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Rapid discrimination of the categories of the biomass pellets using laser-induced breakdown spectroscopy

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  • Liu, Xiaodan
  • Feng, Xuping
  • He, Yong

Abstract

As a renewable energy alternative to fossil fuels, biomass pellets have attracted much attention due to its promising advantages of convenient use and easy combustion. Rapid discrimination of different biomass pellets and selecting the one with better combustion performance are of great significance to improve the energy utilization. In this study, laser-induced breakdown spectroscopy (LIBS) coupled with chemometrics methods were used to discriminate biomass pellets. Lignocellulose components were firstly determined and further analyzed according to LIBS spectra. Principal component analysis (PCA), partial least squares discrimination analysis (PLS-DA), support vector machines (SVM), radial basis function neural network (RBFNN) and extreme learning machine (ELM) were applied to quantitatively distinguish biomass pellets. The RBFNN model showed a reliable discrimination power, with 100% and 96.88% average recognition accuracy in calibration and prediction sets respectively. Visualization analysis based on the RBFNN model was applied to intuitively discriminate the biomass pellets with different colors. In addition, rice husk with relatively poor combustion performance could be accurately distinguished from wood biomass pellets by all discrimination models. The results indicated that LIBS combined with chemometrics methods could be a novel and reliable approach to discriminate biomass pellets and select the category with better combustion performance.

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  • 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.
    • Handle: RePEc:eee:renene:v:143:y:2019:i:c:p:176-182
    DOI: 10.1016/j.renene.2019.04.137
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    1. Bilgili, Faik & Koçak, Emrah & Bulut, Ümit & Kuşkaya, Sevda, 2017. "Can biomass energy be an efficient policy tool for sustainable development?," Renewable and Sustainable Energy Reviews, Elsevier, vol. 71(C), pages 830-845.
    2. Gillespie, Gary D. & Everard, Colm D. & McDonnell, Kevin P., 2015. "Prediction of biomass pellet quality indices using near infrared spectroscopy," Energy, Elsevier, vol. 80(C), pages 582-588.
    3. Gani, Asri & Naruse, Ichiro, 2007. "Effect of cellulose and lignin content on pyrolysis and combustion characteristics for several types of biomass," Renewable Energy, Elsevier, vol. 32(4), pages 649-661.
    4. Chen, Longjian & Xing, Li & Han, Lujia, 2009. "Renewable energy from agro-residues in China: Solid biofuels and biomass briquetting technology," Renewable and Sustainable Energy Reviews, Elsevier, vol. 13(9), pages 2689-2695, December.
    5. Lamers, Patrick & Junginger, Martin & Hamelinck, Carlo & Faaij, André, 2012. "Developments in international solid biofuel trade—An analysis of volumes, policies, and market factors," Renewable and Sustainable Energy Reviews, Elsevier, vol. 16(5), pages 3176-3199.
    6. 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.
    7. Wenxin Yin & Chu Zhang & Hongyan Zhu & Yanru Zhao & Yong He, 2017. "Application of near-infrared hyperspectral imaging to discriminate different geographical origins of Chinese wolfberries," PLOS ONE, Public Library of Science, vol. 12(7), pages 1-14, July.
    8. Wang, Zhiwei & Lei, Tingzhou & Chang, Xia & Shi, Xinguang & Xiao, Ju & Li, Zaifeng & He, Xiaofeng & Zhu, Jinling & Yang, Shuhua, 2015. "Optimization of a biomass briquette fuel system based on grey relational analysis and analytic hierarchy process: A study using cornstalks in China," Applied Energy, Elsevier, vol. 157(C), pages 523-532.
    9. Stolarski, Mariusz J. & Szczukowski, Stefan & Tworkowski, Józef & Krzyżaniak, Michał & Gulczyński, Paweł & Mleczek, Mirosław, 2013. "Comparison of quality and production cost of briquettes made from agricultural and forest origin biomass," Renewable Energy, Elsevier, vol. 57(C), pages 20-26.
    10. Chadwick, Dara T. & McDonnell, Kevin P. & Brennan, Liam P. & Fagan, Colette C. & Everard, Colm D., 2014. "Evaluation of infrared techniques for the assessment of biomass and biofuel quality parameters and conversion technology processes: A review," Renewable and Sustainable Energy Reviews, Elsevier, vol. 30(C), pages 672-681.
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    2. Lu, Zhimin & Chen, Xiaoxuan & Jiang, Yuan & Li, Xin & Chen, Jinzheng & Li, Yuesheng & Lu, Weiye & Lu, Jidong & Yao, Shunchun, 2021. "Application of laser induced breakdown spectroscopy for direct and quick determination of fuel property of woody biomass pellets," Renewable Energy, Elsevier, vol. 164(C), pages 1204-1214.
    3. Erić, Aleksandar & Cvetinović, Dejan & Milutinović, Nada & Škobalj, Predrag & Bakić, Vukman, 2022. "Combined parametric modelling of biomass devolatilisation process," Renewable Energy, Elsevier, vol. 193(C), pages 13-22.

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