized for agricultural applications was designed and tested. The spectrograph can detect spectral signals with wavelengths ranging from approximately 433 nm to 1067 nm. Spectral data in the short near-infrared region (866--1067 nm) and in the visible region (433--750 nm) can be acquired simultaneously. The spectrograph was configured to work under reflectance mode with external illumination and a full spectral scan required 0.7 s. Data acquisition and user interface programs were developed under LabVIEW environment.; A 650 nm single-mode diode laser was used to calibrate the spectrograph wavelength equation. An argon lamp was used to validate calibrated wavelength equation. A maximum wavelength error of 1.95 nm was determined. An optical bandpass expressed in full-width-at-half-maximum (FWHM) of 5.7 nm in the 433--750 nm, and 5.5 nm in the 866--1067 nm region was estimated experimentally. Repeated measurement of reflectance spectra of a Polytetrafluoroethylene (PTFE) disk provided coefficients of variation (CV) values below 0.2% within 30 s sampling period and remained under 0.4% within 30 min sampling period. To test the applicability of the spectral signals colleted using the spectrograph, moisture content of ground wheat samples was determined in the 866 nm to 1067 nm region. For an independent validation set, root mean squared error of prediction (RMSEP) of 1.3% and coefficient of determination (R 2) around 0.88 were achieved.
机译:使用基于近红外光谱和机器视觉的电子工具对谷物进行分级,有可能取代当前的视觉检查方法。设计和测试了可以针对农业应用定制的紧凑而强大的实验室规模的光谱仪系统。光谱仪可以检测波长范围约为433 nm至1067 nm的光谱信号。可以同时获取短近红外区域(866--1067 nm)和可见区域(433--750 nm)的光谱数据。光谱仪配置为在反射模式下使用外部照明工作,并且全光谱扫描需要0.7 s。数据采集​​和用户界面程序是在LabVIEW环境下开发的。 650 nm单模二极管激光器用于校准光谱仪波长方程。使用氩灯来验证校准的波长方程。确定最大波长误差为1.95 nm。实验估算了在433--750 nm处为5.7 nm,在866--1067 nm处为5.5 nm的半最大全宽(FWHM)表示的光带通。重复测量聚四氟乙烯(PTFE)盘的反射光谱,可提供在30 s采样期间内变异系数(CV)值低于0.2%,在30 min采样期间内变异系数(CV)值保持在0.4%以下的情况。为了测试使用光谱仪收集的光谱信号的适用性,在866 nm至1067 nm范围内测定了地面小麦样品的水分含量。对于独立的验证集,预测的均方根误差(RMSEP)为1.3%,确定系数(R 2)约为0.88。

著录项

  • 作者

    Wang, Wenbo.;

  • 作者单位

    University of Manitoba (Canada).;

  • 授予单位 University of Manitoba (Canada).;
  • 学科 Engineering Agricultural.; Agriculture Agronomy.
  • 学位 M.Sc.
  • 年度 2005
  • 页码 110 p.
  • 总页数 110
  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类 农业工程;农学(农艺学);
  • 关键词

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