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Multi-objective genetic algorithm approach for enhanced cumulative hydrogen and methane-rich syngas emission through co-pyrolysis of de-oiled microalgae and coal blending

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  • Rawat, Shweta
  • Wagadre, Lokesh
  • Kumar, Sanjay

Abstract

Towards establishing low-carbon bio-economy, the energy-rich syngas is considered a global energy carrier. Targeting hydrogen as a promising advanced fuel, the significance of methane also increases due to its direct conversion capability into hydrogen. The current study aims to use a co-pyrolysis-based valorization of de-oiled microalgae and low-rank coal blend to generate H2 and CH4 rich syngas. Pyrolysis kinetic models, Kissinger-Akahira-Sunose (KAS) and Starink (STK) are used to evaluate apparent activation energy (Ea). The gradual addition of microalgae (0⎼100%) in coal reduces Ea from 189.11⎼55.87 kJ/mol and 180.16⎼54.61 kJ/mol by KAS and STK method, respectively. The maximum hymethane carrying ratio is observed 2.51 and 3.51 at optimized conditions of response surface methodology (RSM) and artificial neural network-based multi-objective genetic algorithm (ANN-MOGA), respectively. Maximum H2 (54.5 %) in the syngas is observed at mid pyrolysis stage (451 °C) using ANN-MOGA optimized conditions (blending ratio - 42.25 % and heating rate-13.8 °C/min). This study highlights the advantage of ANN-MOGA optimization over statistical based optimization. Hence, incorporating of the evolutionary algorithm as integrated ANN-MOGA optimization could be an efficient way for hymethane rich syngas emission in co-pyrolysis approach to gain carbon-neutral energy with zero waste discharge.

Suggested Citation

  • Rawat, Shweta & Wagadre, Lokesh & Kumar, Sanjay, 2024. "Multi-objective genetic algorithm approach for enhanced cumulative hydrogen and methane-rich syngas emission through co-pyrolysis of de-oiled microalgae and coal blending," Renewable Energy, Elsevier, vol. 225(C).
    • Handle: RePEc:eee:renene:v:225:y:2024:i:c:s096014812400329x
    DOI: 10.1016/j.renene.2024.120264
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    References listed on IDEAS

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    1. Liu, Chao & Liu, Jingyong & Evrendilek, Fatih & Xie, Wuming & Kuo, Jiahong & Buyukada, Musa, 2020. "Bioenergy and emission characterizations of catalytic combustion and pyrolysis of litchi peels via TG-FTIR-MS and Py-GC/MS," Renewable Energy, Elsevier, vol. 148(C), pages 1074-1093.
    2. Zhan, Yuanhang & Zhu, Jun, 2024. "Response surface methodology and artificial neural network-genetic algorithm for modeling and optimization of bioenergy production from biochar-improved anaerobic digestion," Applied Energy, Elsevier, vol. 355(C).
    3. Gouws, S.M. & Carrier, M. & Bunt, J.R. & Neomagus, H.W.J.P., 2021. "Co-pyrolysis of coal and raw/torrefied biomass: A review on chemistry, kinetics and implementation," Renewable and Sustainable Energy Reviews, Elsevier, vol. 135(C).
    4. Chen, Chunxiang & Huang, Dengchang & Bu, Xiaoyan & Huang, Yuting & Tang, Jun & Guo, Chenxu & Yang, Shengxiong & Huang, Haozhong, 2020. "Microwave-assisted catalytic pyrolysis of Dunaliella salina using different compound additives," Renewable Energy, Elsevier, vol. 149(C), pages 806-815.
    5. 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.
    6. Gao, Weizheng & Wu, Qixuan & Fu, Zhongxiang & Li, Yaguang & Zhang, Zhao, 2024. "One-step pyrolysis-catalytic hydrogen production by the oleaginous microalga Chromochloris zofingiensis," Energy, Elsevier, vol. 286(C).
    7. 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.
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