Consiglio Nazionale delle Ricerche

Tipo di prodottoArticolo in rivista
TitoloESTIMATION OF OPERATIONAL PARAMETERS FOR A DIRECT INJECTION TURBOCHARGED SPARK IGNITION ENGINE BY USING REGRESSION ANALYSIS AND ARTIFICIAL NEURAL NETWORK
Anno di pubblicazione2017
Formato
  • Elettronico
  • Cartaceo
Autore/iTosun, Erdi; Aydin, Kadir; Merola, Simona Silvia; Irimescu, Adrian
Affiliazioni autoriTAydin K. ; Tosun E. - Cukurova University- (Turkey)
Autori CNR e affiliazioni
  • ADRIAN IRIMESCU
  • SIMONA SILVIA MEROLA
Lingua/e
  • inglese
AbstractThis study was aimed at estimating the variation of several engine control parameters within the rotational speed-load map, using regression analysis and artcial neural network techniques. Duration of injection, specific fuel consumption, exhaust gas at turbine inlet, and within the catalytic converter brick were chosen as the output parameters for the models, while engine speed and brake mean effective pressure were selected as independent variables for prediction. Measurements were performed on a turbocharged direct injection spark ignition engine fueled with gasoline. A three-layer feed-forward structure and back propagation algorithm was used for training the artcial neural network. It was concluded that this technique is capable of predicting engine parameters with better accuracy than linear and non-linear regression techniques.
Lingua abstractinglese
Altro abstract-
Lingua altro abstract-
Pagine da401
Pagine a412
Pagine totali12
RivistaThermal science
Attiva dal 1997
Editore: Vinca Institute of Nuclear Sciences - Belgrade
Paese di pubblicazione: Serbia
Lingua: inglese
ISSN: 0354-9836
Titolo chiave: Thermal science
Titolo proprio: Thermal science.
Titolo abbreviato: Therm. sci.
Numero volume della rivista21
Fascicolo della rivista1
DOI10.2298/TSCI160302151T
Verificato da refereeSì: Internazionale
Stato della pubblicazionePublished version
Indicizzazione (in banche dati controllate)
  • ISI Web of Science (WOS) (Codice:000397838500003)
Parole chiaveturbocharged direct injection spark ignition engine, regression analysis, artificial neural network, estimation
Link (URL, URI)-
Titolo parallelo-
Licenza-
Scadenza embargo-
Data di accettazione-
Note/Altre informazioni-
Strutture CNR
  • IM — Istituto motori
Moduli/Attività/Sottoprogetti CNR-
Progetti Europei-
Allegati
2017P2924 (documento privato )
Tipo documento: application/pdf