IDEAS home Printed from https://ideas.repec.org/a/eee/renene/v200y2022icp257-270.html
   My bibliography  Save this article

Pyrolysis behavior of low value biomass (Sesbania bispinosa) to elucidate its bioenergy potential: Kinetic, thermodynamic and prediction modelling using artificial neural network

Author

Listed:
  • Nawaz, Ahmad
  • Kumar, Pradeep

Abstract

Energy needs are dynamic, and the increasing demand for energy prompted the completion of this study to explore the thermal degradation characteristics of Sesbania bispinosa (SB) biomass in order to assess its pyrolytic performance for biofuel generation. The physicochemical analysis revealed lower moisture (6.30%), higher volatile (79.35%), and lower ash (3.95%). The results of the TG investigation indicated that the maximum devolatilization temperature range during the thermal deterioration of SB was 297–650 °C. The model-free approaches of Ozawa Flynn Wall (OFW), Kissinger Akahira Sunose (KAS), Tang (TG), Starink (SK), and Vyazovkin (VZK) were used to predict kinetic parameters. The average activation energy obtained was 181.37, 180.63, 180.91, 180.90, and 161.31 kJ/mol using the OFW, KAS, TG, SK, and VZK methods, respectively. The comprehensive pyrolysis index (CPI) showed a greater value at higher heating rates (50 °C/min), indicating the appropriateness of SB pyrolysis at higher heating rates. Further, artificial neural network (ANN) was employed for the prediction of thermal degradation data. Results revealed a strong correlation between actual and predicted values, which are much nearer to one. The investigation demonstrated the importance of ANN model and suitability of SB biomass as a potential feedstock for bioenergy production via pyrolysis.

Suggested Citation

  • Nawaz, Ahmad & Kumar, Pradeep, 2022. "Pyrolysis behavior of low value biomass (Sesbania bispinosa) to elucidate its bioenergy potential: Kinetic, thermodynamic and prediction modelling using artificial neural network," Renewable Energy, Elsevier, vol. 200(C), pages 257-270.
    • Handle: RePEc:eee:renene:v:200:y:2022:i:c:p:257-270
    DOI: 10.1016/j.renene.2022.09.110
    as

    Download full text from publisher

    File URL: http://www.sciencedirect.com/science/article/pii/S0960148122014690
    Download Restriction: Full text for ScienceDirect subscribers only
    File URL: https://libkey.io/10.1016/j.renene.2022.09.110?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. Sahoo, Abhisek & Saini, Komal & Negi, Shweta & Kumar, Jitendra & Pant, Kamal K. & Bhaskar, Thallada, 2022. "Inspecting the bioenergy potential of noxious Vachellia nilotica weed via pyrolysis: Thermo-kinetic study, neural network modeling and response surface optimization," Renewable Energy, Elsevier, vol. 185(C), pages 386-402.
    2. Nawaz, Ahmad & Kumar, Pradeep, 2022. "Elucidating the bioenergy potential of raw, hydrothermally carbonized and torrefied waste Arundo donax biomass in terms of physicochemical characterization, kinetic and thermodynamic parameters," Renewable Energy, Elsevier, vol. 187(C), pages 844-856.
    3. Sahoo, Abhisek & Kumar, Sachin & Mohanty, Kaustubha, 2021. "Kinetic and thermodynamic analysis of Putranjiva roxburghii (putranjiva) and Cassia fistula (amaltas) non-edible oilseeds using thermogravimetric analyzer," Renewable Energy, Elsevier, vol. 165(P1), pages 261-277.
    4. Yuan, Xinsong & He, Tao & Cao, Hongliang & Yuan, Qiaoxia, 2017. "Cattle manure pyrolysis process: Kinetic and thermodynamic analysis with isoconversional methods," Renewable Energy, Elsevier, vol. 107(C), pages 489-496.
    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. Nishu, & Tang, Songbiao & Mei, Wenjie & Yang, Juntao & Wang, Zhongming & Yang, Gaixiu, 2024. "Effect of anaerobic digestion pretreatment on pyrolysis of distillers’ grain: Product distribution, kinetics and thermodynamics analysis," Renewable Energy, Elsevier, vol. 221(C).
    2. Ahmed, Gaffer & Kishore, Nanda, 2023. "Fuel phase extraction from pyrolytic liquid of Azadirachta indica biomass followed by subsequent characterization of pyrolysis products," Renewable Energy, Elsevier, vol. 219(P1).

    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. Li, Fenghai & Zhao, Chaoyue & Guo, Qianqian & Li, Yang & Fan, Hongli & Guo, Mingxi & Wu, Lishun & Huang, Jiejie & Fang, Yitian, 2020. "Exploration in ash-deposition (AD) behavior modification of low-rank coal by manure addition," Energy, Elsevier, vol. 208(C).
    2. 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.
    3. Li, Jiawei & Fan, Subo & Zhang, Xuyang & Chen, Zhichao & Qiao, Yanyu & Yuan, Zhenhua & Zeng, Lingyan & Li, Zhengqi, 2022. "Physicochemical structure, combustion characteristics and SiO2 properties of entrained flow gasification ash," Energy, Elsevier, vol. 251(C).
    4. Liu, Hui & Liu, Jingyong & Huang, Hongyi & Evrendilek, Fatih & Wen, Shaoting & Li, Weixin, 2021. "Optimizing bioenergy and by-product outputs from durian shell pyrolysis," Renewable Energy, Elsevier, vol. 164(C), pages 407-418.
    5. Eunhye Song & Ho Kim & Kyung Woo Kim & Young-Man Yoon, 2023. "Characteristic Evaluation of Different Carbonization Processes for Hydrochar, Torrefied Char, and Biochar Produced from Cattle Manure," Energies, MDPI, vol. 16(7), pages 1-14, April.
    6. Zhang, Zhiqing & Duan, Hanqi & Zhang, Youjun & Guo, Xiaojuan & Yu, Xi & Zhang, Xingguang & Rahman, Md. Maksudur & Cai, Junmeng, 2020. "Investigation of kinetic compensation effect in lignocellulosic biomass torrefaction: Kinetic and thermodynamic analyses," Energy, Elsevier, vol. 207(C).
    7. Zhang, Zhiyi & Li, Yingkai & Luo, Laipeng & Yellezuome, Dominic & Rahman, Md Maksudur & Zou, Jianfeng & Hu, Hangli & Cai, Junmeng, 2023. "Insight into kinetic and Thermodynamic Analysis methods for lignocellulosic biomass pyrolysis," Renewable Energy, Elsevier, vol. 202(C), pages 154-171.
    8. Chen, Zhiyun & Chen, Huashan & Wu, Xieyuan & Zhang, Junhui & Evrendilek, Deniz Eren & Liu, Jingyong & Liang, Guanjie & Li, Weixin, 2021. "Temperature- and heating rate-dependent pyrolysis mechanisms and emissions of Chinese medicine residues and numerical reconstruction and optimization of their non-linear dynamics," Renewable Energy, Elsevier, vol. 164(C), pages 1408-1423.
    9. Wen, Shaoting & Yan, Youping & Liu, Jingyong & Buyukada, Musa & Evrendilek, Fatih, 2019. "Pyrolysis performance, kinetic, thermodynamic, product and joint optimization analyses of incense sticks in N2 and CO2 atmospheres," Renewable Energy, Elsevier, vol. 141(C), pages 814-827.
    10. Sun, Ce & Li, Wenlong & Chen, Xiaojian & Li, Changxin & Tan, Haiyan & Zhang, Yanhua, 2021. "Synergistic interactions for saving energy and promoting the co-pyrolysis of polylactic acid and wood flour," Renewable Energy, Elsevier, vol. 171(C), pages 254-265.
    11. Tariq, Rumaisa & Mohd Zaifullizan, Yasmin & Salema, Arshad Adam & Abdulatif, Atiqah & Ken, Loke Shun, 2022. "Co-pyrolysis and co-combustion of orange peel and biomass blends: Kinetics, thermodynamic, and ANN application," Renewable Energy, Elsevier, vol. 198(C), pages 399-414.
    12. Zhang, Xin & Deng, Honghu & Hou, Xueyi & Qiu, Rongliang & Chen, Zhihua, 2019. "Pyrolytic behavior and kinetic of wood sawdust at isothermal and non-isothermal conditions," Renewable Energy, Elsevier, vol. 142(C), pages 284-294.
    13. Ni, Zhanshi & Bi, Haobo & Jiang, Chunlong & Sun, Hao & Zhou, Wenliang & Qiu, Zhicong & He, Liqun & Lin, Qizhao, 2022. "Research on the co-pyrolysis of coal slime and lignin based on the combination of TG-FTIR, artificial neural network, and principal component analysis," Energy, Elsevier, vol. 261(PA).
    14. Lu, Chen & Zhang, Xitong & Gao, Ying & Lin, Yunhao & Xu, Jiayu & Zhu, Chong & Zhu, Yuezhao, 2021. "Parametric study of catalytic co-gasification of cotton stalk and aqueous phase from wheat straw using hydrothermal carbonation," Energy, Elsevier, vol. 216(C).
    15. Talebian-Kiakalaieh, Amin & Amin, Nor Aishah Saidina, 2017. "Thermo-kinetic and diffusion studies of glycerol dehydration to acrolein using HSiW-γ-Al2O3 supported ZrO2 solid acid catalyst," Renewable Energy, Elsevier, vol. 114(PB), pages 794-804.
    16. Jialiu Lei & Xiaofeng Ye & Han Wang & Dongnan Zhao, 2023. "Insights into Pyrolysis Kinetics, Thermodynamics, and the Reaction Mechanism of Wheat Straw for Its Resource Utilization," Sustainability, MDPI, vol. 15(16), pages 1-15, August.
    17. Eunhye Song & Seyong Park & Seongkuk Han & Eusil Lee & Ho Kim, 2022. "Characteristics of Hydrothermal Carbonization Hydrochar Derived from Cattle Manure," Energies, MDPI, vol. 15(23), pages 1-14, December.
    18. Stančin, H. & Mikulčić, H. & Manić, N. & Stojiljiković, D. & Vujanović, M. & Wang, X. & Duić, N., 2021. "Thermogravimetric and kinetic analysis of biomass and polyurethane foam mixtures Co-Pyrolysis," Energy, Elsevier, vol. 237(C).
    19. Niu, Shengli & Yu, Hewei & Zhao, Shuang & Zhang, Xiangyu & Li, Ximing & Han, Kuihua & Lu, Chunmei & Wang, Yongzheng, 2019. "Apparent kinetic and thermodynamic calculation for thermal degradation of stearic acid and its esterification derivants through thermogravimetric analysis," Renewable Energy, Elsevier, vol. 133(C), pages 373-381.
    20. Zhang, Yuanbo & Zhang, Yutao & Li, Yaqing & Shi, Xueqiang & Che, Bo, 2022. "Determination of ignition temperature and kinetics and thermodynamics analysis of high-volatile coal based on differential derivative thermogravimetry," Energy, Elsevier, vol. 240(C).

    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:renene:v:200:y:2022:i:c:p:257-270. 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.journals.elsevier.com/renewable-energy .

    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.