Gas Turbine Engine Control Design Using Fuzzy Logic and Neural Networks
Author(s) -
Mehrdad Bazazzadeh,
Hamed Badihi,
Ali Shahriari
Publication year - 2011
Publication title -
international journal of aerospace engineering
Language(s) - English
Resource type - Journals
SCImago Journal Rank - 0.361
H-Index - 22
eISSN - 1687-5974
pISSN - 1687-5966
DOI - 10.1155/2011/156796
Subject(s) - jet engine , artificial neural network , fuzzy logic , turbine , controller (irrigation) , control engineering , computer science , thrust , transient (computer programming) , engineering , control theory (sociology) , automotive engineering , control (management) , artificial intelligence , mechanical engineering , agronomy , biology , operating system
This paper presents a successful approach in designing a Fuzzy Logic Controller (FLC) for a specific Jet Engine. At first, a suitable mathematical model for the jet engine is presented by the aid of SIMULINK. Then by applying different reasonable fuel flow functions via the engine model, some important engine-transient operation parameters (such as thrust, compressor surge margin, turbine inlet temperature, etc.) are obtained. These parameters provide a precious database, which train a neural network. At the second step, by designing and training a feedforward multilayer perceptron neural network according to this available database; a number of different reasonable fuel flow functions for various engine acceleration operations are determined. These functions are used to define the desired fuzzy fuel functions. Indeed, the neural networks are used as an effective method to define the optimum fuzzy fuel functions. At the next step, we propose a FLC by using the engine simulation model and the neural network results. The proposed control scheme is proved by computer simulation using the designed engine model. The simulation results of engine model with FLC illustrate that the proposed controller achieves the desired performance and stability
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