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Volumn 9, Issue 2, 2013, Pages 679-685

Estimation of battery state of health using probabilistic neural network

Author keywords

Lithium ion (Li ion) battery; Neural; Probabilistic neural network (PNN); State of charge (SOC); State of health (SOH)

Indexed keywords

LITHIUM IONS; NEURAL; PROBABILISTIC NEURAL NETWORKS; STATE OF CHARGE; STATE OF HEALTH;

EID: 84883004568     PISSN: 15513203     EISSN: None     Source Type: Journal    
DOI: 10.1109/TII.2012.2222650     Document Type: Article
Times cited : (289)

References (33)
  • 1
    • 79953835898 scopus 로고    scopus 로고
    • Batteries need electronics
    • Mar.
    • J. Cao and A. Emadi, "Batteries need electronics," IEEE Ind. Electron. Mag., vol. 5, pp. 27-35, Mar. 2011.
    • (2011) IEEE Ind. Electron. Mag. , vol.5 , pp. 27-35
    • Cao, J.1    Emadi, A.2
  • 3
    • 0003525232 scopus 로고    scopus 로고
    • 3rd ed. New York: Mc Graw-Hill
    • Handbook of Batteries, 3rd ed. New York: Mc Graw-Hill, 2002, pp. 1.3-6.1, 34.1-35.9.
    • (2002) Handbook of Batteries
  • 4
    • 79957491678 scopus 로고    scopus 로고
    • Search for an optimal five-step charging pattern for Li-Ion batteries using consecutive orthogonal arrays
    • Jun.
    • Y. H. Liu, C. H. Hsieh, and Y. F. Luo, "Search for an optimal five-step charging pattern for Li-Ion batteries using consecutive orthogonal arrays," IEEE Trans. Energy Convers., vol. 26, pp. 654-661, Jun. 2011.
    • (2011) IEEE Trans. Energy Convers. , vol.26 , pp. 654-661
    • Liu, Y.H.1    Hsieh, C.H.2    Luo, Y.F.3
  • 5
    • 80052052460 scopus 로고    scopus 로고
    • Simple analytical method for determining parameters of discharging batteries
    • Sep.
    • T. Hu, B. Zanchi, and J. Zhao, "Simple analytical method for determining parameters of discharging batteries," IEEE Trans. Energy Convers., vol. 26, pp. 787-798, Sep. 2011.
    • (2011) IEEE Trans. Energy Convers. , vol.26 , pp. 787-798
    • Hu, T.1    Zanchi, B.2    Zhao, J.3
  • 6
    • 77956054912 scopus 로고    scopus 로고
    • Prediction of state of charge of Lithium-ion rechargeable battery with electrochemical impedance spectroscopy theory
    • R. Li, J. Wu, Wang, and G. Li, "Prediction of state of charge of Lithium-ion rechargeable battery with electrochemical impedance spectroscopy theory," in Proc. IEEE Ind. Electron. Appl. Conf., Jun. 2010, pp. 684-688.
    • Proc. IEEE Ind. Electron. Appl. Conf., Jun. 2010 , pp. 684-688
    • Li, R.1    Wu, J.2    Wang3    Li, G.4
  • 7
    • 77956051087 scopus 로고    scopus 로고
    • Development and validation of a battery model useful for discharging and charging power control and lifetime estimation
    • Sep.
    • V. Agarwal, K. Uthaichana, R.A. DeCarlo, and L. H. Tsoukalas, "Development and validation of a battery model useful for discharging and charging power control and lifetime estimation," IEEE Trans. Energy Convers., vol. 25, no. 3, pp. 821-835, Sep. 2010.
    • (2010) IEEE Trans. Energy Convers. , vol.25 , Issue.3 , pp. 821-835
    • Agarwal, V.1    Uthaichana, K.2    DeCarlo, R.A.3    Tsoukalas, L.H.4
  • 8
    • 79951942812 scopus 로고    scopus 로고
    • Equivalent circuit evaluation method of lithium polymer battery using bode plot and numerical analysis
    • Mar.
    • J. Jang and J. Yoo, "Equivalent circuit evaluation method of lithium polymer battery using bode plot and numerical analysis," IEEE Trans. Energy Convers., vol. 26, no. 1, pp. 290-298, Mar. 2011.
    • (2011) IEEE Trans. Energy Convers. , vol.26 , Issue.1 , pp. 290-298
    • Jang, J.1    Yoo, J.2
  • 11
    • 78349251330 scopus 로고    scopus 로고
    • State-of-charge estimation for Lithium-ion batteries using neural networks and EKF
    • Dec.
    • M. Charkhgard and M. Farrokhi, "State-of-charge estimation for Lithium-ion batteries using neural networks and EKF," IEEE Trans. Ind. Electron., vol. 57, no. 12, pp. 4178-4187, Dec. 2010.
    • (2010) IEEE Trans. Ind. Electron. , vol.57 , Issue.12 , pp. 4178-4187
    • Charkhgard, M.1    Farrokhi, M.2
  • 12
    • 84859018865 scopus 로고    scopus 로고
    • A method for online capacity estimation of Lithium ion battery cells using the state of charge and the transferred charge
    • Mar./Apr.
    • M. Einhorn, F. V. Conte, C. Kral, and J. Fleig, "A method for online capacity estimation of Lithium ion battery cells using the state of charge and the transferred charge," IEEE Trans. Ind. Appl., vol. 48, pp. 736-741, Mar./Apr. 2012.
    • (2012) IEEE Trans. Ind. Appl. , vol.48 , pp. 736-741
    • Einhorn, M.1    Conte, F.V.2    Kral, C.3    Fleig, J.4
  • 13
    • 80052063832 scopus 로고    scopus 로고
    • Reliable state estimation of multicell lithium-ion battery systems
    • Sep.
    • M. A. Roscher, O. S. Bohlen, and D. U. Sauer, "Reliable state estimation of multicell lithium-ion battery systems," IEEE Trans. Energy Convers., vol. 26, pp. 737-743, Sep. 2011.
    • (2011) IEEE Trans. Energy Convers. , vol.26 , pp. 737-743
    • Roscher, M.A.1    Bohlen, O.S.2    Sauer, D.U.3
  • 14
    • 80054958970 scopus 로고    scopus 로고
    • A radial basis function neural network approach for multi-hour short term load-price forecasting with type of day parameter
    • N. K. Singh, M. Tripathy, and A. K. Singh, "A radial basis function neural network approach for multi-hour short term load-price forecasting with type of day parameter," in Proc. IEEE Ind. Inf. Syst. Conf., Aug. 2011, pp. 316-321.
    • Proc. IEEE Ind. Inf. Syst. Conf., Aug. 2011 , pp. 316-321
    • Singh, N.K.1    Tripathy, M.2    Singh, A.K.3
  • 17
    • 77958529634 scopus 로고    scopus 로고
    • Transmission rate prediction for cognitive radio using adaptive neural Fuzzy inference system
    • S. Hiremath and S. K. Patra, "Transmission rate prediction for cognitive radio using adaptive neural Fuzzy inference system," in Proc. IEEE Ind. Inf. Syst. Conf., Jul. 2010, pp. 92-97.
    • Proc. IEEE Ind. Inf. Syst. Conf., Jul. 2010 , pp. 92-97
    • Hiremath, S.1    Patra, S.K.2
  • 18
    • 77958462867 scopus 로고    scopus 로고
    • Application of fuzzy neural network in optical fiber fusion defect recognition system by AS1773 protocol
    • Z. Zhang and R. Liu, "Application of fuzzy neural network in optical fiber fusion defect recognition system by AS1773 protocol," in Proc. IEEE Ind. Inf. Syst. Conf., Jul. 2010, pp. 196-199.
    • Proc. IEEE Ind. Inf. Syst. Conf., Jul. 2010 , pp. 196-199
    • Zhang, Z.1    Liu, R.2
  • 19
    • 79951569015 scopus 로고    scopus 로고
    • Development and implementation of parameterized FPGA-based general purpose neural networks for online applications
    • Feb.
    • A. Gomperts, A. Ukil, and F. Zurfluh, "Development and implementation of parameterized FPGA-based general purpose neural networks for online applications," IEEE Trans. Ind. Inf., vol. 7, no. 1, pp. 78-89, Feb. 2011.
    • (2011) IEEE Trans. Ind. Inf. , vol.7 , Issue.1 , pp. 78-89
    • Gomperts, A.1    Ukil, A.2    Zurfluh, F.3
  • 20
    • 80051791714 scopus 로고    scopus 로고
    • FPGA implementation of the multilayer neural network for the speed estimation of the two-mass drive system
    • Aug.
    • T. Orlowska-Kowalska and M. Kaminski, "FPGA implementation of the multilayer neural network for the speed estimation of the two-mass drive system," IEEE Trans. Ind. Inf., vol. 7, no. 3, pp. 436-445, Aug. 2011.
    • (2011) IEEE Trans. Ind. Inf. , vol.7 , Issue.3 , pp. 436-445
    • Orlowska-Kowalska, T.1    Kaminski, M.2
  • 21
    • 79955810853 scopus 로고    scopus 로고
    • Neural network assisted computationally simple PI D control of a quadrotor UAV
    • May
    • M. O. Efe, "Neural network assisted computationally simple PI D control of a quadrotor UAV," IEEE Trans. Ind. Inf., vol. 7, no. 2, pp. 354-361, May 2011.
    • (2011) IEEE Trans. Ind. Inf. , vol.7 , Issue.2 , pp. 354-361
    • Efe, M.O.1
  • 22
    • 76849115083 scopus 로고    scopus 로고
    • A comparison of optimization algorithms for biological neural network identification
    • Mar.
    • J. J. Yin, W. Tang, and K. F. Man, "A comparison of optimization algorithms for biological neural network identification," IEEE Trans. Ind. Electron., vol. 57, no. 3, pp. 1127-1131, Mar. 2010.
    • (2010) IEEE Trans. Ind. Electron. , vol.57 , Issue.3 , pp. 1127-1131
    • Yin, J.J.1    Tang, W.2    Man, K.F.3
  • 23
    • 77954598917 scopus 로고    scopus 로고
    • A neural-network-identifier and Fuzzy-controller-based algorithm for dynamic decoupling control of perma-nent-magnet spherical motor
    • Aug.
    • C. Xia, C. Guo, and T. Shi, "A neural-network-identifier and Fuzzy-controller-based algorithm for dynamic decoupling control of perma-nent-magnet spherical motor," IEEE Trans. Ind. Electron., vol. 57, no. 8, pp. 2868-2878, Aug. 2010.
    • (2010) IEEE Trans. Ind. Electron. , vol.57 , Issue.8 , pp. 2868-2878
    • Xia, C.1    Guo, C.2    Shi, T.3
  • 24
    • 79960352027 scopus 로고    scopus 로고
    • Application of an adaptive differential evolution algorithm with multiple trial vectors to artificial neural network training
    • Aug.
    • A. Slowik, "Application of an adaptive differential evolution algorithm with multiple trial vectors to artificial neural network training," IEEE Trans. Ind. Electron., vol. 58, no. 8, pp. 3160-3167, Aug. 2010.
    • (2010) IEEE Trans. Ind. Electron. , vol.58 , Issue.8 , pp. 3160-3167
    • Slowik, A.1
  • 25
    • 79954455895 scopus 로고    scopus 로고
    • Cascade neural-network-based fault classifier for three-phase induction motor
    • May
    • V. N. Ghate and S. V. Dudul, "Cascade neural-network-based fault classifier for three-phase induction motor," IEEE Trans. Ind. Electron., vol. 58, no. 5, pp. 1555-1563, May 2011.
    • (2011) IEEE Trans. Ind. Electron. , vol.58 , Issue.5 , pp. 1555-1563
    • Ghate, V.N.1    Dudul, S.V.2
  • 26
    • 84859707082 scopus 로고    scopus 로고
    • Intelligent friction modeling and compensation using neural network approximations
    • Aug.
    • S. Huang and K. K. Tan, "Intelligent friction modeling and compensation using neural network approximations," IEEE Trans. Ind. Electron., vol. 59, no. 8, pp. 3342-3349, Aug. 2012.
    • (2012) IEEE Trans. Ind. Electron. , vol.59 , Issue.8 , pp. 3342-3349
    • Huang, S.1    Tan, K.K.2
  • 27
    • 84859728454 scopus 로고    scopus 로고
    • Model predictive control of unknown nonlinear dynamical systems based on recurrent neural networks
    • Aug.
    • Y. Pan and J. Wang, "Model predictive control of unknown nonlinear dynamical systems based on recurrent neural networks," IEEE Trans. Ind. Electron., vol. 59, no. 8, pp. 3089-3101, Aug. 2012.
    • (2012) IEEE Trans. Ind. Electron. , vol.59 , Issue.8 , pp. 3089-3101
    • Pan, Y.1    Wang, J.2
  • 28
    • 84859712518 scopus 로고    scopus 로고
    • Multichannel pulse-coupled-neural-network-based color image segmentation for object detection
    • Aug.
    • H. Zhuang, K. S. Low, and W. Y. Yau, "Multichannel pulse-coupled-neural-network-based color image segmentation for object detection," IEEE Trans. Ind. Electron., vol. 59, no. 8, pp. 3299-3308, Aug. 2012.
    • (2012) IEEE Trans. Ind. Electron. , vol.59 , Issue.8 , pp. 3299-3308
    • Zhuang, H.1    Low, K.S.2    Yau, W.Y.3
  • 29
    • 77952283808 scopus 로고    scopus 로고
    • Radial-basis-function-based neural network for harmonic detection
    • Jun.
    • G. W. Chang, C. I. Chen, and Y. F. Teng, "Radial-basis-function- based neural network for harmonic detection," IEEE Trans. Ind. Electron., vol. 57, no. 6, pp. 2171-2179, Jun. 2010.
    • (2010) IEEE Trans. Ind. Electron. , vol.57 , Issue.6 , pp. 2171-2179
    • Chang, G.W.1    Chen, C.I.2    Teng, Y.F.3
  • 30
    • 84859711061 scopus 로고    scopus 로고
    • Virtual multifunction power quality analyzer based on adaptive linear neural network
    • Aug.
    • C. I. Chen, "Virtual multifunction power quality analyzer based on adaptive linear neural network," IEEE Trans. Ind. Electron., vol. 59, no. 8, pp. 3321-3329, Aug. 2012.
    • (2012) IEEE Trans. Ind. Electron. , vol.59 , Issue.8 , pp. 3321-3329
    • Chen, C.I.1
  • 31
    • 79959316684 scopus 로고    scopus 로고
    • Wavelet Fuzzy neural networks for identification and predictive control of dynamic systems
    • Jul.
    • C. H. Lu, "Wavelet Fuzzy neural networks for identification and predictive control of dynamic systems," IEEE Trans. Ind. Electron., vol. 58, no. 7, pp. 3046-3058, Jul. 2011.
    • (2011) IEEE Trans. Ind. Electron. , vol.58 , Issue.7 , pp. 3046-3058
    • Lu, C.H.1
  • 32
    • 84860280456 scopus 로고    scopus 로고
    • DSP-based probabilistic Fuzzy neural network control for Li-ion battery charger
    • Aug.
    • F. J. Lin, M. S. Huang, P. Y. Yeh, H. C. Tsai, and C. H. Kuan, "DSP-based probabilistic Fuzzy neural network control for Li-ion battery charger," IEEE Trans. Power Electron., vol. 27, no. 8, pp. 7382-3794, Aug. 2012.
    • (2012) IEEE Trans. Power Electron. , vol.27 , Issue.8 , pp. 7382-13794
    • Lin, F.J.1    Huang, M.S.2    Yeh, P.Y.3    Tsai, H.C.4    Kuan, C.H.5
  • 33
    • 84856481270 scopus 로고    scopus 로고
    • Digital signal processor-based probabilistic fuzzy neural network control of in-wheel motor drive for light electric vehicle
    • Feb.
    • F. J. Lin, Y. C. Hung, J. C. Hwang, I. P. Chang, and M. T. Tsai, "Digital signal processor-based probabilistic fuzzy neural network control of in-wheel motor drive for light electric vehicle," IET Trans. Elect. Power Appl., vol. 6, no. 2, pp. 47-61, Feb. 2012.
    • (2012) IET Trans. Elect. Power Appl. , vol.6 , Issue.2 , pp. 47-61
    • Lin, F.J.1    Hung, Y.C.2    Hwang, J.C.3    Chang, I.P.4    Tsai, M.T.5


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.