Real-time prediction of battery power requirements for electric vehicles

Proceedings of the ACM/IEEE 4th International Conference on Cyber-Physical Systems, ICCPS 2013

Volumn , Issue , 2013, Pages 11-20

  Kim, Eugene ^a   Lee, Jinkyu ^a   Shin, Kang G ^a  

^a UNIVERSITY OF MICHIGAN   (United States)

Author keywords

Acceleration prediction; Battery management system (BMS); Electric vehicles (EVs); Prediction of battery power requirement

Indexed keywords

ACCURATE MODELING; ACCURATE PREDICTION; BATTERY MANAGEMENT SYSTEM; BATTERY POWER; ELECTRIC VEHICLES (EVS); HEURISTIC APPROACH; OPERATIONAL CONDITIONS; REAL-TIME PREDICTION;

ACCELERATION; ELECTRIC VEHICLES; EMBEDDED SYSTEMS; HEURISTIC METHODS; MANAGEMENT; ROADS AND STREETS; SPEED;

FORECASTING;

EID: 84883069268     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1145/2502524.2502527     Document Type: Conference Paper

References (23)

1. C. Vyas, D. Hurst, and J. Gartner, "Electric vehicle consumer survey," Pike Research, Tech. Rep., 2011.
2. "China publishes plan to boost fuel-efficient and new energy vehicles and domestic auto industry," http://www.greencarcongress.com/2012/ 07/china-20120709.html, 2012, [Online; accessed 15-September-2012].
3. U. EIA, "Annual energy outlook 2012 with projections to 2035," U.S. Energy Information Administration, Tech. Rep., 2012.
4. L. Benini, A. Macii, E. Macii, M. Poncino, and R. Scarsi, "Scheduling battery usage in mobile systems," IEEE Transactions on VLSI systems, Vol. 11, no. 6, pp. 1136-1143, 2003.
5. H. Kim and K. G. Shin, "Scheduling of battery charge, discharge, and rest," in Proceedings of the 30th IEEE Real-Time Systems Symposium (RTSS), 2009, pp. 13-22.
6. K. Li, J. Wu, Y. Jiang, Z. Hassan, Q. Lv, L. Shang, and D. Maksimovic, "Large-scale battery system modeling and analysis for emerging electric-drive vehicles," in Proceedings of the 16th ACM/IEEE International Symposium on Low Power Electronics and Design (ISLPED), 2010, pp. 277-282.
7. P. D. Blair, "Modeling energy and power requirements of electric vehicles," Energy Conversion, Vol. 18, no. 3, pp. 127-134, 1978.
8. K. Post, J. Kent, J. Tomlin, and N. Carruthers, "Fuel consumption and emission modelling by power demand and a comparison with other models," Transportation Research Part A: General, Vol. 18, no. 3, pp. 191-213, 1984.
9. K. Ahn, H. Rakha, A. Trani, and M. V. Aerde, "Estimating vehicle fuel consumption and emissions based on instantaneous speed and acceleration levels," Journal of Transportation Engineering, Vol. 128, no. 2, pp. 182-190, 2002.
10. J. Flinn and M. Satyanarayanan, "Managing battery lifetime with energy-aware adaptation," ACM Transactions on Computer Systems, Vol. 22, no. 2, pp. 137-179, 2004.
11. Rotronics, "Vehicle loads," Rotronics, Tech. Rep., 2009.
12. "Google Map API," https://developers.google.com/maps/, [Online; accessed 21-October-2012].
13. D. Linden and T. Reddy, Handbook of batteries, 3rd ed. McGraw-Hill, 2002.
14. D. Rakhmatov and S. Vrudhula, "Energy management for battery-powered embedded systems," ACM Transactions on Embedded Computing Systems, Vol. 2, pp. 277-324, 2003.
15. H. Kim and K. G. Shin, "On dynamic reconfiguration of a large-scale battery system," in Proceedings of the 15th IEEE Real-Time and Embedded Technology and Applications Symposium (RTAS), 2009, pp. 87-96.
16. -, "Dependable, efficient, scalable architecture for management of large-scale batteries," in Proceedings of the 1st ACM/IEEE International Conference on Cyber-Physical Systems (ICCPS), 2010, pp. 178-187.
17. R. E. Chandler, R. Herman, and E. W. Montroll, "Traffic dynamics: studies in car following," Operations Research, Vol. 6, pp. 165-184, 1958.
18. Y. Li and D. Sun, "Microscopic car-following model for the traffic flow: the state of the art," Journal of Control Theory and Applications, Vol. 10, pp. 133-143, 2012.
19. K. Nagel and M. Schreckenberg, "A cellular automaton model for freeway traffic," J. Phys. I France, no. 12, pp. 2221-2229, 1992.
20. M. Bando, K. Hasebe, A. Nakayama, A. Shibata, and Y. Sugiyama, "Dynamics model of traffic congestion and numerical simulation," Physics Review E, Vol. 51, pp. 1035-1042, 1995.
21. M. McDonald, J. Wu, and M. Brackstone, "Development of a fuzzy logic based microscopic motorway simulation model," in IEEE Conference on Intelligent Transportation System, 1997, pp. 82-87.
22. "Introduction of NGSIM," http://ngsim-community.org/, [Online; accessed 21-October-2012].
23. "Carsim simulator," http://www.carsim.com/products/carsim/ index.php, [Online; accessed 21-October-2012].