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全包圍光源結(jié)構(gòu)的單粒小麥蛋白質(zhì)含量檢測(cè)裝置研究
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陜西省科技重點(diǎn)研發(fā)計(jì)劃項(xiàng)目(2018GY-051)


Investigation on Individual Wheat Kernel Quality Prediction Device with Stereoscopic Light Source
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    摘要:

    針對(duì)單粒小麥蛋白質(zhì)含量等內(nèi)部表型的實(shí)時(shí)檢測(cè)需求,設(shè)計(jì)了基于近紅外漫反射光譜的無損定量檢測(cè)裝置,闡述了光源結(jié)構(gòu)設(shè)計(jì)、硬件系統(tǒng)設(shè)計(jì)和軟件系統(tǒng)構(gòu)建。選用近紅外LED微型燈珠,以6行8列形式均勻分布于圓柱形鋁合金燈筒壁上,形成向心全包圍的物理結(jié)構(gòu),LED燈珠引腳通過16根導(dǎo)電銅柱并聯(lián)連接,燈筒上頂部設(shè)有紅外對(duì)射傳感器,當(dāng)檢測(cè)到谷物經(jīng)由燈筒內(nèi)的玻璃滑道時(shí),光譜儀通過一分二型光纖分別從燈筒上頂部和下底部收集漫反射光譜,基于C++語言的上位機(jī)軟件將其轉(zhuǎn)換為吸光度,再根據(jù)嵌入模型進(jìn)行實(shí)時(shí)預(yù)測(cè)。獲取了300粒單粒小麥900~1700nm范圍的全包圍漫反射光譜,進(jìn)行歸一化處理后,分別建立了基于全光譜(FS)和連續(xù)投影算法(SPA)提取特征波長(zhǎng)的單粒蛋白質(zhì)含量預(yù)測(cè)模型。試驗(yàn)結(jié)果表明,兩個(gè)模型校正集的R2分別為0.9604和0.8446,驗(yàn)證集R2分別為0.8016和0.819;從實(shí)用性和預(yù)測(cè)效果出發(fā),選擇基于SPA特征波長(zhǎng)的蛋白質(zhì)模型作為嵌入式預(yù)測(cè)模型;分別驗(yàn)證了該裝置的波長(zhǎng)重復(fù)性、吸光度重復(fù)性和預(yù)測(cè)重復(fù)性,結(jié)果表明,本裝置可以用于單粒谷物內(nèi)部表型的實(shí)時(shí)、無損、定量檢測(cè)。

    Abstract:

    For the real-time compositional endophenotype detection of individual wheat kernel, a quantitative and non-destructive device based on near infrared diffuse reflectance was designed and developed. The hardware consisted of a novel stereoscopic light source unit, spectrum acquisition unit and control unit, also the corresponding detection software were presented. NIR miniature LED lamps were placed in six rows multiple eight columns along an aluminum cylindrical tube to provide a constant centripetal light and the 48 lamps were connected in parallel by 16 copper conductor to inform a physically stereoscopic light structure. A pair of infrared radiation sensor was adopted on the top of the cylindrical tube to trigger the NIR spectrometer for spectra collection as a seed fell through the borosilicate glass tubing inside the light source. The spectrometer of Ocean Optics was connected to a PC with its standard interface and pin definitions, which was used to collect spectrum from the top and bottom of the light source in real-time through a bifurcate structure fiber. All the soft functions were designed in C++ language of Visual Studio platform. The realtime diffuse reflectance spectrum of each seed was transferred to absorbance via PC and predicted its real protein content according to a model embedded in the program. In order to set up a reliable prediction model, totally 300 individual wheat samples were collected to acquire absorbance spectra in the range of 900~1700nm, and pretreated with standard normal variate correction (SNV) algorithm. Two calibration models were established based on full spectra (FS) and feature wavelengths optimized by successive projections algorithm (SPA) respectively. Data showed that the calibration model based on SPA had a relatively lower determination coefficient (R2) of 0.8446 in contrast to the R2 value of 0.9604 based on FS, but the validation model based on SPA had relatively equal prediction accuracy with the model based on FS. For the nine feature wavelengths selected by SPA eliminated the collinearity relationship in spectral data but preserved characteristic of protein on spectrum band with a concise model equation, it was chosen as a superior model and developed in software to predict individual seed protein content online. To verify system design and performance, a series of experiment was conducted for wavelength repeatability, absorbance repeatability and protein predictive repeatability. The results indicated that the compositional detection device based on stereoscopic light source was able to realize fast, nondestructive and real-time detection of protein content for individual seed, also had certain applications potential on other compositional endophenotype detection for wheat and other crop seeds.

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吳婷婷,ARMSTRONG P R,張海輝,楊玲,高維瑞.全包圍光源結(jié)構(gòu)的單粒小麥蛋白質(zhì)含量檢測(cè)裝置研究[J].農(nóng)業(yè)機(jī)械學(xué)報(bào),2018,49(10):363-369. WU Tingting, ARMSTRONG P R, ZHANG Haihui, YANG Ling, GAO Weirui. Investigation on Individual Wheat Kernel Quality Prediction Device with Stereoscopic Light Source[J]. Transactions of the Chinese Society for Agricultural Machinery,2018,49(10):363-369.

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  • 收稿日期:2018-06-05
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  • 在線發(fā)布日期: 2018-10-10
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