NARX models for simulation of the start-up operation of a single-shaft gas turbine

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dc.contributor.authorAsgari, H.
dc.contributor.authorChen, X.Q.
dc.contributor.authorMorini, M.
dc.contributor.authorPinelli, M.
dc.contributor.authorSainudiin, R.
dc.contributor.authorSpina, P.R.
dc.contributor.authorVenturini, M.
dc.date.accessioned2016-04-20T21:59:02Z
dc.date.available2016-04-20T21:59:02Z
dc.date.issued2016en
dc.description.abstractIn this study, nonlinear autoregressive exogenous (NARX) models of a heavy-duty single-shaft gas turbine (GT) are developed and validated. The GT is a power plant gas turbine (General Electric PG 9351FA) located in Italy. The data used for model development are three time series data sets of two different maneuvers taken experimentally during the start-up procedure. The resulting NARX models are applied to three other experimental data sets and comparisons are made among four significant outputs of the models and the corresponding measured data. The results show that NARX models are capable of satisfactory prediction of the GT behavior and can capture system dynamics during start-up operation.en
dc.identifier.citationAsgari, H., Chen, X.Q., Morini, M., Pinelli, M., Sainudiin, R., Spina, P.R., Venturini, M. (2016) NARX models for simulation of the start-up operation of a single-shaft gas turbine. Applied Thermal Engineering, 93, pp. 368-376.en
dc.identifier.doihttps://doi.org/10.1016/j.applthermaleng.2015.09.074
dc.identifier.issn1359-4311
dc.identifier.urihttp://hdl.handle.net/10092/12049
dc.language.isoen
dc.publisherUniversity of Canterbury. Mathematics and Statisticsen
dc.publisherUniversity of Canterbury. Mechanical Engineeringen
dc.rights.urihttps://hdl.handle.net/10092/17651
dc.subjectGas turbineen
dc.subjectblack-boxen
dc.subjectneural networken
dc.subjectNARX modelen
dc.subjectmodelingen
dc.subjectsimulationen
dc.subjectstart-upen
dc.subject.anzsrcField of Research::09 - Engineering::0913 - Mechanical Engineering::091302 - Automation and Control Engineeringen
dc.subject.anzsrcFields of Research::40 - Engineering::4017 - Mechanical engineering::401706 - Numerical modelling and mechanical characterisationen
dc.subject.anzsrcFields of Research::40 - Engineering::4017 - Mechanical engineering::401703 - Energy generation, conversion and storage (excl. chemical and electrical)en
dc.titleNARX models for simulation of the start-up operation of a single-shaft gas turbineen
dc.typeJournal Article
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