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Performance improvement of microbial fuel cell using experimental investigation and fuzzy modelling

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  • Ghasemi, Mostafa
  • Rezk, Hegazy

Abstract

The yield of a microbial fuel cell (MFC) is significantly influenced by the media composition, which mainly consists of carbon, nitrogen sources and aeration rate. This study uses fuzzy modelling and optimization to enhance the performance of MFC. First, a simulation of the microbial fuel cell model using three input parameters—glucose (g/L), yeast extract (g/L), and aeration (ml/min)—was performed using experimental data sets. Three output parameters—power density (W/m2), COD removal (%), and coulombic efficiency (%)—are used to assess the performance. Then, the ideal values for three input controlling parameters are found using the salp swarm optimizer (SSO) for simultaneously increasing power density, COD elimination, and coulombic efficiency. For the fuzzy model of the power density, the RMSE values for the training and testing data sets are 1.35 e−07 and 0.0424, respectively. The R-squared values for training and testing are 1.0 and 0.98, respectively. Low RMSE values and high R-squared proved the accuracy of fuzzy model. Then using, SSA, the coulombic efficiency climbed from 38 % to 40.33 %, and the COD removal went from 80 % to 81.71 %. Under this condition, the performance index increased from 118.525 to 122.532 by around 3.4 %.

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  • Ghasemi, Mostafa & Rezk, Hegazy, 2024. "Performance improvement of microbial fuel cell using experimental investigation and fuzzy modelling," Energy, Elsevier, vol. 286(C).
    • Handle: RePEc:eee:energy:v:286:y:2024:i:c:s0360544223028803
    DOI: 10.1016/j.energy.2023.129486
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    References listed on IDEAS

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    1. Banerjee, Rajabrata & Mishra, Vinod & Maruta, Admasu Asfaw, 2021. "Energy poverty, health and education outcomes: Evidence from the developing world," Energy Economics, Elsevier, vol. 101(C).
    2. Chen, Sai & Ding, Yueting & Song, Yan & Zhang, Ming & Nie, Rui, 2023. "Study on China's energy system resilience under the scenarios of long-term shortage of imported oil," Energy, Elsevier, vol. 270(C).
    3. Hu, Xiaoyi & Tan, Xinru & Shi, Xiaomin & Liu, Wenjun & Ouyang, Tiancheng, 2023. "An integrated assessment of microfluidic microbial fuel cell subjected to vibration excitation," Applied Energy, Elsevier, vol. 336(C).
    4. Mostafa Ghasemi & Mehdi Sedighi & Yie Hua Tan, 2021. "Carbon Nanotube/Pt Cathode Nanocomposite Electrode in Microbial Fuel Cells for Wastewater Treatment and Bioenergy Production," Sustainability, MDPI, vol. 13(14), pages 1-13, July.
    5. Jabari, Farkhondeh & Jabari, Hamid & Mohammadi-ivatloo, Behnam & Ghafouri, Jafar, 2019. "Optimal short-term coordination of water-heat-power nexus incorporating plug-in electric vehicles and real-time demand response programs," Energy, Elsevier, vol. 174(C), pages 708-723.
    6. Ghasemi, Mostafa & Wan Daud, Wan Ramli & Alam, Javed & Ilbeygi, Hamid & Sedighi, Mehdi & Ismail, Ahmad Fauzi & Yazdi, Mohammad H. & Aljlil, Saad A., 2016. "Treatment of two different water resources in desalination and microbial fuel cell processes by poly sulfone/Sulfonated poly ether ether ketone hybrid membrane," Energy, Elsevier, vol. 96(C), pages 303-313.
    7. Jadhav, Dipak A. & Park, Sung-Gwan & Eisa, Tasnim & Mungray, Arvind K. & Madenli, Evrim Celik & Olabi, Abdul-Ghani & Abdelkareem, Mohammad Ali & Chae, Kyu-Jung, 2022. "Current outlook towards feasibility and sustainability of ceramic membranes for practical scalable applications of microbial fuel cells," Renewable and Sustainable Energy Reviews, Elsevier, vol. 167(C).
    8. Feng, Zhong-kai & Niu, Wen-jing & Wang, Sen & Cheng, Chun-tian & Jiang, Zhi-qiang & Qin, Hui & Liu, Yi, 2018. "Developing a successive linear programming model for head-sensitive hydropower system operation considering power shortage aspect," Energy, Elsevier, vol. 155(C), pages 252-261.
    9. Ding, Yueting & Chen, Sai & Zheng, Yilei & Chai, Shanglei & Nie, Rui, 2022. "Resilience assessment of China's natural gas system under supply shortages: A system dynamics approach," Energy, Elsevier, vol. 247(C).
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