Performance analysis of a gas turbine engine via intercooling and regeneration- Part 2-Reference-Cited by-同舟云学术

Performance analysis of a gas turbine engine via intercooling and regeneration- Part 2

Published:2024-04-16 Issue: Volume: Page:
ISSN:0334-0082
Container-title:International Journal of Turbo & Jet-Engines
language:en
Short-container-title:

Author:

Poojary Suhas¹,Quadros Jaimon D.²,Thalambeti Prashanth³,Rangaswamy Hanumanthraya⁴,Mohin Ma⁵

Affiliation:

1. Department of Mechanical Engineering , 312547 Sahyadri College of Engineering & Management , 575007 , Mangalore , India

2. Department of Mechanical Engineering , University of Bolton, RAK Academic Centre , 16038 , Ras Al Khaimah , UAE

3. Department of Mechanical Engineering , 126230 Global Academy of Technology , 560098 , Bengaluru , India

4. School of Mechanical Engineering , 529993 REVA University , 560064 , Bengaluru , Karnataka , India

5. School of Engineering , 1796 University of Bolton , Deane Road, BL3 5AB , Bolton , UK

Abstract

Abstract The current study aims to amplify the predictive ability of the numerical model developed for a gas turbine engine-based power plants by process of regeneration and intercooling. Artificial neural networks (ANN) and adaptive neuro-fuzzy interface systems (ANFIS) are the two techniques mainly concentrated in this study which were not properly implemented previously. The performance parameters namely, specific power (SP), thermal efficiency (η), and enthalpy based specific fuel consumption (EBSFC) of a Turboprop engine were predicted using thermodynamic parameters namely, pressure ratio (PR), nozzle pressure ratio (NPR), turbine inlet temperature (TIT), for constant regeneration (R), and intercooling (E) efficiencies. The results showed that a high regression result R 2 of 0.9831 and 0.9899 was found for the ANFIS model for η for training and testing, respectively. Also, the ANFIS model resulted in best performance of the performance characteristics when compared to ANN.

Publisher

Walter de Gruyter GmbH

Link

https://www.degruyter.com/document/doi/10.1515/tjj-2023-0096/pdf

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