315
Views
6
CrossRef citations to date
0
Altmetric
Articles

Energy management in hybrid electric vehicles using optimized radial basis function neural network

, , , &
Pages 352-359 | Received 14 May 2013, Accepted 02 Oct 2013, Published online: 24 Feb 2014

References

  • Ates, Y. , O. Erdinc , M. Uzunoglu , and B. Vural . 2010. “Energy Management of an FC/UC Hybrid Vehicular Power System Using a Combined Neural Network-Wavelet Transform Based Strategy.” International Journal of Hydrogen Energy 35: 774–783. 10.1016/j.ijhydene.2009.11.021.
  • Ates, Y., M. Uzunoglu, O. Erdinc, and B. Vural . 2009. “A Wavelet-ADALINE Network Based Load Sharing and Control Algorithm for a FC/UC Hybrid Vehicular Power System.” In International Conference on Clean Electrical Power, 591–594. https://doi.org/doi: 10.1109/ICCEP.2009.5211976 .
  • Awad, Mohammed . 2010. “Optimization RBFNNs Parameters Using Genetic Algorithms: Applied on Function Approximation.” International Journal of Computer Science and Security (IJCSS) 4 (3): 295–307.
  • Barreto, Ada M. S. , H. J. C Barbosa , and N. F. F. Ebecken . 2002. “Growing Compact RBF Networks Using a Genetic Algorithm.” In Proceedings of the VII Brazilian Symposium on Neural Networks, 61–66. 10.1109/SBRN.2002.1181436.
  • Feldkamp, L., M. Abou-Nasr, and I. V. Kolmanovsky . 2009. “Recurrent Neural Network Training for Energy Management of a Mild Hybrid Electric Vehicle with an Ultra-Capacitor.” Paper presented at IEEE Workshop on Computational Intelligence in Vehicles and Vehicular Systems, 29–36. https://doi.org/doi:10.1109/CIVVS.2009.4938720 .
  • Feng, H. M. 2006. “Self-Generating RBFNs Using Evolutional PSO Learning.” Neurocomputing 70: 241–251.
  • Gan, Min , Hui Peng , and Xue-ping Dong . 2012. “A Hybrid Algorithm to Optimize RBF Network Architecture And Parameters For Nonlinear Time Series Prediction.” Applied Mathematical Modelling 36 (7): 2911–2919. 10.1016/j.ins.2012.01.039.
  • Goldberg, David E. 1989. Genetic Algorithm in Search Optimization and Machine Learning. Boston, MA: Addison Wesley.
  • Gong, Qiuming, Yaoyu Li, and Zhongren Peng . 2009. “Power Management of Plug-In Hybrid Electric Vehicles Using Neural Network Based Trip Modelling.” In American Control Conference, 4601–4606. https://doi.org/doi:10.1109/ACC.2009.5160623 .
  • Harpham, C. , E. C. W. Dawson , and M. R. Brown . 2004. “A Review of Genetic Algorithms Applied to Training Radial Basis Function Networks.” Neural Computing & Applications 13: 193–201. 10.1007/s00521-004-0404-5.
  • Hatanaka, T. , N. Kondo , and K. Uosaki . 2006. “Multi-Objective Structure Selection for RBF Networks and Its Application to Nonlinear System Design.” In Multi-Objective Machine Learning, Chapter 21 edited by Y. Jin , 491–505. New York: Springer-Verlag.
  • Kaloko, Bambang Sri , Soebagio , and Mauridhi Hery Purnomo . 2011. “Estimation of Residual Capacity of Lead Acid Battery using RBF Model.” IJCA Special Issue on “Artificial Intelligence Techniques – Novel Approaches & Practical Applications” 3: 12–17. https://doi.org/doi 10.5120/2838-219 .
  • Kang, Qi, Jing An, Dongsheng Yang, Lei Wang, and Qidi Wu . 2008. “Particle Swarm Optimization Based RBF Neural Networks Learning Algorithm.” Paper presented at 7th World Congress on Intelligent Control and Automation, 605–610. https://doi.org/doi: 10.1109/WCICA.2008.4592991 .
  • Kennedy, J., and R. C. Eberhart . 1995. “Particle Swarm Optimization.” In Proceedings of the IEEE International Conference on Neural networks, 1942–1948. https://doi.org/doi: 10.1109/ICNN.1995.488968 .
  • Korurek, Mehmet , and Berat Dogan . 2010. “ECG Beat Classification Using Particle Swarm Optimization and Radial Basis Function Neural Network.” Expert Systems with Applications 37 (12): 7563–7569. https://doi.org/doi.org/10.1016/j.eswa.2010.04.087 .
  • Kurban, Tuba , and Erkan Beşdok . 2009. “A Comparison of RBF Neural Network Training Algorithms for Inertial Sensor Based Terrain Classification.” Sensors 9 (8): 6312–6329. 10.3390/s90806312.
  • Leung, H. , N. Dubash , and Nan Xie . 2002. “Detection of Small Objects in Clutter Using a GA-RBF Neural Network.” IEEE Transactions on Aerospace and Electronic Systems 38 (1): 98–118. 10.1109/7.993232.
  • Li, Weimin , Guoqing Xu , and Yangsheng Xu . 2012. “Online Learning Control for Hybrid Electric Vehicle.” Chinese Journal of Mechanical Engineering 25 (1): 98–106. 10.3901/CJME2012.01.098.
  • Lin, Chan-Chiao , Jun-Mo Kang , J. W. Grizzle , and Huei Peng . 2001. “Energy Management Strategy for a Parallel Hybrid Electric Truck.” In Proceedings of the American Control Conference, Vol. 4, 2878–2883. https://doi.org/doi:10.1109/ACC.2001.946337 .
  • Maulik, Ujjwal , and Sanghamitra Bandyopadhyay . 2000. “Genetic Algorithm-Based Clustering Technique.” Pattern Recognition 33: 1455–1465. 10.1.1.19.1878.
  • Mohanty, D. 2008. “Channel Equalization using GA Family.” Master's thesis, NIT, Rourkela.
  • Moreno, Jorge , Micah E. Ortúzar , and Juan W. Dixon . 2006. “Energy-Management System for a Hybrid Electric Vehicle, Using Ultra-Capacitors and Neural Networks.” IEEE Transactions on Control Systems Technology 53 (3): 614–623. 10.1109/TIE.2006.870880.
  • Moura, S. J. , J. L. Stein , and H. K. Fathy . 2013. “Battery-Health Conscious Power Management in Plug-In Hybrid Electric Vehicles via Electrochemical Modeling and Stochastic Control.” IEEE Transactions on Control Systems Technology 21 (3): 679–694. 10.1109/TCST.2012.2189773.
  • Prokhorov, Danil V. 2008. “Toyota Prius HEV Neurocontrol and Diagnostics.” Neural Networks 21: 458–465. 10.1016/j.neunet.2007.12.043.
  • Qasem, Sultan Noman , and Siti Mariyam Shamsuddin . 2011. “Radial Basis Function Network Based on Time Variant Multi-Objective Particle Swarm Optimization for Medical Diseases Diagnosis.” Applied Soft Computing 11 (1): 1427–1438. 10.1016/j.asoc.2010.04.014.
  • Sheikhan, Mansour , Reza Pardis , and Davood Gharavian . 2013. “State of Charge Neural Computational Models for High Energy Density Batteries in Electric Vehicles.” Neural Computing & Applications 22: 1171–1180. 10.1007/s00521-012-0883-8.
  • Sun, Tsung-Ying , Chan-Cheng Liu , Chun-Ling Lin , Sheng-Ta Hsieh , and Cheng-Sen Huang . 2009. “A Radial Basis Function Neural Network with Adaptive Structure via Particle Swarm Optimization.” In Particle Swarm Optimization, edited by Aleksandar Lazinica . Intech open. 10.5772/6763.
  • Taghavipour, A. , M. S. Foumani , and M. Boroushaki . 2012. “Implementation of an Optimal Control Strategy for a Hydraulic Hybrid Vehicle Using CMAC and RBF Networks.” Scientia Iranica B 19 (2): 327–334. https://doi.org/doi.org/10.1016/j.scient.2012.02.019 .
  • Tsekouras, George E. 2013. “A Simple and Effective Algorithm for Implementing Particle Swarm Optimization in RBF Network's Design Using Input–Output Fuzzy Clustering.” Neurocomputing 108 (2): 36–44. https://doi.org/doi.org/10.1016/j.neucom.2012.11.011 .
  • Vilovic, I., and N. Burum . 2011. “A comparison of MLP and RBF neural networks architectures for electromagnetic field prediction in indoor environments.” Paper presented at 5th European Conference on Antennas and Propagation, Rome, Italy, pp. 1719–1723.
  • Wu, Xiao-Juan , Xin-Jian Zhu , Guang-Yi Cao , and Heng-Yong Tu . 2007. “Modeling a SOFC Stack Based on GA-RBF Neural Network Identification.” Journal of Power Sources 167 (2): 145–150. 10.1016/j.jpowsour.2007.01.086.
  • Yang, Jun , Huanxue Pan , and Shen Hongyi . 2013. “Agricultural Economic Benefits Prediction by RBF Neural Network with Quantum Particle Swarm Optimization Algorithm.” Particle Swarm Optimization Algorithm 9 (5): 1875–1882.
  • Zhang, L. , and Yun Fei Bai . 2005. “Genetic Algorithm-Trained Radial Basis Function Neural Networks for Modelling Photovoltaic Panels.” Engineering Applications of Artificial Intelligence 18 (7): 833–844. 10.1016/j.engappai.2005.02.004.

Reprints and Corporate Permissions

Please note: Selecting permissions does not provide access to the full text of the article, please see our help page How do I view content?

To request a reprint or corporate permissions for this article, please click on the relevant link below:

Academic Permissions

Please note: Selecting permissions does not provide access to the full text of the article, please see our help page How do I view content?

Obtain permissions instantly via Rightslink by clicking on the button below:

If you are unable to obtain permissions via Rightslink, please complete and submit this Permissions form. For more information, please visit our Permissions help page.