Modeling of the air conditions effects on the power and fuel consumption of the SI engine using neural networks and regression

Mohammad Rahimi‐Gorji1, Mostafa Ghajar2, Amir-Hasan Kakaee2, D.D. Ganji3
1Technical and Vocational University of Iran, Behshahr Imam Khomeini Branch, Behshahr, Mazandaran, Iran
2Iran University of Science and Technology, Department of Automotive Engineering, Narmak, Tehran, Iran
3Babol Noshirvani University of Technology, Department of Mechanical Engineering, Babol, Mazandaran, Iran

Tóm tắt

Từ khóa


Tài liệu tham khảo

Buhler G, Jochem P (2008) CO2 emission reduction in freight transports: how to stimulate environmental friendly behaviour? ZEW Centre for Euro Econ Res Disc, Paper No. 08-066

Chiu CP, Horng RF (1992) Effects of intake air temperature and residual gas concentration on cycle-to-cycle combustion variation in a two-stroke cycle S.I. engine equipped with an air—assisted fuel injection system. JSME Int J 37:957–965

Cumming S (1993) Neural networks for monitoring of engine condition data. Neural Comput Appl 1:96–102

Golcu M, Sekmen Y, Erduranli P, Salman MS (2005) Artificial neural-network based modeling of variable valve-timing in a spark-ignition engine. Appl Energy 81:187–197

Harari R, Sher E (1993) The Effect of ambient pressure on the performance map of a two-stroke SI engine. 930503, SAE International Congress and Exposition, Detroit, MI, pp 115–123

Hatami M, Ganji DD, Gorji-Bandpy M (2015) Experimental and numerical analysis of the optimized finned-tube heat exchanger for OM314 diesel exhaust energy recovery. Energy Conv Manag 97:26–41

Hatami M, Ganji DD, Gorji-Bandpy M (2015) Experimental and thermodynamical analyses of the diesel exhaust vortex generator heat exchanger for optimizing its operating condition. App Therm Eng 75:580–591

Heywood JB (1989) Internal combustion engine fundamentals. McGraw-Hill Book Corporation

Ketelaer T, Kaschub T, Jochem P, Fichtner W (2014) The potential of carbon dioxide emission reductions in German commercial transport by electric vehicles. Int J Env Sci Tech 11:2169–2184

Li XQ, Yurkovich S (2000) Neural network based, discrete adaptive sliding mode control for idle speed regulation in IC engines. J of Dyn Sys Measur Cont Trans ASME 122:269–275

Mckay MD, Beckman RJ, Conover WJ (1979) A comparison of three methods of selecting values of input variables in the analysis of output from a computer code. Thechnometrics 31:239–245

Mosayebidorcheh, Hatami M, Mosayebidorcheh T, Ganji DD (2015) Optimization analysis of convective–radiative longitudinal fins with temperature-dependent properties and different section shapes and materials. Energy Conv Manag 106:1286–1294

Nelles O (2001) Nonlinear system identification: from classical approaches to neural networks and fuzzy models. Springer-Verlag

Pourmehran O, Rahimi-Gorji M, Hatami M, Sahebi SSR, Domairry G (2015) Numerical optimization of microchannel heat sink (MCHS) performance cooled by KKL based nanofluids in saturated porous medium. J Taiwan Ins Chem Eng 55:49–68

Pulkrabek WW (1997) Engineering fundamentals of the internal combustion engine. Prentice Hall, Inc

Rahimi-Gorji M, Pourmehran O, Hatami M, Ganji DD (2015) Statistical optimization of microchannel heat sink (MCHS) geometry cooled by different nanofluids using RSM analysis. Eur Phys J Plus 130:1–21

Saltelli A, Chan K, Scott EM (2000) Sensitivity analysis. Wiley

Schmick PJ (2011) Effect of atmospheric pressure and temperature on small spark ignition internal combustion engine’s performance. MSc. Thesis in Aeronautical Engineering, Air Force Institute of Technology, Air University

Sodré JR, Soares SMC (2003) Comparison of engine power correction factors for varying atmospheric conditions. J Braz Soc Mech Sci Eng XXV(3):279–285

Tasdemir S, Saritas I, Ciniviz M, Allahverdi N (2011) Artificial neural network and fuzzy expert system comparison for prediction of performance and emission parameters on a gasoline engine. Expert Syst Appl 38:13912–13923

Taylor CF (1997) The internal combustion engine in theory and practice. MIT Press

Vong CM, Wong PK, Li YP (2006) Prediction of automotive engine power and torque using least squares support vector machines and Bayesian inference. Eng Applic Artif Intel 19:277–287

Watanabe I, Kuroda H (1981) Effect of atmospheric temperature on the power output of a two-stroke cycle crankcase compression gasoline engine. SAE Exposition, Detroit