IDEAS home Printed from https://ideas.repec.org/a/eee/appene/v116y2014icp52-57.html
   My bibliography  Save this article

Near Infrared Reflectance Spectroscopy (NIRS) for rapid determination of biochemical methane potential of plant biomass

Author

Listed:
  • Triolo, Jin M.
  • Ward, Alastair J.
  • Pedersen, Lene
  • Løkke, Mette M.
  • Qu, Haiyan
  • Sommer, Sven G.

Abstract

Determination of biochemical methane potential (BMP) by fermentation tests is time-consuming and costly, and therefore not useful for operators of full-scale biogas digesters. A great advantage of NIRS in determining BMP is the reduction in measurement time from at least one month for chemical determination to a couple of minutes for production of near infrared spectroscopy (NIRS) spectra. An innovative NIRS method that can be used as an alternative to current BMP tests was developed in this study. We tested the Partial Least Squares (PLS) model for a rapid determination of BMP using NIRS by applying a series of pre-processing methods with caution. A total of 88 plant biomass samples of a wide variety were used for model prediction. The standard error of the best PLS model was 37 CH4 NLkg−1 VS, where BMP of the test set was between 136.2 and 477.9 CH4 NLkg−1 VS. Coefficient of determination (R2) and residual prediction deviation (RPD) were 0.84 and 2.49, respectively. This shows that the new NIRS model is moderately successful in application and could be an alternative modern tool to overcome the problems of current BMP methods.

Suggested Citation

  • 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.
    • Handle: RePEc:eee:appene:v:116:y:2014:i:c:p:52-57
    DOI: 10.1016/j.apenergy.2013.11.006
    as

    Download full text from publisher

    File URL: http://www.sciencedirect.com/science/article/pii/S0306261913008994
    Download Restriction: Full text for ScienceDirect subscribers only
    File URL: https://libkey.io/10.1016/j.apenergy.2013.11.006?utm_source=ideas
    LibKey link: if access is restricted and if your library uses this service, LibKey will redirect you to where you can use your library subscription to access this item
    ---><---

    As the access to this document is restricted, you may want to search for a different version of it.

    References listed on IDEAS

    as
    1. Zhang, Weibo & Yuan, Wenqiao & Zhang, Xuemin & Coronado, Marcelo, 2012. "Predicting the dynamic and kinematic viscosities of biodiesel–diesel blends using mid- and near-infrared spectroscopy," Applied Energy, Elsevier, vol. 98(C), pages 122-127.
    2. Browne, James D. & Murphy, Jerry D., 2013. "Assessment of the resource associated with biomethane from food waste," Applied Energy, Elsevier, vol. 104(C), pages 170-177.
    3. Monlau, Florian & Latrille, Eric & Da Costa, Aline Carvalho & Steyer, Jean-Philippe & Carrère, Hélène, 2013. "Enhancement of methane production from sunflower oil cakes by dilute acid pretreatment," Applied Energy, Elsevier, vol. 102(C), pages 1105-1113.
    4. Raven, R.P.J.M. & Gregersen, K.H., 2007. "Biogas plants in Denmark: successes and setbacks," Renewable and Sustainable Energy Reviews, Elsevier, vol. 11(1), pages 116-132, January.
    5. Ding, Wenguang & Niu, Hewen & Chen, Jinsong & Du, Jun & Wu, Yang, 2012. "Influence of household biogas digester use on household energy consumption in a semi-arid rural region of northwest China," Applied Energy, Elsevier, vol. 97(C), pages 16-23.
    Full references (including those not matched with items on IDEAS)

    Citations

    Citations are extracted by the CitEc Project, subscribe to its RSS feed for this item.
    as


    Cited by:

    1. Audrey Lallement & Christine Peyrelasse & Camille Lagnet & Abdellatif Barakat & Blandine Schraauwers & Samuel Maunas & Florian Monlau, 2023. "A Detailed Database of the Chemical Properties and Methane Potential of Biomasses Covering a Large Range of Common Agricultural Biogas Plant Feedstocks," Waste, MDPI, vol. 1(1), pages 1-33, January.
    2. Sohoo, Ihsanullah & Ritzkowski, Marco & Heerenklage, Jörn & Kuchta, Kerstin, 2021. "Biochemical methane potential assessment of municipal solid waste generated in Asian cities: A case study of Karachi, Pakistan," Renewable and Sustainable Energy Reviews, Elsevier, vol. 135(C).
    3. Catenacci, Arianna & Santus, Anna & Malpei, Francesca & Ferretti, Gianni, 2022. "Early prediction of BMP tests: A step response method for estimating first-order model parameters," Renewable Energy, Elsevier, vol. 188(C), pages 184-194.
    4. Wu, Di & Li, Lei & Zhao, Xiaofei & Peng, Yun & Yang, Pingjin & Peng, Xuya, 2019. "Anaerobic digestion: A review on process monitoring," Renewable and Sustainable Energy Reviews, Elsevier, vol. 103(C), pages 1-12.
    5. 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.
    6. 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).
    7. Dandikas, Vasilis & Heuwinkel, Hauke & Lichti, Fabian & Eckl, Thomas & Drewes, Jörg E. & Koch, Konrad, 2018. "Correlation between hydrolysis rate constant and chemical composition of energy crops," Renewable Energy, Elsevier, vol. 118(C), pages 34-42.
    8. 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.

    Most related items

    These are the items that most often cite the same works as this one and are cited by the same works as this one.
    1. Bateni, Hamed & Karimi, Keikhosro & Zamani, Akram & Benakashani, Fatemeh, 2014. "Castor plant for biodiesel, biogas, and ethanol production with a biorefinery processing perspective," Applied Energy, Elsevier, vol. 136(C), pages 14-22.
    2. Scholz, Marco & Melin, Thomas & Wessling, Matthias, 2013. "Transforming biogas into biomethane using membrane technology," Renewable and Sustainable Energy Reviews, Elsevier, vol. 17(C), pages 199-212.
    3. Wirth, Steffen, 2014. "Communities matter: Institutional preconditions for community renewable energy," Energy Policy, Elsevier, vol. 70(C), pages 236-246.
    4. Yue Jiang & Yue Zhang & Hong Li, 2023. "Research Progress and Analysis on Comprehensive Utilization of Livestock and Poultry Biogas Slurry as Agricultural Resources," Agriculture, MDPI, vol. 13(12), pages 1-17, November.
    5. Gupta, Aditi & Kumar, Ashwani & Sharma, Satyawati & Vijay, V.K., 2013. "Comparative evaluation of raw and detoxified mahua seed cake for biogas production," Applied Energy, Elsevier, vol. 102(C), pages 1514-1521.
    6. Di Corato, Luca & Moretto, Michele, 2011. "Investing in biogas: Timing, technological choice and the value of flexibility from input mix," Energy Economics, Elsevier, vol. 33(6), pages 1186-1193.
    7. Korberg, Andrei David & Skov, Iva Ridjan & Mathiesen, Brian Vad, 2020. "The role of biogas and biogas-derived fuels in a 100% renewable energy system in Denmark," Energy, Elsevier, vol. 199(C).
    8. O’Shea, Richard & Kilgallon, Ian & Wall, David & Murphy, Jerry D., 2016. "Quantification and location of a renewable gas industry based on digestion of wastes in Ireland," Applied Energy, Elsevier, vol. 175(C), pages 229-239.
    9. Santagata, R. & Ripa, M. & Ulgiati, S., 2017. "An environmental assessment of electricity production from slaughterhouse residues. Linking urban, industrial and waste management systems," Applied Energy, Elsevier, vol. 186(P2), pages 175-188.
    10. Edwards, Joel & Othman, Maazuza & Burn, Stewart, 2015. "A review of policy drivers and barriers for the use of anaerobic digestion in Europe, the United States and Australia," Renewable and Sustainable Energy Reviews, Elsevier, vol. 52(C), pages 815-828.
    11. Deng, Yanfei & Xu, Jiuping & Liu, Ying & Mancl, Karen, 2014. "Biogas as a sustainable energy source in China: Regional development strategy application and decision making," Renewable and Sustainable Energy Reviews, Elsevier, vol. 35(C), pages 294-303.
    12. Grima-Olmedo, C. & Ramírez-Gómez, Á. & Alcalde-Cartagena, R., 2014. "Energetic performance of landfill and digester biogas in a domestic cooker," Applied Energy, Elsevier, vol. 134(C), pages 301-308.
    13. Aragón-Briceño, C.I. & Pozarlik, A.K. & Bramer, E.A. & Niedzwiecki, Lukasz & Pawlak-Kruczek, H. & Brem, G., 2021. "Hydrothermal carbonization of wet biomass from nitrogen and phosphorus approach: A review," Renewable Energy, Elsevier, vol. 171(C), pages 401-415.
    14. Roozbeh Feiz & Jonas Ammenberg & Annika Björn & Yufang Guo & Magnus Karlsson & Yonghui Liu & Yuxian Liu & Laura Shizue Moriga Masuda & Alex Enrich-Prast & Harald Rohracher & Kristina Trygg & Sepehr Sh, 2019. "Biogas Potential for Improved Sustainability in Guangzhou, China—A Study Focusing on Food Waste on Xiaoguwei Island," Sustainability, MDPI, vol. 11(6), pages 1-25, March.
    15. Dandikas, Vasilis & Heuwinkel, Hauke & Lichti, Fabian & Eckl, Thomas & Drewes, Jörg E. & Koch, Konrad, 2018. "Correlation between hydrolysis rate constant and chemical composition of energy crops," Renewable Energy, Elsevier, vol. 118(C), pages 34-42.
    16. Lam, Hon Loong & Klemeš, Jiří Jaromír & Kravanja, Zdravko, 2011. "Model-size reduction techniques for large-scale biomass production and supply networks," Energy, Elsevier, vol. 36(8), pages 4599-4608.
    17. Eleni Iacovidou & Jonathan Busch & John N. Hahladakis & Helen Baxter & Kok Siew Ng & Ben M. J. Herbert, 2017. "A Parameter Selection Framework for Sustainability Assessment," Sustainability, MDPI, vol. 9(9), pages 1-18, August.
    18. Allen, Eoin & Wall, David M. & Herrmann, Christiane & Murphy, Jerry D., 2016. "A detailed assessment of resource of biomethane from first, second and third generation substrates," Renewable Energy, Elsevier, vol. 87(P1), pages 656-665.
    19. Daniela Szymańska & Aleksandra Lewandowska, 2015. "Biogas Power Plants in Poland—Structure, Capacity, and Spatial Distribution," Sustainability, MDPI, vol. 7(12), pages 1-19, December.
    20. Negro, Simona O. & Alkemade, Floortje & Hekkert, Marko P., 2012. "Why does renewable energy diffuse so slowly? A review of innovation system problems," Renewable and Sustainable Energy Reviews, Elsevier, vol. 16(6), pages 3836-3846.

    Corrections

    All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:eee:appene:v:116:y:2014:i:c:p:52-57. See general information about how to correct material in RePEc.

    If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.

    If CitEc recognized a bibliographic reference but did not link an item in RePEc to it, you can help with this form .

    If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.

    For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: Catherine Liu (email available below). General contact details of provider: http://www.elsevier.com/wps/find/journaldescription.cws_home/405891/description#description .

    Please note that corrections may take a couple of weeks to filter through the various RePEc services.

    IDEAS is a RePEc service. RePEc uses bibliographic data supplied by the respective publishers.