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基于实验型和工业型近红外光谱仪的木片材性预测建模对比研究

Comparative Study on Predictive Modeling of Wood Chip Properties Based on Experimental and Industrial Near Infrared Spectrometer

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【作者】 梁龙吕娜娜吴珽邓拥军沈葵忠房桂干

【Author】 LIANG Long;LYU Nana;WU Ting;DENG Yongjun;SHEN Kuizhong;FANG Guigan;Jiangsu Key Lab of Biomass Energy and Material, Jiangsu Co-Innovation Center of Efficient Processing and Utilization of Forest Resource, Key Lab of Chemical Engineering of Forest Products, National Forestry and Grassland Administration, National Engineering Lab for Biomass Chemical Utilization, Institute of Chemical Industry of Forest Products,CAF;State Key Lab of Pulp and Paper Engineering, South China University of Technology;Key Lab of Chemistry and Engineering of Forest Products, State Ethnic Affairs Commission, Guangxi Key Lab of Chemistry and Engineering of Forest Products, Guangxi University for Nationalities;Shandong Huatai Paper Co., Ltd.;

【通讯作者】 吴珽;房桂干;

【机构】 中国林业科学研究院林产化学工业研究所,江苏省生物质能源与材料重点实验室,江苏省林业资源高效加工利用协同创新中心,国家林业和草原局林产化学工程重点实验室,林木生物质低碳高效利用国家工程研究中心华南理工大学制浆造纸工程国家重点实验室广西民族大学林产化学与工程国家民委重点实验室,广西林产化学与工程重点实验室山东华泰纸业股份有限公司

【摘要】 本研究探讨了采用工业型光谱仪和实验型光谱仪建立近红外模型用于快速预测木片材性的可行性,分析对比不同光谱仪的建模效果。针对不同材性指标分析特点,通过光谱信号校正和特征波长筛选算法优化模型预测性能,建立适宜的建模方法。结果表明,基于工业型光谱仪建立的近红外模型对木片水分、基本密度、纤维形态等物理性能指标表现出更高的预测精度,而化学组分含量的预测精度与实验型光谱仪无显著差异。工业型光谱仪木片理化材性近红外模型适用于制浆原料品质评价和工业过程分析。

【Abstract】 In this study, the feasibility of near-infrared(NIR) modeling using an industrial near infrared spectrometer for rapid prediction of wood chips properties was explored and compared with the modeling results of experimental spectrometer. According to the characteristics of different wood properties, the model performance was optimized by spectral signal correction and wavelength screening algorithms, and a suitable modeling method was established. The results showed that the NIR model based on an industrial spectrometer exhibited higher prediction accuracy for physical properties such as moisture, basic density, and fiber length of wood chips, while the prediction accuracy of chemical component content was not significantly different from that of the experimental spectrometer. NIR model of wood chip properties based on industrial spectrometer was suitable for raw material quality evaluation and industrial process analysis.

【基金】 科技创新2030-重大项目课题(2023ZD0405905);制浆造纸工程国家重点实验室开放基金(202311);林产化学与工程国家民委重点实验室暨广西林产化学与工程重点实验室开放课题重点项目(GXFK2205);泰山产业领军人才工程专项经费(tscy20200213)
  • 【文献出处】 中国造纸 ,China Pulp & Paper , 编辑部邮箱 ,2024年07期
  • 【分类号】TS721;O657.33
  • 【下载频次】16
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