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Applications of near infrared spectroscopy and hyperspectral imaging techniques in anaerobic digestion of bio-wastes: A review

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  • Peng, Wei
  • Beggio, Giovanni
  • Pivato, Alberto
  • Zhang, Hua
  • Lü, Fan
  • He, Pinjing

Abstract

Near-infrared spectroscopy (NIRS) and hyperspectral imaging (HSI) techniques combined with chemometric method are emerging techniques and have been studied and applied to address current challenges in anaerobic digestion (AD) plants, such as the heterogeneity of feedstocks, low methane yield, process instability and digestate management. Prior to the AD process, the rapid and accurate measurement of the feedstocks’ chemical composition can predict the biochemical methane potential and discern the potential microorganism inhibitors. During the AD process, monitoring the intermediate products in the AD digesters by using NIRS or HSI techniques allows for process optimization and avoids potential AD failure. Regarding digestate management, the NIRS or HSI can be applied to determine the biological stability and evaluate the digestate quality. In this review, we summarize recent research advances in monitoring AD process parameters and quality of feeding substrate and digestate using NIRS and HSI combined with machine learning techniques. This review highlights the application of NIRS and HSI technology in the AD of organic wastes with particular emphasis on the application drawbacks and possible enhancement solutions. In general, the existing machine learning augmented NIRS can obtain satisfactory quantification results. Future researches on characterization of high-moisture heterogeneous substrate and real-time monitoring AD by HSI combined deep learning are still in demand.

Suggested Citation

  • Peng, Wei & Beggio, Giovanni & Pivato, Alberto & Zhang, Hua & Lü, Fan & He, Pinjing, 2022. "Applications of near infrared spectroscopy and hyperspectral imaging techniques in anaerobic digestion of bio-wastes: A review," Renewable and Sustainable Energy Reviews, Elsevier, vol. 165(C).
    • Handle: RePEc:eee:rensus:v:165:y:2022:i:c:s1364032122005032
    DOI: 10.1016/j.rser.2022.112608
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    1. Zamri, M.F.M.A. & Hasmady, Saiful & Akhiar, Afifi & Ideris, Fazril & Shamsuddin, A.H. & Mofijur, M. & Fattah, I. M. Rizwanul & Mahlia, T.M.I., 2021. "A comprehensive review on anaerobic digestion of organic fraction of municipal solid waste," Renewable and Sustainable Energy Reviews, Elsevier, vol. 137(C).
    2. Dahlin, Johannes & Herbes, Carsten & Nelles, Michael, 2015. "Biogas digestate marketing: Qualitative insights into the supply side," Resources, Conservation & Recycling, Elsevier, vol. 104(PA), pages 152-161.
    3. Xue, Junjie & Yang, Zengling & Han, Lujia & Liu, Yuchen & Liu, Yao & Zhou, Chengcheng, 2015. "On-line measurement of proximates and lignocellulose components of corn stover using NIRS," Applied Energy, Elsevier, vol. 137(C), pages 18-25.
    4. Wu, Di & Li, Lei & Peng, Yun & Yang, Pingjin & Peng, Xuya & Sun, Yongming & Wang, Xiaoming, 2021. "State indicators of anaerobic digestion: A critical review on process monitoring and diagnosis," Renewable and Sustainable Energy Reviews, Elsevier, vol. 148(C).
    5. Jinming Liu & Changhao Zeng & Na Wang & Jianfei Shi & Bo Zhang & Changyu Liu & Yong Sun, 2021. "Rapid Biochemical Methane Potential Evaluation of Anaerobic Co-Digestion Feedstocks Based on Near Infrared Spectroscopy and Chemometrics," Energies, MDPI, vol. 14(5), pages 1-17, March.
    6. Triolo, Jin M. & Ward, Alastair J. & Pedersen, Lene & Løkke, Mette M. & Qu, Haiyan & Sommer, Sven G., 2014. "Near Infrared Reflectance Spectroscopy (NIRS) for rapid determination of biochemical methane potential of plant biomass," Applied Energy, Elsevier, vol. 116(C), pages 52-57.
    7. Przemysław Seruga & Małgorzata Krzywonos & Anna Seruga & Łukasz Niedźwiecki & Halina Pawlak-Kruczek & Agnieszka Urbanowska, 2020. "Anaerobic Digestion Performance: Separate Collected vs. Mechanical Segregated Organic Fractions of Municipal Solid Waste as Feedstock," Energies, MDPI, vol. 13(15), pages 1-14, July.
    8. Nie, Erqi & He, Pinjing & Zhang, Hua & Hao, Liping & Shao, Liming & Lü, Fan, 2021. "How does temperature regulate anaerobic digestion?," Renewable and Sustainable Energy Reviews, Elsevier, vol. 150(C).
    9. Chiara Evangelista & Loredana Basiricò & Umberto Bernabucci, 2021. "An Overview on the Use of Near Infrared Spectroscopy (NIRS) on Farms for the Management of Dairy Cows," Agriculture, MDPI, vol. 11(4), pages 1-21, March.
    10. Ievgeniia Morozova & Nadiia Nikulina & Hans Oechsner & Johannes Krümpel & Andreas Lemmer, 2020. "Effects of Increasing Nitrogen Content on Process Stability and Reactor Performance in Anaerobic Digestion," Energies, MDPI, vol. 13(5), pages 1-19, March.
    Full references (including those not matched with items on IDEAS)

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