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Fast analysis of high heating value and elemental compositions of sorghum biomass using near-infrared spectroscopy

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  • Zhang, Ke
  • Zhou, Ling
  • Brady, Michael
  • Xu, Feng
  • Yu, Jianming
  • Wang, Donghai

Abstract

Near-infrared spectroscopy (NIR) is an efficient, low-cost sensing technology that has potential as an accurate biomass characterization method. The objective of this study is to develop NIR models in conjunction with chemometrics to determine high heating value (HHV) and elemental compositions of sorghum biomass. Partial least squares (PLS) regression and principle component regression (PCR) were used to develop calibration models with full and reduced wavelength regions. In general, models from reduced wavelength regions yielded higher calibration and prediction accuracies. Models to predict HHV, carbon, hydrogen, nitrogen, sulfur, and oxygen contents of sorghum biomass were well developed. HHV value, carbon, hydrogen, nitrogen, sulfur, and oxygen contents were predicted with R2 of 0.96, 0.96, 0.87, 0.86, 0.84, and 0.83 for validation sample sets, respectively. HHV and carbon content models had excellent prediction accuracy, whereas hydrogen, nitrogen, sulfur and oxygen models could provide reliable predictions. Those models provide good insight into the relationship between chemical bonds and HHV and elemental composition of sorghum biomass, allowing a rapid and accurate determination of HHV and elemental composition at low cost (from 200 to 1 USD) and reduced the time (from 100 to 1 min).

Suggested Citation

  • 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.
    • Handle: RePEc:eee:energy:v:118:y:2017:i:c:p:1353-1360
    DOI: 10.1016/j.energy.2016.11.015
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    References listed on IDEAS

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    1. 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.
    2. Nunes, L.J.R. & Matias, J.C.O. & Catalão, J.P.S., 2014. "Mixed biomass pellets for thermal energy production: A review of combustion models," Applied Energy, Elsevier, vol. 127(C), pages 135-140.
    3. 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.
    4. Kim, Tae Hoon & Kim, Tae Hyun, 2014. "Overview of technical barriers and implementation of cellulosic ethanol in the U.S," Energy, Elsevier, vol. 66(C), pages 13-19.
    5. Zhang, Ke & Johnson, Loretta & Nelson, Richard & Yuan, Wenqiao & Pei, Zhijian & Sun, Xiuzhi S. & Wang, Donghai, 2014. "Thermal properties of big bluestem as affected by ecotype and planting location along the precipitation gradient of the Great Plains," Energy, Elsevier, vol. 64(C), pages 164-171.
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    Cited by:

    1. 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).
    2. Hong, Ziyu & Zhong, Fei & Niu, Wenjuan & Zhang, Kai & Su, Jing & Liu, Jiazheng & Li, Lijie & Wu, Fengrui, 2020. "Effects of temperature and particle size on the compositions, energy conversions and structural characteristics of pyrolysis products from different crop residues," Energy, Elsevier, vol. 190(C).
    3. Bijendra Shrestha & Jetsada Posom & Panmanas Sirisomboon & Bim Prasad Shrestha, 2023. "Comprehensive Assessment of Biomass Properties for Energy Usage Using Near-Infrared Spectroscopy and Spectral Multi-Preprocessing Techniques," Energies, MDPI, vol. 16(14), pages 1-26, July.
    4. 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.

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