Boosting carbon dioxide adsorption capacity applying Jellyfish optimization and ANFIS-based modelling

A.G. Olabi; Hegazy Rezk; Enas Taha Sayed; Rania M. Ghoniem; Mohammad Ali Abdelkareem

Ain Shams Engineering Journal (Apr 2023)

Boosting carbon dioxide adsorption capacity applying Jellyfish optimization and ANFIS-based modelling

A.G. Olabi,
Hegazy Rezk,
Enas Taha Sayed,
Rania M. Ghoniem,
Mohammad Ali Abdelkareem

Affiliations

A.G. Olabi: Dept. of Sustainable and Renewable Energy Engineering, University of Sharjah, P.O. Box 27272, Sharjah, United Arab Emirates; Sustainable Energy & Power Systems Research Centre, RISE, University of Sharjah, P.O. Box 27272, Sharjah, United Arab Emirates; Mechanical Engineering and Design, Aston University, School of Engineering and Applied Science, Aston Triangle, Birmingham, United Kingdom; Corresponding authors at: Dept. of Sustainable and Renewable Energy Engineering, University of Sharjah, P.O. Box 27272, Sharjah, United Arab Emirates (A.G. Olabi and M. Ali Abdelkareem).
Hegazy Rezk: College of Engineering at Wadi Addawaser, Prince Sattam Bin Abdulaziz University, Saudi Arabia; Corresponding authors at: Dept. of Sustainable and Renewable Energy Engineering, University of Sharjah, P.O. Box 27272, Sharjah, United Arab Emirates (A.G. Olabi and M. Ali Abdelkareem).
Enas Taha Sayed: Center for Advanced Materials Research, University of Sharjah, PO Box 27272, Sharjah, United Arab Emirates; Faculty of Engineering, Minia University, Egypt
Rania M. Ghoniem: Department of Information Technology, College of Computer and Information Sciences, Princess Nourah bint Abdulrahman University, P.O. Box 84428, Riyadh 11671, Saudi Arabia
Mohammad Ali Abdelkareem: Dept. of Sustainable and Renewable Energy Engineering, University of Sharjah, P.O. Box 27272, Sharjah, United Arab Emirates; Sustainable Energy & Power Systems Research Centre, RISE, University of Sharjah, P.O. Box 27272, Sharjah, United Arab Emirates; Faculty of Engineering, Minia University, Egypt; Corresponding authors at: Dept. of Sustainable and Renewable Energy Engineering, University of Sharjah, P.O. Box 27272, Sharjah, United Arab Emirates (A.G. Olabi and M. Ali Abdelkareem).

Journal volume & issue: Vol. 14, no. 4
p. 101931

Abstract

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Carbon capture and storage (CCS) are essential for controlling global warming. Among the different CCS technologies, adsorption using amines is promising and applied on an industrial scale. In this research work, the optimal values of tetraethylenepentamine (TEPA), imidazole (Im) and temperature are identified to boost CO2 adsorption capacity. The proposed methodology integrates Jellyfish optimization (JO) and ANFIS-based modelling. In the first step, using measured data, ANFIS model is constructed to simulate the CO2 adsorption capacity in terms of the mentioned parameters. The second step, using JO, the best values of temperature, TEPA, and Im are identified to maximize the CO2 adsorption capacity. To confirm the superiority of the integration between JO and ANFIS, the main findings were compared with response surface methodology and measured data. The proposed strategy succeeded in boosting the CO2 capture adsorption from 4.27 (mmol/g) to 5.25 (mmol/g).

Published in Ain Shams Engineering Journal

ISSN: 2090-4479 (Print); 2090-4495 (Online)
Publisher: Elsevier
Country of publisher: Egypt
LCC subjects: Technology: Engineering (General). Civil engineering (General)
Website: http://www.journals.elsevier.com/ain-shams-engineering-journal/

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