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基于近紅外光譜技術(shù)的發(fā)育后期蘋果內(nèi)部品質(zhì)檢測
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“十二五”國家科技支撐計(jì)劃項(xiàng)目(2015BAD19B03)和陜西省農(nóng)業(yè)科技創(chuàng)新與攻關(guān)項(xiàng)目(2016NY170)


Internal Quality Detection of Apples during Late Developmental Period Based on Near-infrared Spectral Technology
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    摘要:

    為了解發(fā)育后期蘋果內(nèi)部品質(zhì)與近紅外光譜特性之間的關(guān)系,給田間管理,、實(shí)時(shí)采收等提供依據(jù),,利用近紅外漫反射技術(shù)測量了發(fā)育后期3個(gè)月內(nèi)“富士”蘋果在833~2500Nm波長范圍內(nèi)的光譜特性,,并測量了各樣品的內(nèi)部品質(zhì)參數(shù)(可溶性固形物含量,、硬度,、pH值和含水率),,分析了單一波長下吸光強(qiáng)度與各內(nèi)部品質(zhì)參數(shù)之間的線性關(guān)系,。結(jié)果表明,,單一波長下吸光強(qiáng)度與蘋果各內(nèi)部品質(zhì)參數(shù)之間的線性相關(guān)性均較弱,,基于單一波長下的吸光強(qiáng)度很難預(yù)測蘋果的內(nèi)部品質(zhì)。為此,,結(jié)合化學(xué)計(jì)量學(xué)方法建立了預(yù)測可溶性固形物含量,、硬度、pH值和含水率的最小二乘支持向量機(jī)和極限學(xué)習(xí)機(jī)(ELM)模型,,并分析了主成分分析(PCA),、連續(xù)投影算法(SPA)和無信息變量消除法等3種降維方法對模型預(yù)測性能的影響。結(jié)果表明,,預(yù)測可溶性固形物含量,、pH值的最優(yōu)模型為SPA-ELM,其RMSEP分別為0.4435°Brix和0.0068,;預(yù)測硬度,、含水率的最優(yōu)模型為PCA-ELM,其RMSEP分別為0.2612kg/cm2和0.6235%,。

    Abstract:

    With the aim to understand the relationship between internal properties and nearinfrared (NIR) characteristics of apples during late developmental period, and provide a basis for field management and harvest in time, NIR diffuse reflection technology was used to measure the absorbance of ‘Fuji’ apples over the wavelength range of 833~2500Nm during the last three months of fruits’ late developmental period. Then, the internal qualities (soluble solids content (SSC), firmness (F), pH value and moisture content (MC)) of apples were measured. The linear correlations between each internal quality and the light absorption intensity at a single wavelength were analyzed. The results showed that there were weak linear correlations between the internal quality and the light absorption intensity at a single wavelength. It was difficult to predict the internal qualities of apples based on the intensity of light absorption at a given wavelength. Therefore, combined with chemometrics, the least squares support vector machine and extreme learning machine (ELM) models were established for predicting SSC, F, pH value and MC, and the effect of three data reduction methods (principal component analysis (PCA), successive projection algorithm (SPA) and uninformative variable elimination (UVE)) on the prediction performance of models was analyzed. Modeling results revealed that the optimal models for predicting SSC and pH value were SPA-ELM, whose RMSEPwas 0.4435°Brix and 0.0068, respectively;the optimal models for F and MC were PCA-ELM, whoseRMSEP was 0.2612kg/cm2 and 0.6235%, respectively. Comparing three kinds of data reduction methods, SPA had better data reduction effect than those of PCA and UVE, which not only could make the model have better prediction performance and robustness, but also have obvious data reduction effect. The number of characteristic wavelength extracted by SPA was only 0.29%~0.53% of the original data.

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王轉(zhuǎn)衛(wèi),遲茜,郭文川,趙春江.基于近紅外光譜技術(shù)的發(fā)育后期蘋果內(nèi)部品質(zhì)檢測[J].農(nóng)業(yè)機(jī)械學(xué)報(bào),2018,49(5):348-354. WANG Zhuanwei, CHI Qian, GUO Wenchuan, ZHAO Chunjiang. Internal Quality Detection of Apples during Late Developmental Period Based on Near-infrared Spectral Technology[J]. Transactions of the Chinese Society for Agricultural Machinery,2018,49(5):348-354.

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  • 收稿日期:2018-02-04
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  • 在線發(fā)布日期: 2018-05-10
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