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基于變量選擇的堆肥胡敏酸含量近紅外光譜分析
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國家自然科學(xué)基金項(xiàng)目(U1404332)和河南省重點(diǎn)科技發(fā)展計(jì)劃項(xiàng)目(112102110034)


Near Infrared Spectral Modeling Analysis Based on Variable Selection of Compost Humic Acid Content
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    摘要:

    為探討基于選擇的近紅外光譜變量定量判別堆肥腐熟度的可能性,為堆肥發(fā)酵終點(diǎn)判定及開發(fā)相應(yīng)的近紅外漫反射光譜控制設(shè)備提供理論基礎(chǔ),采集了100份堆肥樣本,,用濕化學(xué)方法分析了堆肥樣本中的胡敏酸含量,,采集范圍為4000~9000cm-1波段的光譜,,進(jìn)而利用該近紅外光譜進(jìn)行預(yù)處理方法的優(yōu)化研究及堆肥胡敏酸感變量的優(yōu)選研究,,以偏最小二乘的方法建立了基于近紅外光譜分析的堆肥胡敏酸定量模型,。結(jié)果表明:小波變換充分提取了近紅外光譜的信息,;利用C4小波系數(shù)對58個(gè)堆肥樣本進(jìn)行建模,對42個(gè)預(yù)測集樣本進(jìn)行預(yù)測,,預(yù)測集均方根誤差和R2分別為0.1138%和0.9266,,優(yōu)于原始光譜直接建模的0.1672%和0.8348。對近紅外光譜數(shù)據(jù)進(jìn)行小波變換,,利用處理后的小波系數(shù),,采用偏最小二乘法預(yù)測了堆肥中胡敏酸的含量,建立了小波變換與近紅外光譜技術(shù)結(jié)合用于測定堆肥樣品中胡敏酸測定的模型,?;谛〔ㄏ禂?shù)的模型優(yōu)于傳統(tǒng)的近紅外光譜全譜模型,,對于堆肥胡敏酸的測定取得了較為準(zhǔn)確的預(yù)測結(jié)果。

    Abstract:

    Composting treatment is a key method of processing organic solid waste, especially for agricultural organic solid waste. Aiming to study the feasibility of several selected variables from near infrared spectroscopy to quantify humic acid in compost, determine composting fermentation and develop corresponding control equipment to provide theoretical basis by near-infrared diffuse reflection spectrum. Totally 100 composting samples were collected, including 58 samples for calibration and 42 samples for validation. On the one hand, the humic acid of these samples were analyzed by using the International Humic Substances Society standard of humic acid method, on the other hand,,those were scanned to obtain near infrared spectra with the wavelength range of 4000~9000cm-1. Both of spectroscopic pre-treatment method and sensitive variables were optimized, and then the model was built by partial least squares regression method.The results indicated that humic acid in compost can be determined by near-infrared(NIR) spectral technique, because they were combined with organic groups with NIR absorption. A method for the determination of humic acid in compost samples was established based on the combination of discrete wavelet transform (DWT) and NIR technique. In the proposed method, the raw NIR data and their wavelet coefficients were used for modeling and prediction of the contents of humic acid in compost by partial least square method (PLS). The model based on wavelet coefficients was better than that based on the full NIR spectral range. With the improved method, accurate prediction can be achieved. 

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李自剛,岳曉禹,李長濱,張春輝,魏慶葆,劉世亮.基于變量選擇的堆肥胡敏酸含量近紅外光譜分析[J].農(nóng)業(yè)機(jī)械學(xué)報(bào),2017,48(2):300-304. LI Zigang, YUE Xiaoyu, LI Changbin, ZHANG Chunhui, WEI Qingbao, LIU Shiliang. Near Infrared Spectral Modeling Analysis Based on Variable Selection of Compost Humic Acid Content[J]. Transactions of the Chinese Society for Agricultural Machinery,2017,48(2):300-304.

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  • 收稿日期:2016-11-20
  • 最后修改日期:2017-02-10
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  • 在線發(fā)布日期: 2017-02-10
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