Fast analysis of straw proximates based on partial least squares using near-infrared spectroscopy

被引:9
作者
Zhao, Yifan [1 ]
Zhu, Yingying [1 ]
Li, Chaoran [1 ]
Chen, Geng [1 ]
Yao, Yan [2 ]
机构
[1] Ningbo Univ, Fac Maritime & Transportat, Ningbo 315211, Peoples R China
[2] China Jiliang Univ, Coll Metrol & Measurement Engn, Hangzhou 310018, Peoples R China
关键词
Near-infrared spectroscopy; Proximate; Wavelength selection; Partial least squares; NIR SPECTROSCOPY; TECHNOLOGY;
D O I
10.1016/j.saa.2024.123855
中图分类号
O433 [光谱学];
学科分类号
0703 ; 070302 ;
摘要
Near-infrared spectroscopy (NIRS) is a rapid measurement technique based on the spectroscopic absorption bands of specific functional groups within biomass. Its main advantages include simple preparation, precise analysis, and the ability to analyze multiple components simultaneously. Fast analysis of straw proximates (moisture, ash, and fixed carbon) has been investigated by means of NIRS. A total of 144 samples were collected, the spectral data were analyzed by partial least squares (PLS) regression and support vector regression (SVR) with four wavelength selection methods. PLS combined with competitive adaptive reweighted sampling (CARS) provided excellent predictive performance for moisture, ash, and fixed carbon. For moisture prediction, the values of R2P, RMSEP and RPD were 0.7202, 0.8196, and 2.11, respectively. For ash prediction, the values of R2P, RMSEP and RPD were 0.9307, 0.5901, and 3.69, respectively. For fixed carbon prediction, the values of R2P, RMSEP and RPD were 0.8504, 0.2735, and 2.76, respectively. Fast analysis of proximates of corn stover was possible using this NIRS system.
引用
收藏
页数:9
相关论文
共 53 条
[1]   Cationic fibers from crop residues: Making waste more appealing for papermaking [J].
Aguado, Roberto ;
Moral, Ana ;
Tijero, Antonio .
JOURNAL OF CLEANER PRODUCTION, 2018, 174 :1503-1512
[2]   Main routes for the thermo-conversion of biomass into fuels and chemicals. Part 2: Gasification systems [J].
Balat, Mustafa ;
Balat, Mehmet ;
Kirtay, Elif ;
Balat, Havva .
ENERGY CONVERSION AND MANAGEMENT, 2009, 50 (12) :3158-3168
[3]   Understanding the impacts of energy efficiency measures on a Company?s operational performance: A new framework [J].
Cagno, Enrico ;
Accordini, Davide ;
Trianni, Andrea ;
Katic, Mile ;
Ferrari, Nicolo ;
Gambaro, Federico .
APPLIED ENERGY, 2022, 328
[4]   Succinct croconic acid-based near-infrared functional materials for biomedical applications [J].
Cai, Yu ;
Pan, Yi ;
Liu, Longcai ;
Zhang, Tian ;
Liang, Chen ;
Mou, Xiaozhou ;
Ye, Xiangming ;
Wang, Wenjun ;
Dong, Xiaochen .
COORDINATION CHEMISTRY REVIEWS, 2023, 474
[5]   Optical nano-agents in the second near-infrared window for biomedical applications [J].
Cai, Yu ;
Wei, Zheng ;
Song, Chuanhui ;
Tang, Chuanchao ;
Han, Wei ;
Dong, Xiaochen .
CHEMICAL SOCIETY REVIEWS, 2019, 48 (01) :22-37
[6]   Applications of laser-induced breakdown spectroscopy (LIBS) combined with machine learning in geochemical and environmental resources exploration [J].
Chen, Tingting ;
Zhang, Tianlong ;
Li, Hua .
TRAC-TRENDS IN ANALYTICAL CHEMISTRY, 2020, 133
[7]   Hygroscopic transformation of woody biomass torrefaction for carbon storage [J].
Chen, Wei-Hsin ;
Lin, Bo-Jhih ;
Colin, Baptiste ;
Chang, Jo-Shu ;
Petrissans, Anelie ;
Bi, Xiaotao ;
Petrissans, Mathieu .
APPLIED ENERGY, 2018, 231 :768-776
[8]   Biological hydrogen with industrial potential: Improvement and prospection in biohydrogen production [J].
Chen, Weixian ;
Li, Tianpei ;
Ren, Yangyi ;
Wang, Jiaming ;
Chen, Hui ;
Wang, Qiang .
JOURNAL OF CLEANER PRODUCTION, 2023, 387
[9]   Process analytical technologies and real time process control a review of some spectroscopic issues and challenges [J].
Chen, Zengping ;
Lovett, David ;
Morris, Julian .
JOURNAL OF PROCESS CONTROL, 2011, 21 (10) :1467-1482
[10]   Critical review of key variables affecting potential recycling applications of ash produced at large-scale biomass combustion plants [J].
Cruz, Nuno C. ;
Silva, Flavio C. ;
Tarelho, Luis A. C. ;
Rodrigues, Sonia M. .
RESOURCES CONSERVATION AND RECYCLING, 2019, 150