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On recirculation region length of suddenly expanded supersonic flows, using CFD and fuzzy logic

Quadros, Jaimon D. and Khan, Sher Afghan and Sapkota, Sanjeev and John, Vikrama and Prashanth, T (2020) On recirculation region length of suddenly expanded supersonic flows, using CFD and fuzzy logic. International Journal of Computational Fluid Dynamics. pp. 1-17. ISSN 1061-8562 E-ISSN 1029-0257 (In Press)

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Abstract

This paper aims to introduce the core features of the Fuzzy Logic (FL) approach in simulations of turbulent Supersonic flows as a cost-effective methodology. Computational Fluid Dynamic (CFD) analysis is conducted to study the effect of Mach number (Me), nozzle pressure ratio (NPR) and expansion corners (EC) on primary recirculation region length (Xr1). An Open FOAM numerical solver was used for this purpose. The CFD results developed were focused on developing relationships between input and output using the Mamdani-based fuzzy logic approach. This approach used membership functions viz. Triangular, Generalized bell shape and Gaussian membership functions. The models developed were matched with confirmatory test cases which differ from the training data. The flow field contours showed that the flow field generated numerous intrinsic features in the corner vortex. Also, the Triangular membership function made better predictions than the other two functions as it had a least absolute percentage error of 9.0705%.

Item Type: Article (Journal)
Additional Information: 7395/83689
Uncontrolled Keywords: Mach number; nozzle pressure ratio; expansion corner; primary recirculation region length; fuzzy logic
Subjects: T Technology > TL Motor vehicles. Aeronautics. Astronautics
T Technology > TL Motor vehicles. Aeronautics. Astronautics > TL500 Aeronautics
Kulliyyahs/Centres/Divisions/Institutes (Can select more than one option. Press CONTROL button): Kulliyyah of Engineering
Kulliyyah of Engineering > Department of Mechanical Engineering
Depositing User: Prof. Dr. Sher Afghan Khan
Date Deposited: 23 Oct 2020 15:41
Last Modified: 23 Oct 2020 15:41
URI: http://irep.iium.edu.my/id/eprint/83689

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