Development and validation of a GEP model to predict the performance and exhaust emission parameters of a CRDI assisted single cylinder diesel engine coupled with EGR

作者: Sumit Roy , Ashmita Ghosh , Ajoy Kumar Das , Rahul Banerjee

DOI: 10.1016/J.APENERGY.2014.11.065

关键词:

摘要: Abstract Gene Expression Programming was employed to express the relationship between inputs and outputs of a single cylinder four-stroke CRDI engine coupled with EGR. The performance emission parameters (BSFC, BTE, CO2, NOx PM) have been modelled by where load, fuel injection pressure, EGR injected per cycle were chosen as input parameters. From results it found that GEP can consistently emulate actual characteristics proficiently even under different modes operation significant accuracy. Moreover, obtained also compared an ANN model, developed on same parametric ranges. comparison showed model outperforms in predicting desired response variables.

参考文章(58)
Helmut Tschoeke, Andreas Graf, Jürgen Stein, Michael Krüger, Johannes Schaller, Norbert Breuer, Kurt Engeljehringer, Wolfgang Schindler, Diesel Engine Exhaust Emissions Handbook of Diesel Engines. pp. 417- 485 ,(2010) , 10.1007/978-3-540-89083-6_15
J. R. Koza, Survey of genetic algorithms and genetic programming Proceedings of WESCON'95. pp. 589- ,(1995) , 10.1109/WESCON.1995.485447
Cândida Ferreira, Gene Expression Programming: A New Adaptive Algorithm for Solving Problems. Complex Systems. ,vol. 13, ,(2001)
J.M. Desantes, J. Benajes, S. Molina, C.A. González, The modification of the fuel injection rate in heavy-duty diesel engines: Part 2: Effects on combustion Applied Thermal Engineering. ,vol. 24, pp. 2715- 2726 ,(2004) , 10.1016/J.APPLTHERMALENG.2004.05.004
James A. Mcgeehan, Sheila Yeh, Melvin Couch, Andreas Hinz, Bengt Otterholm, Andrew Walker, Philip Blakeman, On The Road to 2010 Emissions: Field Test Results and Analysis with DPF-SCR System and Ultra Low Sulfur Diesel Fuel SAE Technical Paper Series. ,vol. 114, pp. 1308- 1322 ,(2005) , 10.4271/2005-01-3716
Timothy V. Johnson, Review of Diesel Emissions and Control SAE International Journal of Fuels and Lubricants. ,vol. 3, pp. 16- 29 ,(2010) , 10.4271/2010-01-0301
Timothy V. Johnson, Diesel Emission Control in Review SAE International Journal of Fuels and Lubricants. ,vol. 1, pp. 68- 81 ,(2008) , 10.4271/2008-01-0069
Sakir Tasdemir, Ismail Saritas, Murat Ciniviz, Novruz Allahverdi, Artificial neural network and fuzzy expert system comparison for prediction of performance and emission parameters on a gasoline engine Expert Systems With Applications. ,vol. 38, pp. 13912- 13923 ,(2011) , 10.1016/J.ESWA.2011.04.198
Erol Arcaklioğlu, İsmet Çelıkten, A diesel engine's performance and exhaust emissions Applied Energy. ,vol. 80, pp. 11- 22 ,(2005) , 10.1016/J.APENERGY.2004.03.004
N Ladommatos, S Abdelhalim, H Zhao, Control of oxides of nitrogen from diesel engines using diluents while minimising the impact on particulate pollutants international conference on energy environment. ,vol. 18, pp. 963- 980 ,(1998) , 10.1016/S1359-4311(98)00031-3