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Rapid Quantitative Analysis of Forest Biomass Using Fourier Transform Infrared Spectroscopy and Partial Least Squares Regression

机译:利用傅里叶变换红外光谱法和偏最小二乘回归对森林生物量进行快速定量分析

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摘要

Fourier transform infrared reflectance (FTIR) spectroscopy has been used to predict properties of forest logging residue, a very heterogeneous feedstock material. Properties studied included the chemical composition, thermal reactivity, and energy content. The ability to rapidly determine these properties is vital in the optimization of conversion technologies for the successful commercialization of biobased products. Partial least squares regression of first derivative treated FTIR spectra had good correlations with the conventionally measured properties. For the chemical composition, constructed models generally did a better job of predicting the extractives and lignin content than the carbohydrates. In predicting the thermochemical properties, models for volatile matter and fixed carbon performed very well (i.e., R 2 > 0.80, RPD > 2.0). The effect of reducing the wavenumber range to the fingerprint region for PLS modeling and the relationship between the chemical composition and higher heating value of logging residue were also explored. This study is new and different in that it is the first to use FTIR spectroscopy to quantitatively analyze forest logging residue, an abundant resource that can be used as a feedstock in the emerging low carbon economy. Furthermore, it provides a complete and systematic characterization of this heterogeneous raw material.
机译:傅里叶变换红外反射(FTIR)光谱已用于预测森林伐木残渣的性质,森林残渣是一种非常不均匀的原料。研究的特性包括化学成分,热反应性和能量含量。快速确定这些特性的能力对于转化技术的优化对于生物基产品的成功商业化至关重要。一阶导数处理的FTIR光谱的偏最小二乘回归与常规测量的特性具有良好的相关性。对于化学成分,构建模型通常比碳水化合物预测提取物和木质素含量更好。在预测热化学性质时,挥发性物质和固定碳的模型表现非常好(R 2 2.0)。还探索了减少波数范围到指纹区域以进行PLS建模的效果,以及化学成分与测井残留物较高发热量之间的关系。这项研究是新的且与众不同的,因为它是第一个使用FTIR光谱法定量分析森林砍伐残留物的方法,森林砍伐残留物可作为新兴低碳经济中的一种原料。此外,它提供了这种异质原材料的完整和系统的特征。

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