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Rapid elemental composition measurement of commercial pellets using line-scan hyperspectral imaging analysis

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  • Pitak, Lakkana
  • Sirisomboon, Panmanas
  • Saengprachatanarug, Khwantri
  • Wongpichet, Seree
  • Posom, Jetsada

Abstract

The use of biomass pellets as a renewable energy source is increasing, leading to the need for rapid assessment of biofuel pellet quality for production monitoring. The purpose of this work was to use line-scan near-infrared (NIR) hyperspectral image technology coupled with chemometric tools to assess the elemental components of biomass pellets. The parameters influencing model performance were investigated, i.e. wavelength and spectral pretreatment technique. Either full wavelength or partial wavelength selected using interval successive projections algorithm (iSPA) and interval genetic algorithm (iGA) were investigated. Either raw spectra or pretreated spectra were used for model development. The models were developed using partial least squares regression (PLSR). The most effective model for the prediction of carbon (C), hydrogen (H), and nitrogen (N) content was developed using iGA wavelength selection and standard normal variate (SNV) spectral pretreatment and provided the highest accuracy with a coefficient of determination of prediction set (r2p) and standard error of prediction (SEP) of 0.83 and 1.33%; 0.84 and 0.17%; and 0.90 and 0.098%, respectively. The model could be used for quality assurance. The S content model was poor and not recommended. The relationship between pellet chemical parameters and reflectance characteristics could be used for predicting C, H, and N of biomass pellets.

Suggested Citation

  • Pitak, Lakkana & Sirisomboon, Panmanas & Saengprachatanarug, Khwantri & Wongpichet, Seree & Posom, Jetsada, 2021. "Rapid elemental composition measurement of commercial pellets using line-scan hyperspectral imaging analysis," Energy, Elsevier, vol. 220(C).
    • Handle: RePEc:eee:energy:v:220:y:2021:i:c:s036054422032805x
    DOI: 10.1016/j.energy.2020.119698
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    References listed on IDEAS

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    1. García-Maraver, A. & Popov, V. & Zamorano, M., 2011. "A review of European standards for pellet quality," Renewable Energy, Elsevier, vol. 36(12), pages 3537-3540.
    2. Posom, Jetsada & Sirisomboon, Panmanas, 2017. "Evaluation of lower heating value and elemental composition of bamboo using near infrared spectroscopy," Energy, Elsevier, vol. 121(C), pages 147-158.
    3. Selkimäki, Mari & Mola-Yudego, Blas & Röser, Dominik & Prinz, Robert & Sikanen, Lauri, 2010. "Present and future trends in pellet markets, raw materials, and supply logistics in Sweden and Finland," Renewable and Sustainable Energy Reviews, Elsevier, vol. 14(9), pages 3068-3075, December.
    4. Zhang, Ke & Zhou, Ling & Brady, Michael & Xu, Feng & Yu, Jianming & Wang, Donghai, 2017. "Fast analysis of high heating value and elemental compositions of sorghum biomass using near-infrared spectroscopy," Energy, Elsevier, vol. 118(C), pages 1353-1360.
    5. Xu, Feng & Yu, Jianming & Tesso, Tesfaye & Dowell, Floyd & Wang, Donghai, 2013. "Qualitative and quantitative analysis of lignocellulosic biomass using infrared techniques: A mini-review," Applied Energy, Elsevier, vol. 104(C), pages 801-809.
    6. Mola-Yudego, Blas & Selkimäki, Mari & González-Olabarria, José Ramón, 2014. "Spatial analysis of the wood pellet production for energy in Europe," Renewable Energy, Elsevier, vol. 63(C), pages 76-83.
    7. Sirisomboon, Panmanas & Posom, Jetsada, 2019. "On-line measurement of activation energy of ground bamboo using near infrared spectroscopy," Renewable Energy, Elsevier, vol. 133(C), pages 480-488.
    8. Sirisomboon, Panmanas & Funke, Axel & Posom, Jetsada, 2020. "Improvement of proximate data and calorific value assessment of bamboo through near infrared wood chips acquisition," Renewable Energy, Elsevier, vol. 147(P1), pages 1921-1931.
    9. Mata Sánchez, Jesús & Pérez Jiménez, Jose Antonio & Díaz Villanueva, Manuel Jesús & Serrano, Antonio & Núñez, Nieves & López Giménez, Jesús, 2015. "Assessment of near infrared spectroscopy for energetic characterization of olive byproducts," Renewable Energy, Elsevier, vol. 74(C), pages 599-605.
    10. Liu, Xiaodan & Feng, Xuping & He, Yong, 2019. "Rapid discrimination of the categories of the biomass pellets using laser-induced breakdown spectroscopy," Renewable Energy, Elsevier, vol. 143(C), pages 176-182.
    11. Posom, Jetsada & Saechua, Wanphut & Sirisomboon, Panmanas, 2017. "Evaluation of pyrolysis characteristics of milled bamboo using near-infrared spectroscopy," Renewable Energy, Elsevier, vol. 103(C), pages 653-665.
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    1. Chen, Chao & Liang, Rui & Ge, Yadong & Li, Jian & Yan, Beibei & Cheng, Zhanjun & Tao, Junyu & Wang, Zhenyu & Li, Meng & Chen, Guanyi, 2022. "Fast characterization of biomass pyrolysis oil via combination of ATR-FTIR and machine learning models," Renewable Energy, Elsevier, vol. 194(C), pages 220-231.

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