Nonlinear modeling and control of a spark ignition engine idle speed / Hazem Mohamed

The main objective of this research work is to model and control the idle mode of a four cylinder spark ignition engine. The modeling approach is to handle the engine as a multi input multi output nonlinear black box model, where the inputs are the throttle angle and the spark timing and the outp...

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Main Author: Hazem, Mohamed
Format: Thesis
Published: 1998
Subjects:
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author Hazem, Mohamed
author_facet Hazem, Mohamed
author_sort Hazem, Mohamed
description The main objective of this research work is to model and control the idle mode of a four cylinder spark ignition engine. The modeling approach is to handle the engine as a multi input multi output nonlinear black box model, where the inputs are the throttle angle and the spark timing and the outp'uts are the speed and manifold pressure. The input output data was collected from an experimental four cylinder spark ignition engine, then this data is fitted to a NARMAX model using a radial basis function network trained by the orthogonal least squares algorithm. After that the developed model is validated using nonlinear correlation tests and it could efficiently reproduce the plant dynamics. Tlie control teclmique used is the fuzzy control. The fuzzy controller is formulated as a radial basis function network trained by the orthogqnalleast squares algorithm to estimate the controller parameters. The train~ng data of the network is the entries of an optimal control table derived by analyzing the evolution of the state trajectories of the system under different initial conditions using the cell to cell mapping technique. The developed controller can efficiently stabilize the plant and compensate for different uncertainties and nonlinearities of the plant.
format Thesis
id oai:studentsrepo.um.edu.my:7525
institution Universiti Malaya
publishDate 1998
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spelling oai:studentsrepo.um.edu.my:75252017-08-26T06:59:55Z Nonlinear modeling and control of a spark ignition engine idle speed / Hazem Mohamed Hazem, Mohamed TJ Mechanical engineering and machinery The main objective of this research work is to model and control the idle mode of a four cylinder spark ignition engine. The modeling approach is to handle the engine as a multi input multi output nonlinear black box model, where the inputs are the throttle angle and the spark timing and the outp'uts are the speed and manifold pressure. The input output data was collected from an experimental four cylinder spark ignition engine, then this data is fitted to a NARMAX model using a radial basis function network trained by the orthogonal least squares algorithm. After that the developed model is validated using nonlinear correlation tests and it could efficiently reproduce the plant dynamics. Tlie control teclmique used is the fuzzy control. The fuzzy controller is formulated as a radial basis function network trained by the orthogqnalleast squares algorithm to estimate the controller parameters. The train~ng data of the network is the entries of an optimal control table derived by analyzing the evolution of the state trajectories of the system under different initial conditions using the cell to cell mapping technique. The developed controller can efficiently stabilize the plant and compensate for different uncertainties and nonlinearities of the plant. 1998-10 Thesis NonPeerReviewed application/pdf http://studentsrepo.um.edu.my/7525/1/NONLINEAR_MODELING_AND_CONTROL_OF_A.pdf Hazem, Mohamed (1998) Nonlinear modeling and control of a spark ignition engine idle speed / Hazem Mohamed. Masters thesis, University of Malaya. http://studentsrepo.um.edu.my/7525/
spellingShingle TJ Mechanical engineering and machinery
Hazem, Mohamed
Nonlinear modeling and control of a spark ignition engine idle speed / Hazem Mohamed
title Nonlinear modeling and control of a spark ignition engine idle speed / Hazem Mohamed
title_full Nonlinear modeling and control of a spark ignition engine idle speed / Hazem Mohamed
title_fullStr Nonlinear modeling and control of a spark ignition engine idle speed / Hazem Mohamed
title_full_unstemmed Nonlinear modeling and control of a spark ignition engine idle speed / Hazem Mohamed
title_short Nonlinear modeling and control of a spark ignition engine idle speed / Hazem Mohamed
title_sort nonlinear modeling and control of a spark ignition engine idle speed hazem mohamed
topic TJ Mechanical engineering and machinery
url-record http://studentsrepo.um.edu.my/7525/
work_keys_str_mv AT hazemmohamed nonlinearmodelingandcontrolofasparkignitionengineidlespeedhazemmohamed