Energy awareness for supercapacitors using Kalman filter state-of-charge tracking

Journal of Power Sources

Volumn 296, Issue , 2015, Pages 383-391

  Nadeau, Andrew ^a   Hassanalieragh, Moeen ^a   Sharma, Gaurav ^a   Soyata, Tolga ^a  

^a University of Rochester   (United States)

Author keywords

Energy awareness; Kalman; Parameter estimation; State of charge; Supercapacitor; Three branch model

Indexed keywords

BATTERY MANAGEMENT SYSTEMS; CAPACITORS; ELECTRONIC CIRCUIT TRACKING; EQUIVALENT CIRCUITS; KALMAN FILTERS; MEAN SQUARE ERROR; SOLAR ENERGY;

ENERGY AWARENESS; KALMAN; STATE OF CHARGE; SUPER CAPACITOR; THREE-BRANCH;

PARAMETER ESTIMATION;

EID: 84938269644     PISSN: 03787753     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.jpowsour.2015.07.050     Document Type: Article

References (39)

1. A. Nadeau, G. Sharma, and T. Soyata State-of-charge estimation for supercapacitors: a Kalman filtering formulation Proc. IEEE Intl. Conf. Acoustics Speech and Sig. Proc. 2014 ICASSP Florence, Italy 2194 2198 10.1109/ICASSP.2014.6853988
2. P. Simon, Y. Gogotsi, and B. Dunn Where do batteries end and supercapacitors begin? Sci. Mag. 343 2014 1210 1211 10.1126/science.1249625
3. A. Gee, F. Robinson, and R. Dunn Analysis of battery lifetime extension in a small-scale wind-energy system using supercapacitors IEEE Trans. Energy Convers. 28 1 2013 24 33 10.1109/TEC.2012.2228195
4. S. Lukic, S. Wirasingha, F. Rodriguez, J. Cao, and A. Emadi Power management of an ultracapacitor/battery hybrid energy storage system in an HEV IEEE Veh. Power Propuls. Conf. (VPPC) 2006 1 6 10.1109/VPPC.2006.364357
5. H. Jia, Y. Mu, and Y. Qi A statistical model to determine the capacity of batterysupercapacitor hybrid energy storage system in autonomous microgrid Int. J. Electr. Power Energy Syst. 54 0 2014 516 524 http://dx.doi.org/10.1016/j.ijepes.2013.07.025
6. J. Dixon, and M. Ortuzar Ultracapacitors + DC-DC converters in regenerative braking system IEEE Aerosp. Electron. Sys. Mag. 17 8 2002 16 21 10.1109/MAES.2002.1028079
7. J.P. Torreglosa, P. Garcia, L.M. Fernandez, and F. Jurado Predictive control for the energy management of a fuel-cell-battery-supercapacitor tramway IEEE Trans. Ind. Inf. 10 1 2014 276 285 10.1109/TII.2013.2245140
8. Q. Li, W. Chen, Z. Liu, M. Li, and L. Ma Development of energy management system based on a power sharing strategy for a fuel cell-battery-supercapacitor hybrid tramway J. Power Sources 279 2015 267 280 10.1016/j.jpowsour.2014.12.042 9th International Conference on Lead-Acid Batteries {LABAT} 2014
9. A. Fahad, T. Soyata, T. Wang, G. Sharma, W. Heinzelman, and K. Shen SOLARCAP: super capacitor buffering of solar energy for self-sustainable field systems Proceedings of the 25th IEEE International System-on-chip Conference (IEEE SOCC), Niagara Falls, NY 2012 236 241 10.1109/SOCC.2012.6398354
10. M. Hassanalieragh, T. Soyata, A. Nadeau, and G. Sharma Solar-supercapacitor harvesting system design for energy-aware applications Proceedings of the 27th IEEE International System-on-chip Conference (IEEE SOCC), Las Vegas, NV 2014 280 285 10.1109/SOCC.2014.6948941
11. F.I. Simjee, and P.H. Chou Efficient charging of supercapacitors for extended lifetime of wireless sensor nodes IEEE Trans. Power Electron. 23 3 2008 1526 1536 10.1109/TPEL.2008.921078
12. D. Linzen, S. Buller, E. Karden, and R.W. De Doncker Analysis and evaluation of charge-balancing circuits on performance, reliability, and lifetime of supercapacitor systems IEEE Trans. Ind. Appl. 41 5 2005 1135 1141 10.1109/TIA.2005.853375
13. B. Conway, V. Birss, and J. Wojtowicz The role and utilization of pseudocapacitance for energy storage by supercapacitors J. Power Sources 66 1-2 1997 1 14 10.1016/S0378-7753(96)02474-3
14. N. Bertrand, J. Sabatier, O. Briat, and J.-M. Vinassa Embedded fractional nonlinear supercapacitor model and its parametric estimation method IEEE Trans. Ind. Appl. 57 12 2010 3991 4000 10.1109/TIE.2010.2076307
15. L. Zubieta, and R. Bonert Characterization of double-layer capacitors for power electronics applications IEEE Trans. Ind. Appl. 36 1 2000 199 205 10.1109/28.821816
16. J. Niu, W.G. Pell, and B.E. Conway Requirements for performance characterization of c double-layer supercapacitors: applications to a high specific-area c-cloth material J. Power Sources 156 2 2006 725 740 10.1016/j.jpowsour.2005.06.002
17. Y. Zhang, and H. Yang Modeling and characterization of supercapacitors for wireless sensor network applications J. Power Sources 196 8 2011 4128 4135 10.1016/j.jpowsour.2010.11.152
18. H. Yang, and Y. Zhang Self-discharge analysis and characterization of supercapacitors for environmentally powered wireless sensor network applications J. Power Sources 196 20 2011 8866 8873 10.1016/j.jpowsour.2011.06.042
19. N. Devillers, S. Jemei, M.-C. Pra, D. Bienaim, and F. Gustin Review of characterization methods for supercapacitor modelling J. Power Sources 246 2014 596 608 http://dx.doi.org/10.1016/j.jpowsour.2013.07.116
20. V. Sedlakova, J. Sikula, J. Majzner, P. Sedlak, T. Kuparowitz, B. Buergler, and P. Vasina Supercapacitor equivalent electrical circuit model based on charges redistribution by diffusion J. Power Sources 286 2015 58 65 10.1016/j.jpowsour.2015.03.122
21. D. Torregrossa, M. Bahramipanah, E. Namor, R. Cherkaoui, and M. Paolone Improvement of dynamic modeling of supercapacitor by residual charge effect estimation IEEE Trans. Ind. Appl. 61 3 2014 1345 1354 10.1109/TIE.2013.2259780
22. S. Buller, E. Karden, D. Kok, and R. De Doncker Modeling the dynamic behavior of supercapacitors using impedance spectroscopy IEEE Trans. Ind. Appl. 38 6 2002 1622 1626 10.1109/TIA.2002.804762
23. S. Buller, M. Thele, R. De Doncker, and E. Karden Impedance-based simulation models of supercapacitors and Li-ion batteries for power electronic applications IEEE Trans. Ind. Appl. 41 3 2005 742 747 10.1109/TIA.2005.847280
24. F. Rafik, H. Gualous, R. Gallay, A. Crausaz, and A. Berthon Frequency, thermal and voltage supercapacitor characterization and modeling J. Power Sources 165 2 2007 928 934 10.1016/j.jpowsour.2006.12.021
25. A. Oukaour, M. Pouliquen, B. Tala-Ighil, H. Gualous, E. Pigeon, O. Gehan, and B. Boudart Supercapacitors aging diagnosis using least square algorithm Microelectron. Reliab. 53 9 2013 1638 1642 10.1016/j.microrel.2013.07.032
26. Y. Diab, P. Venet, H. Gualous, and G. Rojat Self-discharge characterization and modeling of electrochemical capacitor used for power electronics applications IEEE Trans. Power Electron. 24 2 2009 510 517 10.1109/TPEL.2008.2007116
27. H. Yang, and Y. Zhang Analysis of supercapacitor energy loss for power management in environmentally powered wireless sensor nodes IEEE Trans. Power Electron. 28 11 2013 5391 5403 10.1109/TPEL.2013.2238683
28. C. Renner, and V. Turau CapLibrate: self-calibration of an energy harvesting power supply with supercapacitors 23rd Intl. Conf. on Architecture of Computing Systems (ARCS) 2010 VDE 1 10
29. C. Renner, and V. Turau State-of-charge assessment for supercap-powered sensor nodes: keep it simple stupid! IEEE Ninth Intl. Conf. on Networked Sensing Systems (INSS) 2012 1 6 10.1109/INSS.2012.6240582
30. A. Eddahech, M. Ayadi, O. Briat, and J.-M. Vinassa Online parameter identification for real-time supercapacitor performance estimation in automotive applications Int. J. Electr. Power Energy Syst. 51 0 2013 162 167 10.1016/j.ijepes.2013.03.001
31. V. Johnson Battery performance models in ADVISOR J. Power Sources 110 2 2002 321 329
32. T. Markel, A. Brooker, T. Hendricks, V. Johnson, K. Kelly, B. Kramer, M. OKeefe, S. Sprik, and K. Wipke Advisor: a systems analysis tool for advanced vehicle modeling J. Power Sources 110 2 2002 255 266 10.1016/S0378-7753(02)00189-1
33. S. Buller, E. Karden, D. Kok, and R. De Doncker Modeling the dynamic behavior of supercapacitors using impedance spectroscopy Industry Applications Conference, Thirty-sixth IAS Annual Meeting Vol. 4 2001 2500 2504 10.1109/IAS.2001.955972
34. A.S. Weddell, G.V. Merrett, T.J. Kazmierski, and B.M. Al-Hashimi Accurate supercapacitor modeling for energy harvesting wireless sensor nodes IEEE Trans. Circuits Syst. II Exp. Briefs 58 12 2011 911 915 10.1109/TCSII.2011.2172712
35. R. Faranda, and S. Leva Energy comparison of MPPT techniques for PV systems WSEAS Trans. Power Syst. 3 6 2008 446 455
36. C.M. Bishop Pattern Recognition and Machine Learning 2006 Information Science and Statistics, Springer New York, NY
37. R. Van der Merwe, and E.A. Wan The square-root unscented Kalman filter for state and parameter-estimation Proc. IEEE Intl. Conf. on Acoustics, Speech, and Sig, Proc. Vol. 6 2001 ICASSP 3461 3464 10.1109/ICASSP.2001.940586
38. Maxwell Technologies HC Series Ultracapacitors 2015 www.maxwell.com/images/documents/hcseries-ds-1013793-9.pdf
39. Illinois Capacitor Inc DCN Supercapacitors 2015 www.illinoiscapacitor.com/pdf/seriesDocuments/DCNseries.pdf