메뉴 건너뛰기




Volumn 55, Issue , 2013, Pages 519-528

Modeling and optimization of biodiesel engine performance using advanced machine learning methods

Author keywords

Biodiesel; Engine modeling; Engine optimization; Engine performance; Machine learning

Indexed keywords

BIODIESEL; ENGINES; FUEL ECONOMY; LEARNING SYSTEMS; PARTICLE SWARM OPTIMIZATION (PSO); SIMULATED ANNEALING; SUPPORT VECTOR MACHINES;

EID: 84878630549     PISSN: 03605442     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.energy.2013.03.057     Document Type: Article
Times cited : (112)

References (43)
  • 1
    • 0037136933 scopus 로고    scopus 로고
    • Air pollution and health
    • Brunekreef B., Holgate S.T. Air pollution and health. The Lancet 2002, 360(9341):1233-1242.
    • (2002) The Lancet , vol.360 , Issue.9341 , pp. 1233-1242
    • Brunekreef, B.1    Holgate, S.T.2
  • 2
    • 84871055775 scopus 로고    scopus 로고
    • Acomparative risk assessment of burden of disease and injury attributable to 67 risk factors and risk factor clusters in 21 regions, 1990-2010: a systematic analysis for the Global Burden of Disease Study 2010
    • Lim S.S., Vos T., Flaxman A.D., Danaei G., Shibuya K., Adair-Rohani H., et al. Acomparative risk assessment of burden of disease and injury attributable to 67 risk factors and risk factor clusters in 21 regions, 1990-2010: a systematic analysis for the Global Burden of Disease Study 2010. The Lancet 2012, 380(9859):2224-2260.
    • (2012) The Lancet , vol.380 , Issue.9859 , pp. 2224-2260
    • Lim, S.S.1    Vos, T.2    Flaxman, A.D.3    Danaei, G.4    Shibuya, K.5    Adair-Rohani, H.6
  • 3
    • 0028240040 scopus 로고
    • Acute respiratory effects of particulate air pollution
    • Dockery D.W., Pope C.A. Acute respiratory effects of particulate air pollution. Annual Review of Public Health 1994, 15:107-132.
    • (1994) Annual Review of Public Health , vol.15 , pp. 107-132
    • Dockery, D.W.1    Pope, C.A.2
  • 4
    • 38149030213 scopus 로고    scopus 로고
    • Diesel engine development in view of reduced emission standards
    • Knecht W. Diesel engine development in view of reduced emission standards. Energy 2008, 33(2):264-271.
    • (2008) Energy , vol.33 , Issue.2 , pp. 264-271
    • Knecht, W.1
  • 5
  • 6
    • 0346991467 scopus 로고    scopus 로고
    • Use of vegetable oils as I.C. engine fuels-A review
    • Ramadhas A.S., Jayaraj S., Muraleedharan C. Use of vegetable oils as I.C. engine fuels-A review. Renewable Energy 2004, 29(5):727-742.
    • (2004) Renewable Energy , vol.29 , Issue.5 , pp. 727-742
    • Ramadhas, A.S.1    Jayaraj, S.2    Muraleedharan, C.3
  • 7
    • 56949084433 scopus 로고    scopus 로고
    • Experimental investigation on regulated and unregulated emissions of a diesel engine fueled with ultra-low sulfur diesel fuel blended with biodiesel from waste cooking oil
    • Di Y., Cheung C.S., Huang Z. Experimental investigation on regulated and unregulated emissions of a diesel engine fueled with ultra-low sulfur diesel fuel blended with biodiesel from waste cooking oil. Science of the Total Environment 2009, 407(2):835-846.
    • (2009) Science of the Total Environment , vol.407 , Issue.2 , pp. 835-846
    • Di, Y.1    Cheung, C.S.2    Huang, Z.3
  • 8
    • 78650721012 scopus 로고    scopus 로고
    • Experimental investigation of the performance and emissions of a heavy-duty diesel engine fueled with waste cooking oil biodiesel/ultra-low sulfur diesel blends
    • Lin Y.C., Hsu K.H., Chen C.B. Experimental investigation of the performance and emissions of a heavy-duty diesel engine fueled with waste cooking oil biodiesel/ultra-low sulfur diesel blends. Energy 2011, 36(1):241-248.
    • (2011) Energy , vol.36 , Issue.1 , pp. 241-248
    • Lin, Y.C.1    Hsu, K.H.2    Chen, C.B.3
  • 9
    • 84855591985 scopus 로고    scopus 로고
    • Astudy on the performance and emission of a diesel engine fueled with Jatropha biodiesel oil and its blends
    • Chauhan B.S., Kumar N., Cho H.M. Astudy on the performance and emission of a diesel engine fueled with Jatropha biodiesel oil and its blends. Energy 2012, 37(1):616-622.
    • (2012) Energy , vol.37 , Issue.1 , pp. 616-622
    • Chauhan, B.S.1    Kumar, N.2    Cho, H.M.3
  • 10
    • 84857690390 scopus 로고    scopus 로고
    • Exhaust emissions from a light-duty diesel engine with Jatropha biodiesel fuel
    • Tan P.Q., Hu Z.Y., Lou D.M., Li Z.J. Exhaust emissions from a light-duty diesel engine with Jatropha biodiesel fuel. Energy 2012, 39(1):356-362.
    • (2012) Energy , vol.39 , Issue.1 , pp. 356-362
    • Tan, P.Q.1    Hu, Z.Y.2    Lou, D.M.3    Li, Z.J.4
  • 11
    • 84864377328 scopus 로고    scopus 로고
    • Effects of biofuel from fish oil industrial residue - diesel blends in diesel engine
    • Mrad N., Varuvel E.G., Tazerout M., Aloui F. Effects of biofuel from fish oil industrial residue - diesel blends in diesel engine. Energy 2012, 44(1):955-963.
    • (2012) Energy , vol.44 , Issue.1 , pp. 955-963
    • Mrad, N.1    Varuvel, E.G.2    Tazerout, M.3    Aloui, F.4
  • 12
    • 84867233839 scopus 로고    scopus 로고
    • Analysis of operating a diesel engine on biodiesel-ethanol and biodiesel-methanol blends
    • Yilmaz N., Sanchez T.M. Analysis of operating a diesel engine on biodiesel-ethanol and biodiesel-methanol blends. Energy 2012, 46(1):126-129.
    • (2012) Energy , vol.46 , Issue.1 , pp. 126-129
    • Yilmaz, N.1    Sanchez, T.M.2
  • 13
    • 84867233387 scopus 로고    scopus 로고
    • Experimental investigation of performance and emission characteristics of DI diesel engine fueled with polymer waste dissolved in biodiesel-blended diesel fuel
    • Mohammadi P., Nikbakht A.M., Tabatabaei M., Farhadi K., Mohebbi A., Far M.K. Experimental investigation of performance and emission characteristics of DI diesel engine fueled with polymer waste dissolved in biodiesel-blended diesel fuel. Energy 2012, 46(1):596-605.
    • (2012) Energy , vol.46 , Issue.1 , pp. 596-605
    • Mohammadi, P.1    Nikbakht, A.M.2    Tabatabaei, M.3    Farhadi, K.4    Mohebbi, A.5    Far, M.K.6
  • 14
    • 33644895012 scopus 로고    scopus 로고
    • Performance and exhaust emissions of a biodiesel engine
    • Canakci M., Erdil A., Arcaklioglu E. Performance and exhaust emissions of a biodiesel engine. Applied Energy 2006, 83(6):594-605.
    • (2006) Applied Energy , vol.83 , Issue.6 , pp. 594-605
    • Canakci, M.1    Erdil, A.2    Arcaklioglu, E.3
  • 15
    • 78651467913 scopus 로고    scopus 로고
    • Prediction of diesel engine performance using biofuels with artificial neural network
    • Oguz H., Saritas I., Baydan H.E. Prediction of diesel engine performance using biofuels with artificial neural network. Expert Systems with Applications 2010, 37(9):6579-6586.
    • (2010) Expert Systems with Applications , vol.37 , Issue.9 , pp. 6579-6586
    • Oguz, H.1    Saritas, I.2    Baydan, H.E.3
  • 16
    • 79961026747 scopus 로고    scopus 로고
    • Crude palm oil fuel for diesel-engines: experimental and ANN simulation approaches
    • Yusaf T.F., Yousif B.F., Elawad M.M. Crude palm oil fuel for diesel-engines: experimental and ANN simulation approaches. Energy 2011, 36(8):4871-4878.
    • (2011) Energy , vol.36 , Issue.8 , pp. 4871-4878
    • Yusaf, T.F.1    Yousif, B.F.2    Elawad, M.M.3
  • 18
    • 79952446940 scopus 로고    scopus 로고
    • Artificial neural network based prediction of performance and emission characteristics of a variable compression ratio CI engine using WCO as a biodiesel at different injection timings
    • Shivakumar, Srinivasa Pai P., Shrinivasa Rao B.R. Artificial neural network based prediction of performance and emission characteristics of a variable compression ratio CI engine using WCO as a biodiesel at different injection timings. Applied Energy 2011, 88(7):2344-2354.
    • (2011) Applied Energy , vol.88 , Issue.7 , pp. 2344-2354
    • Shivakumar1    Srinivasa Pai, P.2    Shrinivasa Rao, B.R.3
  • 19
    • 84855272041 scopus 로고    scopus 로고
    • Artificial neural networks modelling of engine-out responses for a light-duty diesel engine fuelled with biodiesel blends
    • Mohamed Ismail H., Ng H.K., Queck C.W., Gan S. Artificial neural networks modelling of engine-out responses for a light-duty diesel engine fuelled with biodiesel blends. Applied Energy 2012, 92:769-777.
    • (2012) Applied Energy , vol.92 , pp. 769-777
    • Mohamed Ismail, H.1    Ng, H.K.2    Queck, C.W.3    Gan, S.4
  • 22
    • 0032638628 scopus 로고    scopus 로고
    • Least squares support vector machine classifiers
    • Suykens J.A.K., Vandewalle J. Least squares support vector machine classifiers. Neural Processing Letters 1999, 9(3):293-300.
    • (1999) Neural Processing Letters , vol.9 , Issue.3 , pp. 293-300
    • Suykens, J.A.K.1    Vandewalle, J.2
  • 23
    • 33745903481 scopus 로고    scopus 로고
    • Extreme learning machine: theory and applications
    • Huang G.B., Zhu Q.Y., Siew C.K. Extreme learning machine: theory and applications. Neurocomputing 2006, 70(1-3):489-501.
    • (2006) Neurocomputing , vol.70 , Issue.1-3 , pp. 489-501
    • Huang, G.B.1    Zhu, Q.Y.2    Siew, C.K.3
  • 24
    • 31744447275 scopus 로고    scopus 로고
    • Prediction of automotive engine power and torque using least squares support vector machines and Bayesian inference
    • Vong C.M., Wong P.K., Li Y.P. Prediction of automotive engine power and torque using least squares support vector machines and Bayesian inference. Engineering Applications of Artificial Intelligence 2006, 19(3):277-287.
    • (2006) Engineering Applications of Artificial Intelligence , vol.19 , Issue.3 , pp. 277-287
    • Vong, C.M.1    Wong, P.K.2    Li, Y.P.3
  • 25
    • 84856452836 scopus 로고    scopus 로고
    • Automotive engine power performance tuning under numerical and nominal data
    • Wong P.K., Tam L.M., Ke L. Automotive engine power performance tuning under numerical and nominal data. Control Engineering Practice 2012, 20(3):300-314.
    • (2012) Control Engineering Practice , vol.20 , Issue.3 , pp. 300-314
    • Wong, P.K.1    Tam, L.M.2    Ke, L.3
  • 26
    • 80455150418 scopus 로고    scopus 로고
    • Rate-dependent hysteresis modeling and control of a piezostage using online support vector machine and relevance vector machine
    • Wong P.K., Xu Q., Vong C.M., Wong H.C. Rate-dependent hysteresis modeling and control of a piezostage using online support vector machine and relevance vector machine. IEEE Transactions on Industrial Electronics 2012, 59(4):1988-2001.
    • (2012) IEEE Transactions on Industrial Electronics , vol.59 , Issue.4 , pp. 1988-2001
    • Wong, P.K.1    Xu, Q.2    Vong, C.M.3    Wong, H.C.4
  • 29
    • 80051596782 scopus 로고    scopus 로고
    • Predicting the probability of ice storm damages to electricity transmission facilities based on ELM and Copula function
    • Yang H., Xu W., Zhao J., Wang D., Dong Z. Predicting the probability of ice storm damages to electricity transmission facilities based on ELM and Copula function. Neurocomputing 2011, 74(16):2573-2581.
    • (2011) Neurocomputing , vol.74 , Issue.16 , pp. 2573-2581
    • Yang, H.1    Xu, W.2    Zhao, J.3    Wang, D.4    Dong, Z.5
  • 30
    • 41949100105 scopus 로고    scopus 로고
    • Comparison of emissions of a direct injection diesel engine operating on biodiesel with emulsified and fumigated methanol
    • Cheng C.H., Cheung C.S., Chan T.L., Lee S.C., Yao C.D., Tsang K.S. Comparison of emissions of a direct injection diesel engine operating on biodiesel with emulsified and fumigated methanol. Fuel 2008, 87(10-11):1870-1879.
    • (2008) Fuel , vol.87 , Issue.10-11 , pp. 1870-1879
    • Cheng, C.H.1    Cheung, C.S.2    Chan, T.L.3    Lee, S.C.4    Yao, C.D.5    Tsang, K.S.6
  • 31
    • 84860343718 scopus 로고    scopus 로고
    • Radial basis function neural networks in prediction and modeling of diesel engine emissions operated for biodiesel blends under varying operating conditions
    • Manjunatha R., Narayana P.B., Reddy K.H., Reddy K.V.K. Radial basis function neural networks in prediction and modeling of diesel engine emissions operated for biodiesel blends under varying operating conditions. Indian Journal of Science and Technology 2012, 5(3):2307-2312.
    • (2012) Indian Journal of Science and Technology , vol.5 , Issue.3 , pp. 2307-2312
    • Manjunatha, R.1    Narayana, P.B.2    Reddy, K.H.3    Reddy, K.V.K.4
  • 34
    • 12444291490 scopus 로고    scopus 로고
    • Gaussian processes for machine learning
    • Seeger M. Gaussian processes for machine learning. International Journal of Neural Systems 2004, 14(2):69-106.
    • (2004) International Journal of Neural Systems , vol.14 , Issue.2 , pp. 69-106
    • Seeger, M.1
  • 36
    • 12444339765 scopus 로고    scopus 로고
    • Modelling of modern automotive petrol engine performance using Support Vector Machines
    • Vong C.M., Wong P.K., Li Y.P., Ho C.M. Modelling of modern automotive petrol engine performance using Support Vector Machines. Journal of Zhejiang University: Science 2005, 6 A(1):1-8.
    • (2005) Journal of Zhejiang University: Science , vol.6 A , Issue.1 , pp. 1-8
    • Vong, C.M.1    Wong, P.K.2    Li, Y.P.3    Ho, C.M.4
  • 37
    • 85164392958 scopus 로고
    • A study of cross-validation and bootstrap for accuracy estimation and model selection
    • Proceedings of the fourteenth international joint conference on artificial intelligence
    • Kohavi R. A study of cross-validation and bootstrap for accuracy estimation and model selection. In: Proceedings of the fourteenth international joint conference on artificial intelligence, vol. 2; 1995. p. 1137-43.
    • (1995) , vol.2 , pp. 1137-1143
    • Kohavi, R.1
  • 39
    • 78649492473 scopus 로고    scopus 로고
    • Optimization method based extreme learning machine for classification
    • Huang G.-B., Ding X., Zhou H. Optimization method based extreme learning machine for classification. Neurocomputing 2010, 74(1-3):155-163.
    • (2010) Neurocomputing , vol.74 , Issue.1-3 , pp. 155-163
    • Huang, G.-B.1    Ding, X.2    Zhou, H.3
  • 40
    • 77950945540 scopus 로고    scopus 로고
    • European Parliament and Council of the European Union
    • Regulation (ec) no 715/2007.
    • European Parliament and Council of the European Union. Regulation (ec) no 715/2007.
  • 43
    • 80051935712 scopus 로고    scopus 로고
    • Amethod for pre-calibration of DI diesel engine emissions and performance using neural network and multi-objective genetic algorithm
    • Samadani E., Shamekhi A.H., Behroozi M.H., Chini R. Amethod for pre-calibration of DI diesel engine emissions and performance using neural network and multi-objective genetic algorithm. Iranian Journal of Chemistry and Chemical Engineering 2009, 28(4):61-70.
    • (2009) Iranian Journal of Chemistry and Chemical Engineering , vol.28 , Issue.4 , pp. 61-70
    • Samadani, E.1    Shamekhi, A.H.2    Behroozi, M.H.3    Chini, R.4


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.