Open Access Open Access  Restricted Access Subscription or Fee Access

Energy Impact Simulation in Hybrid Vehicles Using Neural Networks


(*) Corresponding author


Authors' affiliations


DOI: https://doi.org/10.15866/ireme.v11i8.12189

Abstract


The following paper presents the study and simulation of energy in the implementation of electric motors, supported with photovoltaic panels, and using a vehicle prototype, based on consumption data and external variables that influence the wear and the increased use of fossil fuels in conventional vehicles. A road section is studied in the city of Bogotá to acquire relevant information for use within the simulation such as speed, distance in displacements, solar radiation, etc. The algorithm intends to predict the energy impact presented in a road section, if it is implemented in conventional vehicles in order to reduce pollution, the consumption of fossil fuels and improve the automobile efficiency.
Copyright © 2017 Praise Worthy Prize - All rights reserved.

Keywords


Neural Network; Simulation; Energy Consumption

Full Text:

PDF


References


Z. Zhu, R. Torisu, J. Takeda, E. Mao y Q. Zhang, Neural Network for estimating Vehicle Behaviour on Sloping Terrain, Biosystems Engineering, vol. 91, nº 4, pp. 403-411, 2005.
http://dx.doi.org/10.1016/j.biosystemseng.2005.05.003

W.-T. Sung, J.-H. Chen, C.-L. Hsiao y J.-S. Lin, Multi-sensors Data Fusion Based on Arduino Board and XBee Module Technology, Computer, Consumer and Control (IS3C), 2014 International Symposium on, pp. 422,425, 10-12, 2014.
http://dx.doi.org/10.1109/is3c.2014.117

C. Campolo, A. Iera, A. Molinaro, S. Paratore y G. Ruggeri, SMaRTCaR: An integrated smartphone-based platform to support traffic management applications, Vehicular Traffic Management for Smart Cities (VTM), 2012 First International Workshop on, pp. 1,6, 20-20, 2012.
http://dx.doi.org/10.1109/vtm.2012.6398700

Alcaldia mayor de Bogotá D.C., «Movilidad en cifras 2011,» 2011. [En línea]. Available: http://www.movilidadbogota.gov.co/hiwebx_archivos/audio_y_video/boletin%20de%20cifras%2011-07-2012.pdf. [Último acceso: 05 09 2014].

G. Brettia, R. Natalini, B. Piccoli, Numerical algorithms for simulations of a traffic model on road networks, Journal of Computational and Applied Mathematics, nº 210, pp. 71-77, 2007.
http://dx.doi.org/10.1016/j.cam.2006.10.057

J.-J. Martinez y C. Canudas-de-Wit, «A Safe Longitudinal Control for Adaptive Cruise Control and Stop-and-Go Scenarios,» Control Systems Technology, IEEE Transactions on, pp. 246,258, 2005.
http://dx.doi.org/10.1109/tcst.2006.886432

D. Yu, X. Yin, L. Du y J. Xie, «Simulation Research on Dynamic Traffic Assignment Model,» Intelligent Computation Technology and Automation, vol. 2, pp. 240,243, 2009.
http://dx.doi.org/10.1109/icicta.2009.295

M. Minderhoud y F. Zuurbier, «Empirical data on driving behaviour in stop-and-go traffic,» Intelligent Vehicles Symposium IEEE, pp. 676,681, 2004.
http://dx.doi.org/10.1109/ivs.2004.1336465

X. Zhou, J. Huang, W. Lv y D. Li, «Fuel Consumption Estimates Based on Driving Pattern Recognition,» IEEE International Conference on Green Computing and Communications and IEEE Internet of Things and IEEE Cyber,, pp. 496,503, 20-23, 2013.
http://dx.doi.org/10.1109/greencom-ithings-cpscom.2013.99

D. Ajiatmo and I. Robandi, "A hybrid Fuzzy Logic Controller-Firefly Algorithm (FLC-FA) based for MPPT Photovoltaic (PV) system in solar car," 2016 IEEE International Conference on Power and Renewable Energy (ICPRE), Shanghai, 2016, pp. 606-610.
http://dx.doi.org/10.1109/icpre.2016.7871149

A. Abusleme, J. Dixon and D. Soto, "Improved performance of a battery powered electric car, using photovoltaic cells," 2003 IEEE Bologna Power Tech Conference Proceedings, 2003, pp. 6 pp. Vol.3-.
http://dx.doi.org/10.1109/ptc.2003.1304471

Y. Auttawaitkul, B. Pungsiri, K. Chammongthai and M. Okuda, "A method of appropriate electrical array reconfiguration management for photovoltaic powered car," IEEE. APCCAS 1998. 1998 IEEE Asia-Pacific Conference on Circuits and Systems. Microelectronics and Integrating Systems. Proceedings (Cat. No.98EX242), Chiangmai, 1998, pp. 201-204.
http://dx.doi.org/10.1109/apccas.1998.743713

S. De Pinto et al., "Electric Vehicle Driving Range Extension Using Photovoltaic Panels," 2016 IEEE Vehicle Power and Propulsion Conference (VPPC), Hangzhou, 2016, pp. 1-6.
http://dx.doi.org/10.1109/vppc.2016.7791674

N. Jeddi, L. El Amraoui and F. T. Rico, "A comparative study and analysis of different models for photovoltaic (PV) array using in solar car," 2017 Twelfth International Conference on Ecological Vehicles and Renewable Energies (EVER), Monte Carlo, 2017, pp. 1-10.
http://dx.doi.org/10.1109/ever.2017.7935883

G. Rizzo, M. Sorrentino, C. Speltino, I. Arsie, G. Fiengo, F. Vasca, Converting Conventional Cars in Mild Hybrid Solar Vehicles, IFAC Proceedings Volumes, Volume 44, Issue 1, 2011, Pages 9715-9720, ISSN 1474-6670.
http://dx.doi.org/10.3182/20110828-6-it-1002.03319

Singhal, A. K., Shukla, L., Gupta, A., Iqbal, M., Singh, D., & Gupta, M. K. Solar Electric Powered Hybrid Vehicle. Journal of Electronic Design Technology. ISSN: 2229-6980(online), ISSN: 2321-4228(print)Volume 6, Issue 3.
http://dx.doi.org/10.4271/2012-28-0025

Balamurugan T., Manoharan S. Design of Solar/Electric Powered Hybrid Vehicle (SEPHV) System with Charge Pattern Optimization for Energy Cost. International Journal of Engineering and Technology. ISSN : 0975-4024 Vol 5 No 6 Dec 2013-Jan 2014.
http://dx.doi.org/10.11648/j.ijrse.20130203.11

Md. Zakaria Rahman, Md. Nahiduzjaman Sajib. Lutfor Rahman. Experimental Study on Solar Powered Hybrid Vehicle. International Journal of Scientific Engineering and Applied Science (IJSEAS) – ISSN: 2395-3470, Volume-2, Issue-12, December 2016.
http://dx.doi.org/10.1109/ceeict.2016.7873123

G. Rizzo, M. Sorrentino, C. Speltino, I. Arsie, G. Fiengo, F. Vasca, Converting Conventional Cars in Mild Hybrid Solar Vehicles, 18th IFAC World Congress Milano (Italy) August 28 - September 2, 2011.
http://dx.doi.org/10.3182/20110828-6-it-1002.03319

Mohd Aras, M., Abdullah, S., Baharin, K., Mohd Nor, A., Mohd Zambri, M., Model Identification of an Underwater Remotely Operated Vehicle Using System Identification Approach Based on NNPC, (2015) International Review of Automatic Control (IREACO), 8 (2), pp. 149-154.
http://dx.doi.org/10.15866/ireaco.v8i2.5525

Sharma, V., Purwar, S., Chebyshev Neural Network-Based Discrete-Time Adaptive Speed Control for a Light Weighted All-Electric Vehicle, (2014) International Review of Electrical Engineering (IREE), 9 (1), pp. 92-102.

Sheboniea, M., Darwish, M., Janbey, A., Review of UK Domestic Electricity Consumption and Potential Trends in Using Renewable Energy Sources and Plug-in Hybrid Electrical Vehicles, (2015) International Review of Electrical Engineering (IREE), 10 (6), pp. 778-786.
http://dx.doi.org/10.15866/iree.v10i6.7427


Refbacks

  • There are currently no refbacks.



Please send any question about this web site to info@praiseworthyprize.com
Copyright © 2005-2024 Praise Worthy Prize