A forecasting system for car fuel consumption using a radial basis function neural network

Expert Systems with Applications

Volumn 39, Issue 2, 2012, Pages 1883-1888

  Wu, Jian Da ^a   Liu, Jun Ching ^a  

^a NATIONAL CHANGHUA UNIVERSITY OF EDUCATION   (Taiwan)

Author keywords

Artificial neural network; Car fuel consumption; Radial basis function algorithm

Indexed keywords

ARTIFICIAL NEURAL NETWORK; BACK-PROPAGATION NEURAL NETWORKS; CAR FUEL CONSUMPTION; FORECASTING ALGORITHM; FORECASTING PROCEDURES; FORECASTING SYSTEM; INFORMATION ACQUISITIONS; NEURAL NETWORK TRAINING; PERFORMANCE EVALUATION; PREDICTIVE SYSTEMS; RADIAL BASIS FUNCTION NEURAL NETWORKS; RADIAL BASIS FUNCTIONS; RBF NEURAL NETWORK; TRANSMISSION SYSTEMS; VEHICLE TYPES;

ALGORITHMS; BACKPROPAGATION; FORECASTING; FUELS; RADIAL BASIS FUNCTION NETWORKS; STEEL METALLURGY; VEHICLE TRANSMISSIONS;

NEURAL NETWORKS;

EID: 80054883250     PISSN: 09574174     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.eswa.2011.07.139     Document Type: Conference Paper

References (23)

1. A. Afantitis, G. Melagraki, K. Makridima, A. Alexandridis, H. Sarimveis, and O. Iglessi-Markopoulou Prediction of high weight polymers glass transition temperature using RBF neural networks Theochem 716 2005 193 198 (Pubitemid 40320781)
2. F. Asche, O. Gjolberg, and T. Volker Price relationships in the petroleum market: An analysis of crude oil and refined product prices Energy Economics 25 2003 289 301 (Pubitemid 36594830)
3. R.H. Bezdek, and R.M. Wendling Potential long-term impacts of changes in US vehicle fuel efficiency standards Energy Policy 33 2005 407 419 (Pubitemid 39102660)
4. D.S. Broomhead, and D. Lowe Multi-variable functional interpolation and adaptive networks Complex Systems 2 1988 321 355
5. S. Clerides, and T. Zachariadis The effect of standards and fuel prices on automobile fuel economy: An international analysis Energy Economics 30 2008 2657 2672
6. W.H. Crouse, and D.L. Anglin Automotive mechanics 10th ed. 1993 McGraw-Hill
7. M.T. Hagan, H.B. Demuth, and M.H. Beale Neural network design 1996 PWS Publishing Co. Boston, MA, USA
8. B. Holtsmarka, and O. Mæstad Emission trading under the Kyoto Protocol - effects on fossil fuel markets under alternative regimes Energy Policy 30 2002 207 218 (Pubitemid 34207122)
9. W.-H. Hucho Aerodynamics of road vehicles 4th ed. 1998 SAE International
10. 2 emissions from car travel in Great Britain (1970-2000) Ecological Economics 53 2005 261 275 (Pubitemid 40678670)
11. 2 emissions from passenger cars: The cases of Greece and Denmark Energy Policy 37 2009 3259 3267
12. J.A. Paravantis, and D.A. Georgakellos Trends in energy consumption and carbon dioxide emissions of passenger cars and buses Technological Forecasting and Social Change 74 2007 682 707 (Pubitemid 46766432)
13. S.E. Plotkin European and Japanese fuel economy initiatives: What they are, their prospects for success, their usefulness as a guide for US action Energy Policy 29 2001 1073 1084 (Pubitemid 32889933)
14. Ross, M.; & An, F. (1993). The use of fuel by spark ignition engines. SAE Paper 930329.
15. J. Rubin, and P. Leiby An analysis of alternative fuel credit provisions of US automotive fuel economy standards Energy Policy 13 2000 589 601 (Pubitemid 30442158)
16. Y. Saboohi, and H. Farzaneh Model for developing an eco-driving strategy of a passenger vehicle based on the least fuel consumption Applied Energy 86 2009 1925 1932
17. M. Sarkar, B. Yegnanarayana, and D. Khemani Backpropagation learning algorithms for classification with fuzzy mean square error Pattern Recognition Letters 19 1998 43 51 (Pubitemid 128368729)
18. F. Sprei, S. Karlsson, and J. Holmberg Better performance or lower fuel consumption: Technological development in the Swedish new car fleet 1975-2002 Transportation Research Part D 13 2008 75 85
19. R. Tolouei, and H. Titheridge Vehicle mass as a determinant of fuel consumption and secondary safety performance Transportation Research Part D 14 2009 385 399
20. L.L. Viguiera, M.H. Babikera, and J.M. Reilly The costs of the Kyoto Protocol in the European Union Energy Policy 31 2003 459 481 (Pubitemid 36087562)
21. J.D. Wu, C.C. Hsu, and H.C. Chen An expert system of price forecasting for used cars using adaptive neuro-fuzzy inference Expert Systems with Applications 36 2009 7809 7817
22. J.D. Wu, Y.H. Wang, P.H. Chiang, and M.R. Bai A study of fault diagnosis in scooter using adaptive order tracking technique and neural network Expert Systems with Applications 36 2009 49 56
23. L. Yu, K.K. Lai, and S. Wang Multistage RBF neural network ensemble learning for exchange rates forecasting Neurocomputing 71 2008 3295 3302