Condition based management of gas turbine engine using neural networks

This research work is focused on the development of the hybrid neural network model to asses the gas turbine’s compressor health. Effects of various gas turbine compressor performance recovery methods like on-line washing, off-line washing and manual inlet guide vane cleaning are analyzed to segrega...

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Main Author: Muthukumar, Krishnan
Other Authors: Ho Hiang Kwee
Format: Theses and Dissertations
Published: 2008
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Online Access:https://hdl.handle.net/10356/6556
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Institution: Nanyang Technological University
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spelling sg-ntu-dr.10356-65562023-03-11T17:45:56Z Condition based management of gas turbine engine using neural networks Muthukumar, Krishnan Ho Hiang Kwee School of Mechanical and Aerospace Engineering DRNTU::Engineering::Mechanical engineering::Motors, engines and turbines This research work is focused on the development of the hybrid neural network model to asses the gas turbine’s compressor health. Effects of various gas turbine compressor performance recovery methods like on-line washing, off-line washing and manual inlet guide vane cleaning are analyzed to segregate the recoverable and non-recoverable losses. The developed hybrid neural network model is used to analysis the above losses and suggest appropriate compressor washing schedule to run the gas turbine at its maximum efficiency. MASTER OF ENGINEERING (MPE) 2008-09-17T11:17:54Z 2008-09-17T11:17:54Z 2005 2005 Thesis Muthukumar, K. (2005). Condition based management of gas turbine engine using neural networks. Master’s thesis, Nanyang Technological University, Singapore. https://hdl.handle.net/10356/6556 10.32657/10356/6556 Nanyang Technological University application/pdf
institution Nanyang Technological University
building NTU Library
continent Asia
country Singapore
Singapore
content_provider NTU Library
collection DR-NTU
topic DRNTU::Engineering::Mechanical engineering::Motors, engines and turbines
spellingShingle DRNTU::Engineering::Mechanical engineering::Motors, engines and turbines
Muthukumar, Krishnan
Condition based management of gas turbine engine using neural networks
description This research work is focused on the development of the hybrid neural network model to asses the gas turbine’s compressor health. Effects of various gas turbine compressor performance recovery methods like on-line washing, off-line washing and manual inlet guide vane cleaning are analyzed to segregate the recoverable and non-recoverable losses. The developed hybrid neural network model is used to analysis the above losses and suggest appropriate compressor washing schedule to run the gas turbine at its maximum efficiency.
author2 Ho Hiang Kwee
author_facet Ho Hiang Kwee
Muthukumar, Krishnan
format Theses and Dissertations
author Muthukumar, Krishnan
author_sort Muthukumar, Krishnan
title Condition based management of gas turbine engine using neural networks
title_short Condition based management of gas turbine engine using neural networks
title_full Condition based management of gas turbine engine using neural networks
title_fullStr Condition based management of gas turbine engine using neural networks
title_full_unstemmed Condition based management of gas turbine engine using neural networks
title_sort condition based management of gas turbine engine using neural networks
publishDate 2008
url https://hdl.handle.net/10356/6556
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