IDEAS home Printed from https://ideas.repec.org/a/eee/renene/v225y2024ics096014812400363x.html
   My bibliography  Save this article

Process optimization of chemical looping combustion of solid waste/biomass using machine learning algorithm

Author

Listed:
  • Yaqub, Z.T.
  • Oboirien, B.O.
  • Leion, H.

Abstract

Chemical Looping Combustion (CLC) is a carbon capture technology that uses an oxygen carrier to transfer the oxidizing agent to the fuel for combustion. This study used different machine learning algorithms, Artificial neural network and Response surface methodology to estimate the surface region process performance and optimize the process condition for the CLC of different solid fuels waste paper, plastic waste, and sugarcane bagasse blends. Based on the combustion efficiency, CO2 yield and CO2 capture efficiency responses, A high performance correlation (R2 > 0.8) was obtained for all the combustion parameters analyzed. The perturbation plot derived from the RSM analysis indicated that the most significant input parameters include the steam to fixed carbon, blend ratio and the fuel reaction temperature.

Suggested Citation

  • Yaqub, Z.T. & Oboirien, B.O. & Leion, H., 2024. "Process optimization of chemical looping combustion of solid waste/biomass using machine learning algorithm," Renewable Energy, Elsevier, vol. 225(C).
    • Handle: RePEc:eee:renene:v:225:y:2024:i:c:s096014812400363x
    DOI: 10.1016/j.renene.2024.120298
    as

    Download full text from publisher

    File URL: http://www.sciencedirect.com/science/article/pii/S096014812400363X
    Download Restriction: Full text for ScienceDirect subscribers only
    File URL: https://libkey.io/10.1016/j.renene.2024.120298?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. Abad, Alberto & Pérez-Vega, Raúl & de Diego, Luis F. & García-Labiano, Francisco & Gayán, Pilar & Adánez, Juan, 2015. "Design and operation of a 50kWth Chemical Looping Combustion (CLC) unit for solid fuels," Applied Energy, Elsevier, vol. 157(C), pages 295-303.
    2. Johannes Haus & Lennard Lindmüller & Timo Dymala & Kolja Jarolin & Yi Feng & Ernst-Ulrich Hartge & Stefan Heinrich & Joachim Werther, 2020. "Increasing the efficiency of chemical looping combustion of biomass by a dual-stage fuel reactor design to reduce carbon capture costs," Mitigation and Adaptation Strategies for Global Change, Springer, vol. 25(6), pages 969-986, August.
    3. Laura Levaggi & Rosella Levaggi & Carmen Marchiori & Carmine Trecroci, 2020. "Waste-to-Energy in the EU: The Effects of Plant Ownership, Waste Mobility, and Decentralization on Environmental Outcomes and Welfare," Sustainability, MDPI, vol. 12(14), pages 1-12, July.
    4. Hatem Abushammala & Muhammad Adil Masood & Salma Taqi Ghulam & Jia Mao, 2023. "On the Conversion of Paper Waste and Rejects into High-Value Materials and Energy," Sustainability, MDPI, vol. 15(8), pages 1-21, April.
    5. Zhou, Ling & Deshpande, Kartik & Zhang, Xiao & Agarwal, Ramesh K., 2020. "Process simulation of Chemical Looping Combustion using ASPEN plus for a mixture of biomass and coal with various oxygen carriers," Energy, Elsevier, vol. 195(C).
    6. Ma, Jinchen & Zhao, Haibo & Tian, Xin & Wei, Yijie & Rajendran, Sharmen & Zhang, Yongliang & Bhattacharya, Sankar & Zheng, Chuguang, 2015. "Chemical looping combustion of coal in a 5kWth interconnected fluidized bed reactor using hematite as oxygen carrier," Applied Energy, Elsevier, vol. 157(C), pages 304-313.
    7. Nandy, Anirban & Loha, Chanchal & Gu, Sai & Sarkar, Pinaki & Karmakar, Malay K. & Chatterjee, Pradip K., 2016. "Present status and overview of Chemical Looping Combustion technology," Renewable and Sustainable Energy Reviews, Elsevier, vol. 59(C), pages 597-619.
    8. Haroon Kheshgi & Heleen Coninck & John Kessels, 2012. "Carbon dioxide capture and storage: Seven years after the IPCC special report," Mitigation and Adaptation Strategies for Global Change, Springer, vol. 17(6), pages 563-567, August.
    Full references (including those not matched with items on IDEAS)

    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. Wang, Xudong & Shao, Yali & Jin, Baosheng, 2021. "Thermodynamic evaluation and modelling of an auto-thermal hybrid system of chemical looping combustion and air separation for power generation coupling with CO2 cycles," Energy, Elsevier, vol. 236(C).
    2. Farajollahi, Hossein & Hossainpour, Siamak, 2023. "Techno-economic assessment of biomass and coal co-fueled chemical looping combustion unit integrated with supercritical CO2 cycle and Organic Rankine cycle," Energy, Elsevier, vol. 274(C).
    3. Nandy, Anirban & Loha, Chanchal & Gu, Sai & Sarkar, Pinaki & Karmakar, Malay K. & Chatterjee, Pradip K., 2016. "Present status and overview of Chemical Looping Combustion technology," Renewable and Sustainable Energy Reviews, Elsevier, vol. 59(C), pages 597-619.
    4. Mendiara, T. & García-Labiano, F. & Abad, A. & Gayán, P. & de Diego, L.F. & Izquierdo, M.T. & Adánez, J., 2018. "Negative CO2 emissions through the use of biofuels in chemical looping technology: A review," Applied Energy, Elsevier, vol. 232(C), pages 657-684.
    5. Krzywanski, J. & Czakiert, T. & Nowak, W. & Shimizu, T. & Zylka, A. & Idziak, K. & Sosnowski, M. & Grabowska, K., 2022. "Gaseous emissions from advanced CLC and oxyfuel fluidized bed combustion of coal and biomass in a complex geometry facility:A comprehensive model," Energy, Elsevier, vol. 251(C).
    6. Siriwardane, Ranjani & Benincosa, William & Riley, Jarrett & Tian, Hanjing & Richards, George, 2016. "Investigation of reactions in a fluidized bed reactor during chemical looping combustion of coal/steam with copper oxide-iron oxide-alumina oxygen carrier," Applied Energy, Elsevier, vol. 183(C), pages 1550-1564.
    7. Ben-Mansour, R. & Li, H. & Habib, M.A., 2017. "Effects of oxygen carrier mole fraction, velocity distribution on conversion performance using an experimentally validated mathematical model of a CLC fuel reactor," Applied Energy, Elsevier, vol. 208(C), pages 803-819.
    8. Eric Kwadwo Amissah & Kwabena Nduro & Phoebe Ama Quansah, 2024. "Towards Greener Printing: Examining Waste Disposal Innovations in the Ghanaian Printing Industry," International Journal of Research and Innovation in Social Science, International Journal of Research and Innovation in Social Science (IJRISS), vol. 8(3), pages 1244-1264, March.
    9. Rajabi, Mahsa & Mehrpooya, Mehdi & Haibo, Zhao & Huang, Zhen, 2019. "Chemical looping technology in CHP (combined heat and power) and CCHP (combined cooling heating and power) systems: A critical review," Applied Energy, Elsevier, vol. 253(C), pages 1-1.
    10. Lu, Xuao & Rahman, Ryad A. & Lu, Dennis Y. & Ridha, Firas N. & Duchesne, Marc A. & Tan, Yewen & Hughes, Robin W., 2016. "Pressurized chemical looping combustion with CO: Reduction reactivity and oxygen-transport capacity of ilmenite ore," Applied Energy, Elsevier, vol. 184(C), pages 132-139.
    11. Yin, Weijie & Wang, Shuai & Zhang, Kai & He, Yurong, 2020. "Numerical investigation of in situ gasification chemical looping combustion of biomass in a fluidized bed reactor," Renewable Energy, Elsevier, vol. 151(C), pages 216-225.
    12. Zhang, Yitao & Wang, Dawei & Pottimurthy, Yaswanth & Kong, Fanhe & Hsieh, Tien-Lin & Sakadjian, Bartev & Chung, Cheng & Park, Cody & Xu, Dikai & Bao, Jinhua & Velazquez-Vargas, Luis & Guo, Mengqing & , 2021. "Coal direct chemical looping process: 250 kW pilot-scale testing for power generation and carbon capture," Applied Energy, Elsevier, vol. 282(PA).
    13. Tahereh Malmir & Saeed Ranjbar & Ursula Eicker, 2020. "Improving Municipal Solid Waste Management Strategies of Montréal (Canada) Using Life Cycle Assessment and Optimization of Technology Options," Energies, MDPI, vol. 13(21), pages 1-15, October.
    14. Cerciello, Francesca & Coppola, Antonio & Lacovig, Paolo & Senneca, Osvalda & Salatino, Piero, 2021. "Characterization of surface-oxides on char under periodically changing oxidation/desorption conditions," Renewable and Sustainable Energy Reviews, Elsevier, vol. 137(C).
    15. M. Shahabuddin & Tanvir Alam, 2022. "Gasification of Solid Fuels (Coal, Biomass and MSW): Overview, Challenges and Mitigation Strategies," Energies, MDPI, vol. 15(12), pages 1-20, June.
    16. Wang, Haiming & Liu, Guicai & Veksha, Andrei & Giannis, Apostolos & Lim, Teik-Thye & Lisak, Grzegorz, 2021. "Effective H2S control during chemical looping combustion by iron ore modified with alkaline earth metal oxides," Energy, Elsevier, vol. 218(C).
    17. Dzintra Atstaja & Natalija Cudecka-Purina & Viktor Koval & Jekaterina Kuzmina & Janis Butkevics & Hanna Hrinchenko, 2024. "Waste-to-Energy in the Circular Economy Transition and Development of Resource-Efficient Business Models," Energies, MDPI, vol. 17(16), pages 1-23, August.
    18. Chein, Rei-Yu & Hsu, Wen-Huai, 2019. "Thermodynamic analysis of syngas production via chemical looping dry reforming of methane," Energy, Elsevier, vol. 180(C), pages 535-547.
    19. Ji, Leilei & Li, Wei & Shi, Weidong & Tian, Fei & Agarwal, Ramesh, 2021. "Effect of blade thickness on rotating stall of mixed-flow pump using entropy generation analysis," Energy, Elsevier, vol. 236(C).
    20. Anna Kurbatova & Hani Ahmed Abu-Qdais, 2020. "Using Multi-Criteria Decision Analysis to Select Waste to Energy Technology for a Mega City: The Case of Moscow," Sustainability, MDPI, vol. 12(23), pages 1-18, November.

    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:225:y:2024:i:c:s096014812400363x. 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.