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Volumn 63, Issue 1, 2014, Pages 2-17

Prognostics of lithium-ion batteries based on the verhulst model, particle swarm optimization and particle filter

Author keywords

Lithium ion batteries; particle filter (PF); particle swarm optimization (PSO); remaining useful life (RUL); Verhulst model

Indexed keywords

ACCEPTABLE PERFORMANCE; DATA-DRIVEN PROGNOSTICS; LITHIUM-ION BATTERY; PARTICLE FILTER; PREDICTION ACCURACY; REMAINING USEFUL LIVES; UPPER AND LOWER BOUNDS; VERHULST MODEL;

EID: 84890558107     PISSN: 00189456     EISSN: None     Source Type: Journal    
DOI: 10.1109/TIM.2013.2276473     Document Type: Article
Times cited : (132)

References (47)
  • 2
    • 60149085988 scopus 로고    scopus 로고
    • Prognostics methods for battery health monitoring using a Bayesian framework
    • Feb
    • B. Saha, K. Goebel, S. Poll, and J. Christophersen, "Prognostics methods for battery health monitoring using a Bayesian framework," IEEE Trans. Instrum. Meas., vol. 58, no. 2, pp. 291-296, Feb. 2009.
    • (2009) IEEE Trans. Instrum. Meas. , vol.58 , Issue.2 , pp. 291-296
    • Saha, B.1    Goebel, K.2    Poll, S.3    Christophersen, J.4
  • 3
    • 44849130726 scopus 로고    scopus 로고
    • Issue and challenges facing rechargeable thin film lithium batteries
    • A. Patil, V. Patil, D. Wook Shin, J. Choi, D. Paik, and S. Yoon, "Issue and challenges facing rechargeable thin film lithium batteries," Mater. Res. Bull., vol. 43, nos. 8-9, pp. 1913-1942, 2008.
    • (2008) Mater. Res. Bull. , vol.43 , Issue.8-9 , pp. 1913-1942
    • Patil, A.1    Patil, V.2    Wook Shin, D.3    Choi, J.4    Paik, D.5    Yoon, S.6
  • 4
    • 36148950547 scopus 로고    scopus 로고
    • Life prediction and reliability assessment of lithium secondary batteries
    • DOI 10.1016/j.jpowsour.2007.06.208, PII S0378775307013389, 11tn International Meeting on Lithium Batteries
    • S. Eom, M. Kim, I. Kim, S. Moon, Y. Sun, and H. Kim, "Life prediction and reliability assessment of lithium secondary batteries," J. Power Sources, vol. 174, no. 2, pp. 954-958, 2007. (Pubitemid 350117246)
    • (2007) Journal of Power Sources , vol.174 , Issue.2 , pp. 954-958
    • Eom, S.-W.1    Kim, M.-K.2    Kim, I.-J.3    Moon, S.-I.4    Sun, Y.-K.5    Kim, H.-S.6
  • 5
    • 77957971181 scopus 로고    scopus 로고
    • Estimation of state of charge of a lithium-ion battery pack for electric vehicles using an adaptive Luenberger observer
    • X. S. Hu, F. C. Sun, and Y. Zou, "Estimation of state of charge of a lithium-ion battery pack for electric vehicles using an adaptive Luenberger observer," Energies, vol. 3, no. 9, pp. 1586-1603, 2010.
    • (2010) Energies , vol.3 , Issue.9 , pp. 1586-1603
    • Hu, X.S.1    Sun, F.C.2    Zou, Y.3
  • 7
    • 33750498275 scopus 로고    scopus 로고
    • Condition monitoring and classification of rotating machinery using wavelets and hidden Markov models
    • DOI 10.1016/j.ymssp.2006.01.009, PII S0888327006000331
    • Q. Miao and V. Makis, "Condition monitoring and classification of rotating machinery using wavelets and hidden Markov models," Mech. Syst. Signal Process., vol. 21, no. 2, pp. 840-855, 2007. (Pubitemid 44667416)
    • (2007) Mechanical Systems and Signal Processing , vol.21 , Issue.2 , pp. 840-855
    • Miao, Q.1    Makis, V.2
  • 8
    • 67349227757 scopus 로고    scopus 로고
    • Robust health evaluation of gearbox subject to tooth failure with wavelet decomposition
    • D. Wang, Q. Miao, and R. Kang, "Robust health evaluation of gearbox subject to tooth failure with wavelet decomposition," J. Sound Vibrat., vol. 324, nos. 3-5, pp. 1141-1157, 2009.
    • (2009) J. Sound Vibrat. , vol.324 , Issue.3-5 , pp. 1141-1157
    • Wang, D.1    Miao, Q.2    Kang, R.3
  • 9
    • 84862167982 scopus 로고    scopus 로고
    • Diagnostics of filtered analog circuits with tolerance based on LS-SVM using frequency features
    • B. Long, S. L. Tian, and H. J. Wang, "Diagnostics of filtered analog circuits with tolerance based on LS-SVM using frequency features," J. Electron. Test., Theory Appl., vol. 28, no. 3, pp. 291-300, 2012.
    • (2012) J. Electron. Test., Theory Appl. , vol.28 , Issue.3 , pp. 291-300
    • Long, B.1    Tian, S.L.2    Wang, H.J.3
  • 10
    • 84864804663 scopus 로고    scopus 로고
    • Prognostic-based risk mitigation for telecom equipment under free air cooling conditions
    • Nov
    • J. Dai, D. Das, and M. Pecht, "Prognostic-based risk mitigation for telecom equipment under free air cooling conditions," Appl. Energy, vol. 99, pp. 423-429, Nov. 2012.
    • (2012) Appl. Energy , vol.99 , pp. 423-429
    • Dai, J.1    Das, D.2    Pecht, M.3
  • 11
    • 84855431793 scopus 로고    scopus 로고
    • Prediction of machine health condition using neuro-fuzzy and Bayesian algorithms
    • Feb
    • C. Chen, B. Zhang, and G. Vachtsevanos, "Prediction of machine health condition using neuro-fuzzy and Bayesian algorithms," IEEE Trans. Instrum. Meas., vol. 61, no. 2, pp. 297-306, Feb. 2012.
    • (2012) IEEE Trans. Instrum. Meas. , vol.61 , Issue.2 , pp. 297-306
    • Chen, C.1    Zhang, B.2    Vachtsevanos, G.3
  • 12
    • 80051722734 scopus 로고    scopus 로고
    • Machine condition prediction based on adaptive neuro-fuzzy and high-order particle filtering
    • Sep
    • C. Chen, B. Zhang, G. Vachtsevanos, and M. Orchard, "Machine condition prediction based on adaptive neuro-fuzzy and high-order particle filtering," IEEE Trans. Ind. Electron., vol. 58, no. 9, pp. 4353-4364, Sep. 2011.
    • (2011) IEEE Trans. Ind. Electron. , vol.58 , Issue.9 , pp. 4353-4364
    • Chen, C.1    Zhang, B.2    Vachtsevanos, G.3    Orchard, M.4
  • 13
    • 35548991366 scopus 로고    scopus 로고
    • Prognostics implementation of electronics under vibration loading
    • DOI 10.1016/j.microrel.2007.02.015, PII S0026271407001412, Electronic system prognostics and health management
    • J. Gu, D. Barker, and M. Pecht, "Prognostics implementation of electronics under vibration loading," Microelectron. Rel., vol. 47, no. 12, pp. 1849-1856, 2007. (Pubitemid 350018809)
    • (2007) Microelectronics Reliability , vol.47 , Issue.12 , pp. 1849-1856
    • Gu, J.1    Barker, D.2    Pecht, M.3
  • 14
    • 77949394613 scopus 로고    scopus 로고
    • A wireless sensor system for prognostics and health management
    • Apr
    • S. Cheng, K. Tom, L. Thomas, and M. Pecht, "A wireless sensor system for prognostics and health management," IEEE Sensors J., vol. 10, no. 4, pp. 856-862, Apr. 2010.
    • (2010) IEEE Sensors J. , vol.10 , Issue.4 , pp. 856-862
    • Cheng, S.1    Tom, K.2    Thomas, L.3    Pecht, M.4
  • 15
    • 68149099009 scopus 로고    scopus 로고
    • Identify capacity fading mechanism in a commercial LiFePO4 cell
    • M. Dubarry and B. Y. Liaw, "Identify capacity fading mechanism in a commercial LiFePO4 cell," J. Power Sour., vol. 194, no. 1, pp. 541-549, 2009.
    • (2009) J. Power Sour. , vol.194 , Issue.1 , pp. 541-549
    • Dubarry, M.1    Liaw, B.Y.2
  • 16
    • 80053570039 scopus 로고    scopus 로고
    • Prognostics of lithiumion batteries based on Dempster-Shafer theory and the Bayesian Monte Carlo method
    • W. He, N.Williard, M. Osterman, and M. Pecht, "Prognostics of lithiumion batteries based on Dempster-Shafer theory and the Bayesian Monte Carlo method," J. Power Sour., vol. 196, no. 23, pp. 10314-10321, 2011.
    • (2011) J. Power Sour. , vol.196 , Issue.23 , pp. 10314-10321
    • He, W.1    Williard, N.2    Osterman, M.3    Pecht, M.4
  • 17
    • 84879347106 scopus 로고    scopus 로고
    • Electrochemical cell prognostics using online impedance measurements and model-based data fusion techniques
    • Big Sky, MT, USA, Mar
    • J. Kozlowski, "Electrochemical cell prognostics using online impedance measurements and model-based data fusion techniques," in Proc. IEEE AERO, Big Sky, MT, USA, Mar. 2003, pp. 3257-3270.
    • (2003) Proc. IEEE AERO , pp. 3257-3270
    • Kozlowski, J.1
  • 18
    • 84866150870 scopus 로고    scopus 로고
    • Data-driven prognostics for lithium-ion battery based on Gaussian process regression
    • Beijing, China, May
    • D. T. Liu, J. Y. Pang, J. B. Zhou, and Y. Peng, "Data-driven prognostics for lithium-ion battery based on Gaussian process regression," in Proc. IEEE Conf. PHM, Beijing, China, May 2012, pp. 1-5.
    • (2012) Proc. IEEE Conf. PHM , pp. 1-5
    • Liu, D.T.1    Pang, J.Y.2    Zhou, J.B.3    Peng, Y.4
  • 19
    • 79955575020 scopus 로고    scopus 로고
    • Intelligent prognostics for battery health monitoring based on sample entropy
    • A. Widodo, M. Shim, W. Caesarendra, and B. Yang, "Intelligent prognostics for battery health monitoring based on sample entropy," Expert Syst. Appl., vol. 38, no. 9, pp. 11763-11769, 2011.
    • (2011) Expert Syst. Appl. , vol.38 , Issue.9 , pp. 11763-11769
    • Widodo, A.1    Shim, M.2    Caesarendra, W.3    Yang, B.4
  • 20
    • 65649152439 scopus 로고    scopus 로고
    • Valve regulated lead acid battery float service life estimation using a Kalman filter
    • W. Burgess, "Valve regulated lead acid battery float service life estimation using a Kalman filter," J. Power Sour., vol. 191, no. 1, pp. 16-21, 2009.
    • (2009) J. Power Sour. , vol.191 , Issue.1 , pp. 16-21
    • Burgess, W.1
  • 21
    • 84860875979 scopus 로고    scopus 로고
    • Estimation of state of charge of lithium-ion batteries used in HEV using robust extended Kalman filtering
    • C. P. Zhang, J. C. Jiang, and W. G. Zhang, "Estimation of state of charge of lithium-ion batteries used in HEV using robust extended Kalman filtering," Energies, vol. 5, no. 4, pp. 1098-1115, 2012.
    • (2012) Energies , vol.5 , Issue.4 , pp. 1098-1115
    • Zhang, C.P.1    Jiang, J.C.2    Zhang, W.G.3
  • 22
    • 79956339515 scopus 로고    scopus 로고
    • A review on prognostic and health monitoring of Li-ion battery
    • J. Zhang and J. Lee, "A review on prognostic and health monitoring of Li-ion battery," J. Power Sour., vol. 196, no. 15, pp. 6007-6014, 2011.
    • (2011) J. Power Sour. , vol.196 , Issue.15 , pp. 6007-6014
    • Zhang, J.1    Lee, J.2
  • 23
    • 0037130601 scopus 로고    scopus 로고
    • Factors that affect cycle-life and possible degradation mechanisms of a Li-ion cell based on LiCoO2
    • S. Choi and H. Lim, "Factors that affect cycle-life and possible degradation mechanisms of a Li-ion cell based on LiCoO2," J. Power Sour., vol. 111, no. 1, pp. 130-136, 2002.
    • (2002) J. Power Sour , vol.111 , Issue.1 , pp. 130-136
    • Choi, S.1    Lim, H.2
  • 24
    • 0004369483 scopus 로고    scopus 로고
    • Wuhan China: Huazhong Univ. Science and Technology Press
    • J. L. Deng, Grey System Theory. Wuhan, China: Huazhong Univ. Science and Technology Press, 2000.
    • (2000) Grey System Theory
    • Deng, J.L.1
  • 26
    • 71749116803 scopus 로고    scopus 로고
    • Grey system theory-based models in time series prediction
    • E. Kayacan, B. Ulutas, and O. Kaynak, "Grey system theory-based models in time series prediction," Expert Syst. Appl., vol. 37, no. 2, pp. 1784-1789, 2010.
    • (2010) Expert Syst. Appl. , vol.37 , Issue.2 , pp. 1784-1789
    • Kayacan, E.1    Ulutas, B.2    Kaynak, O.3
  • 27
    • 0015685279 scopus 로고
    • Generalized Verhulst laws for population growth
    • R. Zwanzig, "Generalized Verhulst laws for population growth," Proc. Nat. Acad. Sci. USA, vol. 70, no. 11, pp. 3048-3051, 1973.
    • (1973) Proc. Nat. Acad. Sci. USA , vol.70 , Issue.11 , pp. 3048-3051
    • Zwanzig, R.1
  • 28
    • 79955732452 scopus 로고    scopus 로고
    • Dynamic prediction of forest fuel loads by grey Verhulst model
    • Z. Q. He, R. H. Chai, W. G. Sang, C. Y. Li, and C. G. Zhang, "Dynamic prediction of forest fuel loads by grey Verhulst model," J. Forestry Res., vol. 7, no. 2, pp. 36-40, 1996.
    • (1996) J. Forestry Res. , vol.7 , Issue.2 , pp. 36-40
    • He, Z.Q.1    Chai, R.H.2    Sang, W.G.3    Li, C.Y.4    Zhang, C.G.5
  • 29
    • 15744394855 scopus 로고    scopus 로고
    • The development of grey Verhulst toolbox and the analysis of population saturation state in Taiwan-FuKeien
    • K. L. Wen and Y. F. Huang, "The development of grey Verhulst toolbox and the analysis of population saturation state in Taiwan-FuKeien," in Proc. ICSMC, 2004, pp. 5007-5012.
    • (2004) Proc. ICSMC , pp. 5007-5012
    • Wen, K.L.1    Huang, Y.F.2
  • 30
    • 84862918411 scopus 로고    scopus 로고
    • The use of grey Verhulst model in the prediction of operating activity cash flow
    • Wuhan, China
    • J. Su and J. Y. Zhou, "The use of grey Verhulst model in the prediction of operating activity cash flow," in Proc. 4th Int. Conf. Business Intell. Financial Eng., Wuhan, China, 2011, pp. 27-31.
    • (2011) Proc. 4th Int. Conf. Business Intell. Financial Eng. , pp. 27-31
    • Su, J.1    Zhou, J.Y.2
  • 31
    • 0029535737 scopus 로고
    • Particle swarm optimization
    • Perth, WA, USA
    • J. Kennedy and R. Eberhart, "Particle swarm optimization," in Proc. ICNN, Perth, WA, USA, 1995, pp. 1942-1948.
    • (1995) Proc. ICNN , pp. 1942-1948
    • Kennedy, J.1    Eberhart, R.2
  • 32
    • 84879841113 scopus 로고    scopus 로고
    • An improved autoregressive model by particle swarm optimization for prognostics of lithium-ion batteries
    • Jun
    • B. Long, W. M. Xian, L. Jiang, and Z. Liu, "An improved autoregressive model by particle swarm optimization for prognostics of lithium-ion batteries," Microelectron. Rel., vol. 53, no. 6, pp. 821-831, Jun. 2013.
    • (2013) Microelectron. Rel. , vol.53 , Issue.6 , pp. 821-831
    • Long, B.1    Xian, W.M.2    Jiang, L.3    Liu, Z.4
  • 33
    • 33847661566 scopus 로고    scopus 로고
    • An effective PSO-based memetic algorithm for flow shop scheduling
    • DOI 10.1109/TSMCB.2006.883272, Special Issue on Memetic Algorithms
    • B. Liu, L. Wang, and Y. H. Jin, "An effective PSO-based memetic algorithm for flow shop scheduling," IEEE Trans. Syst., Man, Cybern. B, Cybern., vol. 37, no. 1, pp. 18-27, Feb. 2007. (Pubitemid 46358476)
    • (2007) IEEE Transactions on Systems, Man, and Cybernetics, Part B: Cybernetics , vol.37 , Issue.1 , pp. 18-27
    • Liu, B.1    Wang, L.2    Jin, Y.-H.3
  • 34
    • 0031700696 scopus 로고    scopus 로고
    • A modified particle swarm optimizer
    • Anchorage, AK, USA
    • Y. H. Shi and R. Eberhart, "A modified particle swarm optimizer," in Proc. Int. Conf. Comput. Intell., Anchorage, AK, USA, 1998, pp. 69-73.
    • (1998) Proc. Int. Conf. Comput. Intell. , pp. 69-73
    • Shi, Y.H.1    Eberhart, R.2
  • 37
    • 84887089385 scopus 로고    scopus 로고
    • Health diagnosis and remaining useful life prognostics of lithium-ion batteries using data-driven methods
    • Oct
    • A. Nuhic, T. Terzimehic, T. Soczka-Guth, M. Buchholz, and K. Dietmayer, "Health diagnosis and remaining useful life prognostics of lithium-ion batteries using data-driven methods," J. Power Sour., vol. 239, pp. 680-688, Oct. 2013.
    • (2013) J. Power Sour. , vol.239 , pp. 680-688
    • Nuhic, A.1    Terzimehic, T.2    Soczka-Guth, T.3    Buchholz, M.4    Dietmayer, K.5
  • 38
    • 77954623632 scopus 로고    scopus 로고
    • Approach to fault identification for electronic products using Mahalanobis distance
    • Aug
    • S. Kumar, T. W. S. Chow, and M. Pecht, "Approach to fault identification for electronic products using Mahalanobis distance," IEEE Trans. Instrum. Meas., vol. 59, no. 8, pp. 2055-2064, Aug. 2010.
    • (2010) IEEE Trans. Instrum. Meas. , vol.59 , Issue.8 , pp. 2055-2064
    • Kumar, S.1    Chow, T.W.S.2    Pecht, M.3
  • 39
    • 1842809903 scopus 로고    scopus 로고
    • Distance measures for PCA-based face recognition
    • DOI 10.1016/j.patrec.2004.01.011, PII S0167865504000248
    • V. Perlibakas, "Distance measures for PCA-based face recognition," Pattern Recognit. Lett., vol. 25, no. 6, pp. 711-724, 2004. (Pubitemid 38459483)
    • (2004) Pattern Recognition Letters , vol.25 , Issue.6 , pp. 711-724
    • Perlibakas, V.1
  • 40
    • 0036508204 scopus 로고    scopus 로고
    • Particle methods for Bayesian modeling and enhancement of speech signals
    • DOI 10.1109/TSA.2002.1001982, PII S1063667602039743
    • J. Vermaak, C. Andrieu, A. Doucet, and S. J. Godsill, "Particle methods for Bayesian modeling and enhancement of speech signals," IEEE Trans. Speech Audio Process., vol. 10, no. 3, pp. 173-185, Mar. 2002. (Pubitemid 34692541)
    • (2002) IEEE Transactions on Speech and Audio Processing , vol.10 , Issue.3 , pp. 173-185
    • Vermaak, J.1    Andrieu, C.2    Doucet, A.3    Godsill, S.J.4
  • 41
    • 0032136153 scopus 로고    scopus 로고
    • CONDENSATION - Conditional Density Propagation for Visual Tracking
    • M. Isard and A. Blake, "Condensation-conditional density propagation for visual tracking," Int. J. Comput. Vis., vol. 29, no. 1, pp. 5-28, 1998. (Pubitemid 128523364)
    • (1998) International Journal of Computer Vision , vol.29 , Issue.1 , pp. 5-28
    • Isard, M.1    Blake, A.2
  • 42
    • 42549119517 scopus 로고    scopus 로고
    • Sensor planning for mobile robot localization - A hierarchical approach using a Bayesian network and a particle filter
    • DOI 10.1109/TRO.2007.912091
    • H. J. Zhou and S. Sakane, "Sensor planning for mobile robot localization-A hierarchical approach using a Bayesian network and a particle filter," IEEE Trans. Robot., vol. 24, no. 2, pp. 481-487, Apr. 2008. (Pubitemid 351586025)
    • (2008) IEEE Transactions on Robotics , vol.24 , Issue.2 , pp. 481-487
    • Zhou, H.1    Sakane, S.2
  • 45
    • 0027580559 scopus 로고
    • Novel approach to nonlinear/non-Gaussian Bayesian state estimation
    • Apr
    • N. J. Gordon, D. J. Salmond, and A. F. M. Smith, "Novel approach to nonlinear/non-Gaussian Bayesian state estimation," IEE Proc. F. Radar Signal Process., vol. 140, no. 2, pp. 107-113, Apr. 1993.
    • (1993) IEE Proc. F. Radar Signal Process , vol.140 , Issue.2 , pp. 107-113
    • Gordon, N.J.1    Salmond, D.J.2    Smith, A.F.M.3
  • 46
    • 67650712207 scopus 로고    scopus 로고
    • Comparison of prognostic algorithms for estimating remaining useful life of batteries
    • B. Saha, K. Goebel, and J. Christophersen, "Comparison of prognostic algorithms for estimating remaining useful life of batteries," Trans. Inst. Meas. Control, vol. 31, nos. 3-4, pp. 293-308, 2009.
    • (2009) Trans. Inst. Meas. Control , vol.31 , Issue.3-4 , pp. 293-308
    • Saha, B.1    Goebel, K.2    Christophersen, J.3


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