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DOI: 10.14569/IJACSA.2024.0150843
PDF

Evaluating the Impact of Fuzzy Logic Controllers on the Efficiency of FCCUs: Simulation-Based Analysis

Author 1: Harsh Pagare
Author 2: Kushagra Mishra
Author 3: Kanhaiya Sharma
Author 4: Sandeep Singh Rawat
Author 5: Shailaja Salagrama

International Journal of Advanced Computer Science and Applications(IJACSA), Volume 15 Issue 8, 2024.

  • Abstract and Keywords
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Abstract: This study investigates the methods for creating nonlinear models and developing Fuzzy logic controllers for the Fluidized Catalytic Cracking Unit (FCCU) at different global refineries. The FCCU plays a crucial role in the petrochemical sector, processing a significant portion of the world's crude oil - in 2006, FCCUs were responsible for refining a third of the global crude oil supply. These units are essential for converting heavier oils, such as gasoil and crude oil, into lighter, more critical products like gasoline and olefinic gases. Given their efficiency in producing a large volume of products and the volatile nature of petrochemical market prices, optimization of these units is a priority for engineers and investors. Traditional control mechanisms often need to improve in managing the FCCU's complex, dynamic, and nonlinear operations, where creating an accurate mathematical model is challenging or involves significant simplifications. Fuzzy Logic controllers, which mimic human reasoning more closely than conventional methods, offer a promising alternative for such unpredictable and complex systems. The results of this work illustrate the usefulness and possible advantages of utilizing Fuzzy Logic controllers in the management of FCCU plants and they are also compared with the latest machine learning techniques as well. These findings are corroborated by simulations conducted with the MATLAB Fuzzy Logic Toolbox R2012b.

Keywords: Non-Linear modeling; fuzzy logic controller; machine learning; optimization

Harsh Pagare, Kushagra Mishra, Kanhaiya Sharma, Sandeep Singh Rawat and Shailaja Salagrama, “Evaluating the Impact of Fuzzy Logic Controllers on the Efficiency of FCCUs: Simulation-Based Analysis” International Journal of Advanced Computer Science and Applications(IJACSA), 15(8), 2024. http://dx.doi.org/10.14569/IJACSA.2024.0150843

@article{Pagare2024,
title = {Evaluating the Impact of Fuzzy Logic Controllers on the Efficiency of FCCUs: Simulation-Based Analysis},
journal = {International Journal of Advanced Computer Science and Applications},
doi = {10.14569/IJACSA.2024.0150843},
url = {http://dx.doi.org/10.14569/IJACSA.2024.0150843},
year = {2024},
publisher = {The Science and Information Organization},
volume = {15},
number = {8},
author = {Harsh Pagare and Kushagra Mishra and Kanhaiya Sharma and Sandeep Singh Rawat and Shailaja Salagrama}
}



Copyright Statement: This is an open access article licensed under a Creative Commons Attribution 4.0 International License, which permits unrestricted use, distribution, and reproduction in any medium, even commercially as long as the original work is properly cited.

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