Critical review of on-board capacity estimation techniques for lithium-ion batteries in electric and hybrid electric vehicles
Integrity signals
Registry
Cites
Statistics
Claims the paper makes
Claims other papers make about this one
Each is checked against this paper’s own text: does it say what the citing paper says it does?
For EV applications, capacity is often used for SOH characterization; for HEV applications, internal resistance is usually employed as SOH metric.
“Generally, for applications where the available energy in the battery plays a fundamental role, such as in EVs, the capacity is often used for SOH characterization [3,4].”
From Data-driven health estimation and lifetime prediction of lithium-ion batteries: A review (2019) · cites this paper as [3]
Batteries are typically considered at EOL when capacities drop below 80% of initial values or internal resistances doubled.
“Typically, batteries are considered at EOL (and therefore sentenced to replacement) when their capacities drop below 80% of the initial values or when their internal resistances doubled [3].”
From Data-driven health estimation and lifetime prediction of lithium-ion batteries: A review (2019) · cites this paper as [3]
To date, few review papers on SOH and RUL estimation have been published; some focus on one aspect alone.
“To date, a few review papers on SOH and RUL estimation have been published, summarized in Table 1.Some [3,[18][19][20] focus on one aspect (SOH or RUL) alone.”
From Data-driven health estimation and lifetime prediction of lithium-ion batteries: A review (2019) · cites this paper as [3]
Cites
A New Approach to Linear Filtering and Prediction Problems
Kalman, R. E. (1960) · Journal of Basic Engineering · doi:10.1115/1.3662552 · Cited by 31,751 · see citing works
A tutorial on support vector regression
Smola, A. J., & Schölkopf, B. (2004) · Statistics and Computing · doi:10.1023/b:stco.0000035301.49549.88 · Cited by 13,482 · see citing works
Physiological time-series analysis using approximate entropy and sample entropy
Richman, J. S., & Moorman, J. R. (2000) · American Journal of Physiology-Heart and Circulatory Physiology · doi:10.1152/ajpheart.2000.278.6.h2039 · Cited by 7,880 · see citing works
Ageing mechanisms in lithium-ion batteries
Vetter, J., Novák, P., Wagner, M. R., Veit, C., Möller, K.-C., Besenhard, J. O., Winter, M., Wohlfahrt-Mehrens, M., Vogler, C., & Hammouche, A. (2005) · Journal of Power Sources · doi:10.1016/j.jpowsour.2005.01.006 · Cited by 3,987 · see citing works
A comparative study of equivalent circuit models for Li-ion batteries
Hu, X., Li, S., & Peng, H. (2012) · Journal of Power Sources · doi:10.1016/j.jpowsour.2011.10.013 · Cited by 2,179 · see citing works
Extended Kalman filtering for battery management systems of LiPB-based HEV battery packs
Plett, G. L. (2004) · Journal of Power Sources · doi:10.1016/j.jpowsour.2004.02.032 · Cited by 1,927 · see citing works
Cycle-life model for graphite-LiFePO4 cells
Wang, J. J., Liu, P., Hicks-Garner, J., Sherman, E., Soukiazian, S., Verbrugge, M. W., Tataria, H., Musser, J., & Finamore, P. (2010) · Journal of Power Sources · doi:10.1016/j.jpowsour.2010.11.134 · Cited by 1,785 · see citing works
Extended Kalman filtering for battery management systems of LiPB-based HEV battery packs
Plett, G. L. (2004) · Journal of Power Sources · doi:10.1016/j.jpowsour.2004.02.033 · Cited by 1,768 · see citing works
A review on lithium-ion battery ageing mechanisms and estimations for automotive applications
Barré, A., Deguilhem, B., Grolleau, S., Gérard, M., Suard, F., & Riu, D. (2013) · Journal of Power Sources · doi:10.1016/j.jpowsour.2013.05.040 · Cited by 1,758 · see citing works
Extended Kalman filtering for battery management systems of LiPB-based HEV battery packs
Plett, G. L. (2004) · Journal of Power Sources · doi:10.1016/j.jpowsour.2004.02.031 · Cited by 1,385 · see citing works
Methods for state-of-charge determination and their applications
Piller, S., Perrin, M., & Jossen, A. (2001) · Journal of Power Sources · doi:10.1016/s0378-7753(01)00560-2 · Cited by 1,169 · see citing works
Main aging mechanisms in Li ion batteries
Broussely, M., Biensan, P., Bonhomme, F., Blanchard, P., Herreyre, S., Nechev, K., & Staniewicz, R. J. (2005) · Journal of Power Sources · doi:10.1016/j.jpowsour.2005.03.172 · Cited by 1,162 · see citing works
Synthesize battery degradation modes via a diagnostic and prognostic model
Dubarry, M., Truchot, C., & Liaw, B. Y. (2012) · Journal of Power Sources · doi:10.1016/j.jpowsour.2012.07.016 · Cited by 1,065 · see citing works
Waag, W., Fleischer, C., & Sauer, D. U. (2014) · Journal of Power Sources · doi:10.1016/j.jpowsour.2014.02.064 · Cited by 1,059 · see citing works
Self-citationPrognostics methods for battery health monitoring using a bayesian framework
Saha, B., Goebel, K., Poll, S., & Christophersen, J. (2009) · IEEE Transactions on Instrumentation and Measurement · doi:10.1109/tim.2008.2005965 · Cited by 831 · see citing works
Han, X., Ouyang, M., Lu, L., Li, J., Zheng, Y., & Li, Z. (2014) · Journal of Power Sources · doi:10.1016/j.jpowsour.2013.11.029 · Cited by 822 · see citing works
Peterson, S., Apt, J., & Whitacre, J. F. (2009) · Journal of Power Sources · doi:10.1016/j.jpowsour.2009.10.010 · Cited by 813 · see citing works
Review of models for predicting the cycling performance of lithium ion batteries
Santhanagopalan, S., Guo, Q., Ramadass, P., & White, R. E. (2005) · Journal of Power Sources · doi:10.1016/j.jpowsour.2005.05.070 · Cited by 808 · see citing works
A review on prognostics and health monitoring of Li-ion battery
Zhang, J., & Lee, J. (2011) · Journal of Power Sources · doi:10.1016/j.jpowsour.2011.03.101 · Cited by 792 · see citing works
Calendar and cycle life study of Li(NiMnCo)O2-based 18650 lithium-ion batteries
Ecker, M., Nieto, N., Käbitz, S., Schmalstieg, J., Blanke, H., Warnecke, A., & Sauer, D. U. (2013) · Journal of Power Sources · doi:10.1016/j.jpowsour.2013.09.143 · Cited by 791 · see citing works
Self-citationA holistic aging model for Li(NiMnCo)O2 based 18650 lithium-ion batteries
Schmalstieg, J., Käbitz, S., Ecker, M., & Sauer, D. U. (2014) · Journal of Power Sources · doi:10.1016/j.jpowsour.2014.02.012 · Cited by 755 · see citing works
Self-citationAging mechanism in Li ion cells and calendar life predictions
Broussely, M., Herreyre, S., Biensan, P., Kasztejna, P., Nechev, K., & Staniewicz, R. J. (2001) · Journal of Power Sources · doi:10.1016/s0378-7753(01)00722-4 · Cited by 728 · see citing works
Lee, S., Kim, J., Lee, J.-M., & Cho, B. H. (2008) · Journal of Power Sources · doi:10.1016/j.jpowsour.2008.08.103 · Cited by 699 · see citing works
Rezvanizaniani, S. M., Liu, Z., Chen, Y., & Lee, J. (2014) · Journal of Power Sources · doi:10.1016/j.jpowsour.2014.01.085 · Cited by 688 · see citing works
Identify capacity fading mechanism in a commercial LiFePO4 cell
Dubarry, M., & Liaw, B. Y. (2009) · Journal of Power Sources · doi:10.1016/j.jpowsour.2009.05.036 · Cited by 675 · see citing works
2012 American Control Conference (ACC)
(2012) · doi:10.1109/acc19473.2012 · Cited by 669 · see citing works
Nuhic, A., Terzimehic, T., Soczka-Guth, T., Buchholz, M., & Dietmayer, K. (2013) · Journal of Power Sources · doi:10.1016/j.jpowsour.2012.11.146 · Cited by 664 · see citing works
The State of Charge Estimating Methods for Battery: A Review
Chang, W.-Y. (2013) · ISRN Applied Mathematics · doi:10.1155/2013/953792 · Cited by 650 · see citing works
Ecker, M., Gerschler, J. B., Vogel, J., Käbitz, S., Hust, F., Dechent, P., & Sauer, D. U. (2012) · Journal of Power Sources · doi:10.1016/j.jpowsour.2012.05.012 · Cited by 647 · see citing works
Self-citationAlgorithms for Advanced Battery-Management Systems
Chaturvedi, N. A., Klein, R., Christensen, J., Ahmed, J., & Kojić, A. (2010) · IEEE Control Systems · doi:10.1109/mcs.2010.936293 · Cited by 595 · see citing works
Differential voltage analyses of high-power, lithium-ion cells
Bloom, I., Jansen, A. N., Abraham, D. P., Knuth, J., Jones, S. A., Battaglia, V. S., & Henriksen, G. L. (2005) · Journal of Power Sources · doi:10.1016/j.jpowsour.2004.07.021 · Cited by 585 · see citing works
Simulation of capacity fade in lithium-ion batteries
Spotnitz, R. M. (2002) · Journal of Power Sources · doi:10.1016/s0378-7753(02)00490-1 · Cited by 575 · see citing works
Weng, C., Cui, Y., Sun, J., & Peng, H. (2013) · Journal of Power Sources · doi:10.1016/j.jpowsour.2013.02.012 · Cited by 561 · see citing works
Padé-Type Approximation and General Orthogonal Polynomials
Brezinski, C. (1980) · International series of numerical mathematics · doi:10.1007/978-3-0348-6558-6 · Cited by 559 · see citing works
Sigma-point Kalman filtering for battery management systems of LiPB-based HEV battery packs
Plett, G. L. (2006) · Journal of Power Sources · doi:10.1016/j.jpowsour.2006.06.004 · Cited by 547 · see citing works
Bhangu, B. S., Bentley, P., Stone, D. A., & Bingham, C. M. (2005) · IEEE Transactions on Vehicular Technology · doi:10.1109/tvt.2004.842461 · Cited by 507 · see citing works
Seaman, A. N., Dao, T.-S., & McPhee, J. (2014) · Journal of Power Sources · doi:10.1016/j.jpowsour.2014.01.057 · Cited by 453 · see citing works
Kim, I.-S. (2009) · IEEE Transactions on Power Electronics · doi:10.1109/tpel.2009.2034966 · Cited by 438 · see citing works
Advanced mathematical methods of SOC and SOH estimation for lithium-ion batteries
Andre, D., Appel, C., Soczka-Guth, T., & Sauer, D. U. (2013) · Journal of Power Sources · doi:10.1016/j.jpowsour.2012.10.001 · Cited by 428 · see citing works
Self-citationDubarry, M., Svoboda, V., Hwu, R., & Yann Liaw, B. (2006) · Electrochemical and Solid-State Letters · doi:10.1149/1.2221767 · Cited by 427 · see citing works
Identifying battery aging mechanisms in large format Li ion cells
Dubarry, M., Liaw, B. Y., Chen, M.-S., Chyan, S.-S., Han, K.-C., Sie, W.-T., & Wu, S.-H. (2011) · Journal of Power Sources · doi:10.1016/j.jpowsour.2010.07.029 · Cited by 417 · see citing works
Doerffel, D., & Sharkh, S. M. (2005) · Journal of Power Sources · doi:10.1016/j.jpowsour.2005.04.030 · Cited by 413 · see citing works
Intelligent prognostics for battery health monitoring based on sample entropy
Widodo, A., Shim, M.-C., Caesarendra, W., & Yang, B.-S. (2011) · Expert Systems with Applications · doi:10.1016/j.eswa.2011.03.063 · Cited by 392 · see citing works
Remmlinger, J., Buchholz, M., Meiler, M., Bernreuter, P., & Dietmayer, K. (2010) · Journal of Power Sources · doi:10.1016/j.jpowsour.2010.08.035 · Cited by 392 · see citing works
Online estimation of model parameters and state-of-charge of LiFePO4 batteries in electric vehicles
He, H., Xiong, R., & Guo, H. (2012) · Applied Energy · doi:10.1016/j.apenergy.2011.08.005 · Cited by 388 · see citing works
The novel state of charge estimation method for lithium battery using sliding mode observer
Kim, I.-S. (2006) · Journal of Power Sources · doi:10.1016/j.jpowsour.2006.09.006 · Cited by 359 · see citing works
Calendar aging of a graphite/LiFePO4 cell
Kassem, M., Bernard, J., Revel, R., Pélissier, S., Duclaud, F., & Delacourt, C. (2012) · Journal of Power Sources · doi:10.1016/j.jpowsour.2012.02.068 · Cited by 348 · see citing works
Aging of a Commercial Graphite/LiFePO4 Cell
Safari, M., & Delacourt, C. (2011) · Journal of The Electrochemical Society · doi:10.1149/1.3614529 · Cited by 343 · see citing works
Characterization of commercially available lithium-ion batteries
Johnson, B. A., & White, R. E. (1998) · Journal of Power Sources · doi:10.1016/s0378-7753(97)02659-1 · Cited by 332 · see citing works
Modeling Li-ion Battery Capacity Depletion in a Particle Filtering Framework
Saha, B., & Goebel, K. (2009) · Annual Conference of the PHM Society · Cited by 330 · see citing works
An analytical model for predicting the remaining battery capacity of lithium-ion batteries
Rong, P., & Pedram, M. (2006) · IEEE Transactions on Very Large Scale Integration (VLSI) Systems · doi:10.1109/tvlsi.2006.876094 · Cited by 325 · see citing works
Han, X., Ouyang, M., Lu, L., & Li, J. (2014) · Journal of Power Sources · doi:10.1016/j.jpowsour.2014.06.111 · Cited by 302 · see citing works
Studies on capacity fade of lithium-ion batteries
Zhang, D., Haran, B. S., Durairajan, A., White, R. E., Podrazhansky, Y., & Popov, B. N. (2000) · Journal of Power Sources · doi:10.1016/s0378-7753(00)00469-9 · Cited by 299 · see citing works
A dynamic lithium-ion battery model considering the effects of temperature and capacity fading
Erdinç, O., Vural, B., & Uzunoglu, M. (2009) · International Conference on Clean Electrical Power · doi:10.1109/iccep.2009.5212025 · Cited by 285 · see citing works
Kim, J., & Cho, B. H. (2011) · IEEE Transactions on Vehicular Technology · doi:10.1109/tvt.2011.2168987 · Cited by 279 · see citing works
Open circuit voltage characterization of lithium-ion batteries
Pattipati, B., Balasingam, B., Avvari, G. V., Pattipati, K. R., & Bar‐Shalom, Y. (2014) · Journal of Power Sources · doi:10.1016/j.jpowsour.2014.06.152 · Cited by 267 · see citing works
Schmidt, A., Bitzer, M., Imre, Á. W., & Guzzella, L. (2010) · Journal of Power Sources · doi:10.1016/j.jpowsour.2010.02.029 · Cited by 267 · see citing works
Dubarry, M., Truchot, C., Liaw, B. Y., Gering, K. L., Sazhin, S. V., Jamison, D. K., & Michelbacher, C. J. (2011) · Journal of Power Sources · doi:10.1016/j.jpowsour.2011.08.078 · Cited by 265 · see citing works
Schwunk, S., Armbruster, N., Straub, S., Kehl, J., & Vetter, M. (2013) · Journal of Power Sources · doi:10.1016/j.jpowsour.2012.10.058 · Cited by 250 · see citing works
Dahn, H. M., Smith, A. J., Burns, J. C., Stevens, D. A., & Dahn, J. R. (2012) · Journal of The Electrochemical Society · doi:10.1149/2.013209jes · Cited by 246 · see citing works
Dubarry, M., Truchot, C., Cugnet, M. G., Liaw, B. Y., Gering, K. L., Sazhin, S. V., Jamison, D. K., & Michelbacher, C. J. (2011) · Journal of Power Sources · doi:10.1016/j.jpowsour.2011.08.077 · Cited by 245 · see citing works
Model based identification of aging parameters in lithium ion batteries
Prasad, G. K., & Rahn, C. D. (2013) · Journal of Power Sources · doi:10.1016/j.jpowsour.2013.01.041 · Cited by 234 · see citing works
Waag, W., & Sauer, D. U. (2013) · Applied Energy · doi:10.1016/j.apenergy.2013.05.001 · Cited by 216 · see citing works
Self-citationBattery Management Systems : Accurate State-of-Charge Indication for Battery-Powered Applications
Pop, V., Regtien, P. P. L., Notten, P. H. L., Danilov, D., & Bergveld, H. J. (2008) · doi:10.1007/978-1-4020-6945-1 · Cited by 215 · see citing works
Using probability density function to evaluate the state of health of lithium-ion batteries
Feng, X., Li, J., Ouyang, M., Lu, L., Li, J., & He, X. (2013) · Journal of Power Sources · doi:10.1016/j.jpowsour.2013.01.018 · Cited by 208 · see citing works
Kim, J., Lee, S., & Cho, B. H. (2011) · IEEE Transactions on Power Electronics · doi:10.1109/tpel.2011.2158554 · Cited by 207 · see citing works
Recursive approximate weighted total least squares estimation of battery cell total capacity
Plett, G. L. (2010) · Journal of Power Sources · doi:10.1016/j.jpowsour.2010.09.048 · Cited by 202 · see citing works
Belt, J. R., Utgikar, V. P., & Bloom, I. (2011) · Journal of Power Sources · doi:10.1016/j.jpowsour.2011.08.067 · Cited by 198 · see citing works
Wright, R. B., Motloch, C. G., Belt, J. R., Christophersen, J. P., Ho, C. D., Richardson, R. A., Bloom, I., Jones, S. A., Battaglia, V., Henriksen, G. L., et al. (2002) · Journal of Power Sources · doi:10.1016/s0378-7753(02)00210-0 · Cited by 197 · see citing works
Erdinç, O., & Uzunoglu, M. (2010) · Renewable and Sustainable Energy Reviews · doi:10.1016/j.rser.2010.07.060 · Cited by 192 · see citing works
Uncertainty Management for Diagnostics and Prognostics of Batteries using Bayesian Techniques
Saha, B., & Goebel, K. (2008) · Proceedings - IEEE Aerospace Conference · doi:10.1109/aero.2008.4526631 · Cited by 187 · see citing works
Enhanced sample entropy-based health management of Li-ion battery for electrified vehicles
Hu, X., Li, S. E., Jia, Z., & Egardt, B. (2014) · Energy · doi:10.1016/j.energy.2013.11.061 · Cited by 187 · see citing works
State of health estimation for lithium ion batteries based on charging curves
Guo, Z., Qiu, X., Hou, G., Liaw, B. Y., & Zhang, C. (2013) · Journal of Power Sources · doi:10.1016/j.jpowsour.2013.10.114 · Cited by 183 · see citing works
Differential voltage analyses of high-power lithium-ion cells
Bloom, I., Christophersen, J. P., Abraham, D. P., & Gering, K. L. (2005) · Journal of Power Sources · doi:10.1016/j.jpowsour.2005.07.054 · Cited by 178 · see citing works
Bergveld, H. J., Kruijt, W. S., & Notten, P. H. L. (2002) · Springer eBooks · doi:10.1007/978-94-017-0843-2 · Cited by 170 · see citing works
Detection of Utilizable Capacity Deterioration in Battery Systems
Roscher, M. A., Aßfalg, J., & Bohlen, O. S. (2010) · IEEE Transactions on Vehicular Technology · doi:10.1109/tvt.2010.2090370 · Cited by 169 · see citing works
Determination of lithium-ion battery state-of-health based on constant-voltage charge phase
Eddahech, A., Briat, O., & Vinassa, J.-M. (2014) · Journal of Power Sources · doi:10.1016/j.jpowsour.2014.02.020 · Cited by 167 · see citing works
Remaining useful life prediction of lithium batteries in calendar ageing for automotive applications
Eddahech, A., Briat, O., Woirgard, E., & Vinassa, J.-M. (2012) · Microelectronics Reliability · doi:10.1016/j.microrel.2012.06.085 · Cited by 167 · see citing works
Differential voltage analyses of high-power lithium-ion cells
Bloom, I., Christophersen, J. P., & Gering, K. L. (2004) · Journal of Power Sources · doi:10.1016/j.jpowsour.2004.07.022 · Cited by 165 · see citing works
Guenther, C., Schott, B., Hennings, W., Waldowski, P., & Danzer, M. A. (2013) · Journal of Power Sources · doi:10.1016/j.jpowsour.2013.02.041 · Cited by 157 · see citing works
Scholz, F., Inzelt, G., & Bard, A. J. (2008) · Springer eBooks · doi:10.1007/978-3-540-74598-3 · Cited by 156 · see citing works
Capacity and power fading mechanism identification from a commercial cell evaluation
Dubarry, M., Svoboda, V., Hwu, R., & Liaw, B. Y. (2007) · Journal of Power Sources · doi:10.1016/j.jpowsour.2006.10.046 · Cited by 152 · see citing works
Simulation-Based Analysis of Aging Phenomena in a Commercial Graphite/LiFePO4 Cell
Safari, M., & Delacourt, C. (2011) · Journal of The Electrochemical Society · doi:10.1149/2.103112jes · Cited by 149 · see citing works
Capacity-fading prediction of lithium-ion batteries based on discharge curves analysis
Honkura, K., Takahashi, K., & Horiba, T. (2011) · Journal of Power Sources · doi:10.1016/j.jpowsour.2011.08.020 · Cited by 148 · see citing works
PDE estimation techniques for advanced battery management systems — Part I: SOC estimation
Moura, S. J., Chaturvedi, N. A., & Krstić, M. (2012) · Proceedings of the ... American Control Conference/Proceedings of the American Control Conference · doi:10.1109/acc.2012.6315019 · Cited by 145 · see citing works
Hausmann, A., & Depcik, C. (2013) · Journal of Power Sources · doi:10.1016/j.jpowsour.2013.01.174 · Cited by 145 · see citing works
Han, X., Ouyang, M., Lu, L., & Li, J. (2014) · Energies · doi:10.3390/en7084895 · Cited by 139 · see citing works
Ouyang, M., Liu, G., Lu, L., Li, J., & Han, X. (2014) · Journal of Power Sources · doi:10.1016/j.jpowsour.2014.07.090 · Cited by 135 · see citing works
Schmidt, A., Bitzer, M., Imre, Á. W., & Guzzella, L. (2010) · Journal of Power Sources · doi:10.1016/j.jpowsour.2010.06.011 · Cited by 134 · see citing works
Pei, L., Wang, T., Lu, R., & Zhu, C. (2014) · Journal of Power Sources · doi:10.1016/j.jpowsour.2013.12.083 · Cited by 132 · see citing works
Erdinç, O., Vural, B., Uzunoglu, M., et al. (2008) · International Journal of Hydrogen Energy · doi:10.1016/j.ijhydene.2008.10.039 · Cited by 124 · see citing works
Battery capacity measurement and analysis using lithium coin cell battery
Park, S., Savvides, A., & Srivastava, M. B. (2001) · International Symposium on Low Power Electronics and Design (ISLPED) · doi:10.1145/383082.383187 · Cited by 122 · see citing works
Long-Term Low-Rate Cycling of LiCoO2/Graphite Li-Ion Cells at 55°C
Smith, A. J., Dahn, H., Burns, J. C., & Dahn, J. R. (2012) · Journal of The Electrochemical Society · doi:10.1149/2.056206jes · Cited by 115 · see citing works
Gering, K. L., Sazhin, S. V., Jamison, D. K., Michelbacher, C. J., Liaw, B. Y., Dubarry, M., & Cugnet, M. G. (2010) · Journal of Power Sources · doi:10.1016/j.jpowsour.2010.05.058 · Cited by 108 · see citing works
Vural, B., Boynueğri, A. R., Nakir, İ., et al. (2010) · International Journal of Hydrogen Energy · doi:10.1016/j.ijhydene.2010.07.063 · Cited by 106 · see citing works
Electrochemical impedance spectroscopy analysis for lithium-ion battery using Li4Ti5O12 anode
Hang, T., Mukoyama, D., Nara, H., et al. (2012) · Journal of Power Sources · doi:10.1016/j.jpowsour.2012.09.010 · Cited by 105 · see citing works
Comparison of single particle and equivalent circuit analog models for a lithium-ion cell
Rahimian, S. K., Rayman, S. C., & White, R. E. (2011) · Journal of Power Sources · doi:10.1016/j.jpowsour.2011.06.007 · Cited by 105 · see citing works
On-board state-of-health monitoring of lithium-ion batteries using linear parameter-varying models
Remmlinger, J., Buchholz, M., Soczka-Guth, T., & Dietmayer, K. (2013) · Journal of Power Sources · doi:10.1016/j.jpowsour.2012.11.102 · Cited by 105 · see citing works
Modeling the capacity degradation of LiFePO4/graphite batteries based on stress coupling analysis
Li, Z., Lu, L., Ouyang, M., & Xiao, Y. (2011) · Journal of Power Sources · doi:10.1016/j.jpowsour.2011.07.080 · Cited by 104 · see citing works
State-of-Health Estimation of Li-ion Batteries: Cycle Life Test Methods
Groot, J. (2012) · Chalmers Research (Chalmers University of Technology) · Cited by 103 · see citing works
The State and Parameter Estimation of an Li-Ion Battery Using a New OCV-SOC Concept
Lee, S. J., Kim, J. H., Lee, J. M., & Cho, B. (2007) · IEEE Power Electronics Specialists Conference (PESC) · doi:10.1109/pesc.2007.4342462 · Cited by 94 · see citing works
A fuzzy logic based supervisory controller for an FC/UC hybrid vehicular power system
Eren, Y., Erdinç, O., Gorgun, H., et al. (2009) · International Journal of Hydrogen Energy · doi:10.1016/j.ijhydene.2009.08.033 · Cited by 90 · see citing works
Kim, T., Qiao, W., & Qu, L. (2013) · IEEE Energy Conversion Congress and Exposition (ECCE) · doi:10.1109/ecce.2013.6646714 · Cited by 90 · see citing works
From accelerated aging tests to a lifetime prediction model: Analyzing lithium-ion batteries
Schmalstieg, J., Käbitz, S., Ecker, M., & Sauer, D. U. (2013) · World Electric Vehicle Symposium and Exhibition (EVS) · doi:10.1109/evs.2013.6914753 · Cited by 90 · see citing works
Self-citationGeneralized Recursive Algorithm for Adaptive Multiparameter Regression
Verbrugge, M. W., & Koch, B. J. (2005) · Journal of The Electrochemical Society · doi:10.1149/1.2128096 · Cited by 87 · see citing works
Influence of relaxation time on the lifetime of commercial lithium-ion cells
Reichert, M., Andre, D., Rösmann, A., Janßen, P., Bremes, H.-G., Sauer, D. U., Passerini, S., & Winter, M. (2013) · Journal of Power Sources · doi:10.1016/j.jpowsour.2013.03.053 · Cited by 80 · see citing works
Self-citationBattery Aging and Its Influence on the Electromotive Force
Pop, V., Bergveld, H. J., Regtien, P. P. L., Veld, J. H. G. O. H., Danilov, D. L., & Notten, P. H. L. (2007) · Journal of The Electrochemical Society · doi:10.1149/1.2742296 · Cited by 79 · see citing works
Relaxation model of the open‐circuit voltage for state‐of‐charge estimation in lithium‐ion batteries
Pei, L., Lu, R., & Zhu, C. (2013) · IET Electrical Systems in Transportation · doi:10.1049/iet-est.2013.0020 · Cited by 79 · see citing works
Liu, G., Ouyang, M., Lu, L., Li, J., & Han, X. (2014) · Journal of Power Sources · doi:10.1016/j.jpowsour.2014.10.132 · Cited by 79 · see citing works
Investigation of aging mechanisms of high power Li-ion cells used for hybrid electric vehicles
Bourlot, S., Blanchard, P., & Robert, S. (2010) · Journal of Power Sources · doi:10.1016/j.jpowsour.2010.09.103 · Cited by 78 · see citing works
Pop, V., Bergveld, H. J., Notten, P. H. L., Veld, J. H. G. O. H., & Regtien, P. P. L. (2008) · Measurement · doi:10.1016/j.measurement.2008.03.009 · Cited by 72 · see citing works
A Novel Synthesis Route for LiFePO[sub 4]/C Cathode Materials for Lithium-Ion Batteries
Liao, X., Ma, Z., Wang, L., et al. (2004) · Electrochemical and Solid-State Letters · doi:10.1149/1.1813191 · Cited by 71 · see citing works
Adaptive PDE Observer for Battery SOC/SOH Estimation
Moura, S. J., Krstić, M., & Chaturvedi, N. A. (2012) · doi:10.1115/dscc2012-movic2012-8800 · Cited by 66 · see citing works
Li, J., Lyu, C., Wang, L., Zhang, L., & Li, C. (2014) · Journal of Power Sources · doi:10.1016/j.jpowsour.2014.06.133 · Cited by 62 · see citing works
Johnson, G. J. (2009) · Reference Reviews · doi:10.1108/09504120910958485 · Cited by 59 · see citing works
Adaptive Energy Management of Electric and Hybrid Electric Vehicles
Verbrugge, M. W., Frisch, D., & Koch, B. J. (2005) · Journal of The Electrochemical Society · doi:10.1149/1.1847658 · Cited by 53 · see citing works
On-line battery identification for electric driving range prediction
Kessels, J. T. B. A., Rosca, B., Bergveld, H. J., & van den Bosch, P. P. J. (2011) · IEEE Vehicle Power and Propulsion Conference (VPPC) · doi:10.1109/vppc.2011.6043022 · Cited by 46 · see citing works
Power Electronics Specialists Conference, 2008. PESC 2008. IEEE
Blaabjerg, F., Nami, A., Zare, F., et al. (2008) · PESC record · Cited by 44 · see citing works
Pattern Recognition for Temperature-Dependent State-of-Charge/Capacity Estimation of a Li-ion Cell
Kim, J., & Cho, B. H. (2012) · IEEE Transactions on Energy Conversion · doi:10.1109/tec.2012.2222884 · Cited by 35 · see citing works
Pop, V., Bergveld, H. J., Danilov, D. L., et al. (2008) · Springer eBooks · Cited by 34 · see citing works
State of charge - What do we really speak about ?
Sauer, D. U., Martín, R. G., Garche, J., et al. (1999) · Cited by 28 · see citing works
Self-citationBhangu, B. S., Bentley, P., Stone, D. A., et al. (2005) · European Conference on Power Electronics and Applications · doi:10.1109/epe.2005.219601 · Cited by 27 · see citing works
Health monitoring and remaining useful life estimation of lithium-ion aeronautical batteries
Penna, J. A. M., Nascimento, C. L., & Rodrigues, L. R. (2012) · Proceedings - IEEE Aerospace Conference · doi:10.1109/aero.2012.6187375 · Cited by 24 · see citing works
Capacity estimation for Li-ion batteries
Tang, X., Mao, X., Lin, J. G., et al. (2011) · Proceedings of the ... American Control Conference/Proceedings of the American Control Conference · doi:10.1109/acc.2011.5991410 · Cited by 24 · see citing works
On-line parameter, state-of-charge and aging estimation of Li-ion batteries
Rosca, B., Kessels, J. T. B. A., Bergveld, H. J., & van den Bosch, P. P. J. (2012) · IEEE Vehicle Power and Propulsion Conference (VPPC) · doi:10.1109/vppc.2012.6422617 · Cited by 19 · see citing works
Gerschler, J. B., & Sauer, D. U. (2009) · RWTH Publications (RWTH Aachen) · Cited by 19 · see citing works
Self-citationEinhorn, M., Conte, F. V., Kral, C., & Fleig, J. (2010) · IEEE International Conference on Sustainable Energy Technologies · doi:10.1109/icset.2010.5684928 · Cited by 16 · see citing works
Liu, G., Lu, L., Li, J., & Ouyang, M. (2013) · IEEE Vehicle Power and Propulsion Conference (VPPC) · doi:10.1109/vppc.2013.6671721 · Cited by 12 · see citing works
Comparative study and improvement of battery open-circuit voltage estimation methods
Unterrieder, C., Priewasser, R., Agostinelli, M., et al. (2012) · Conference proceedings · doi:10.1109/mwscas.2012.6292210 · Cited by 11 · see citing works
PDE estimation techniques for advanced battery management systems — Part II: SOH identification
Moura, Chaturvedi, & Krstić, M. (2012) · Advances in Computing and Communications · Cited by 9 · see citing works
Iterative capacity estimation of LiFePO4 cell over the lifecycle based on SoC estimation correction
Macicior, H., Oyarbide, M., Miguel, O., Cantero, I., Canales, J. M. F., & Etxeberria, A. (2013) · World Electric Vehicle Journal · doi:10.3390/wevj6030752 · Cited by 8 · see citing works
A novel electrochemical battery model for state of charge and state of health estimation
Schmidt, A. (2010) · doi:10.3929/ethz-a-006231934 · Cited by 6 · see citing works
Model-based On-board Monitoring for Lithium-Ion Batteries
Remmlinger, J., Buchholz, M., & Dietmayer, K. (2014) · at - Automatisierungstechnik · doi:10.1515/auto-2013-1046 · Cited by 6 · see citing works
Available Power and Energy Prediction Using a Simplified Circuit Model of HEV Li-ion Battery
Heo, S.-J., Kang, G.-B., & Kim, H. (2010) · SAE technical papers on CD-ROM/SAE technical paper series · doi:10.4271/2010-01-1074 · Cited by 6 · see citing works
Power Electronics and Applications
(2020) · IEEE International Conference on Compatibility, Power Electronics and Power Engineering · doi:10.1109/cpe-powereng48600.2020.9161681 · Cited by 6 · see citing works
Parallel particle filter for state of charge and health estimation with a long term test
Schwunk, S., Straub, S., Armbruster, N., Matting, S., & Vetter, M. (2013) · World Electric Vehicle Symposium and Exhibition (EVS) · doi:10.1109/evs.2013.6914726 · Cited by 5 · see citing works
Bergveld, H. H. J., Pop, V., & Notten, P. P. (2008) · TU/e Research Portal · Cited by 5 · see citing works
Nichtlineare Spurführung benutzerdefinierter Punkte an der Fahrzeugfront
Hahn, S., Zindler, K., & Jumar, U. (2016) · at - Automatisierungstechnik · doi:10.1515/auto-2015-0098 · Cited by 2 · see citing works
Schwunk, S. (2013) · Publikationsdatenbank der Fraunhofer-Gesellschaft (Fraunhofer-Gesellschaft) · Cited by 1 · see citing works
A Battery Management System for LiFePO4 Battery with Special Emphasis on Aging Effect
Marongiu, A., Sauer, D. U., Waag, W., et al. (2013) · RWTH Publications (RWTH Aachen) · Cited by 1 · see citing works
Self-citation
Flagged first, then by citations
Cited by
Sorted by citations
A review on the key issues of the lithium ion battery degradation among the whole life cycle
Han, X., Lu, L., Zheng, Y., Feng, X., Li, Z., Li, J., & Ouyang, M. (2019) · eTransportation · doi:10.1016/j.etran.2019.100005 · Cited by 1,745 · see citing works
Data-driven health estimation and lifetime prediction of lithium-ion batteries: A review
Li, Y., Liu, K., Foley, A. M., Zülke, A., Berecibar, M., Nanini-Maury, E., Van Mierlo, J., & Hoster, H. E. (2019) · Renewable and Sustainable Energy Reviews · doi:10.1016/j.rser.2019.109254 · Cited by 1,193 · see citing works
“Typically, batteries are considered at EOL (and therefore sentenced to replacement) when their capacities drop below 80% of the initial values or when their internal resistances doubled [3].”
BackgroundMethodInfluentialXiong, R., Li, L., & Tian, J. (2018) · Journal of Power Sources · doi:10.1016/j.jpowsour.2018.10.019 · Cited by 1,017 · see citing works
Gaussian process regression for forecasting battery state of health
Richardson, R. R., Osborne, M. A., & Howey, D. A. (2017) · Journal of Power Sources · doi:10.1016/j.jpowsour.2017.05.004 · Cited by 732 · see citing works
Wang, Z., Feng, G., Zhen, D., Gu, F., & Ball, A. (2021) · Energy Reports · doi:10.1016/j.egyr.2021.08.113 · Cited by 441 · see citing works
Review on state-of-health of lithium-ion batteries: Characterizations, estimations and applications
Yang, S., Zhang, C., Jiang, J., Zhang, W., Zhang, L., & Wang, Y. (2021) · Journal of Cleaner Production · doi:10.1016/j.jclepro.2021.128015 · Cited by 435 · see citing works
Richardson, R. R., Birkl, C. R., Osborne, M. A., & Howey, D. A. (2019) · IEEE Transactions on Industrial Informatics · doi:10.1109/tii.2018.2794997 · Cited by 407 · see citing works
Weng, C., Feng, X., Sun, J., & Peng, H. (2016) · Applied Energy · doi:10.1016/j.apenergy.2016.07.126 · Cited by 324 · see citing works
Review of energy storage systems for vehicles based on technology, environmental impacts, and costs
Balali, Y., & Stegen, S. (2021) · Renewable and Sustainable Energy Reviews · doi:10.1016/j.rser.2020.110185 · Cited by 260 · see citing works
A Review of Lithium-Ion Battery State of Health Estimation and Prediction Methods
Yao, L., Xu, S., Tang, A., Zhou, F., Hou, J., Xiao, Y., & Fu, Z. (2021) · World Electric Vehicle Journal · doi:10.3390/wevj12030113 · Cited by 237 · see citing works
Battery health prediction under generalized conditions using a Gaussian process transition model
Richardson, R. R., Osborne, M. A., & Howey, D. A. (2019) · Journal of Energy Storage · doi:10.1016/j.est.2019.03.022 · Cited by 212 · see citing works
Shrivastava, P., Naidu, P. A., Sharma, S., Panigrahi, B. K., & Garg, A. (2023) · Journal of Energy Storage · doi:10.1016/j.est.2023.107159 · Cited by 205 · see citing works
An overview of data-driven battery health estimation technology for battery management system
Chen, M., Ma, G., Liu, W., Zeng, N., & Luo, X. (2023) · Neurocomputing · doi:10.1016/j.neucom.2023.02.031 · Cited by 172 · see citing works
Wali, S. B., Hannan, M. A., Reza, M. S., Ker, P. J., Begum, R. A., Rahman, M. S. A., & Mansor, M. (2021) · Journal of Energy Storage · doi:10.1016/j.est.2021.102296 · Cited by 149 · see citing works
Correlation between capacity and impedance of lithium-ion cells during calendar and cycle life
Schuster, S. F., Brand, M. J., Campestrini, C., Gleissenberger, M., & Jossen, A. (2016) · Journal of Power Sources · doi:10.1016/j.jpowsour.2015.11.096 · Cited by 128 · see citing works
Khan, N., Ullah, F. U. M., Afnan, Ullah, A., Lee, M. Y., & Baik, S. W. (2021) · IEEE Access · doi:10.1109/access.2020.3047732 · Cited by 98 · see citing works
Zheng, Y., Cui, Y., Han, X., & Ouyang, M. (2021) · Energy · doi:10.1016/j.energy.2021.121556 · Cited by 80 · see citing works
On-board capacity estimation of lithium iron phosphate batteries by means of half-cell curves
Marongiu, A., Nlandi, N., Rong, Y., & Sauer, D. U. (2016) · Journal of Power Sources · doi:10.1016/j.jpowsour.2016.05.041 · Cited by 66 · see citing works
Self-citationGrandjean, T. R. B., Groenewald, J., McGordon, A., Widanage, W. D., & Marco, J. (2018) · Batteries · doi:10.3390/batteries4040049 · Cited by 45 · see citing works
Wang, P., Peng, X., & Ze, C. (2022) · Journal of Power Electronics · doi:10.1007/s43236-022-00428-8 · Cited by 23 · see citing works
- Authors
- Farmann, A., Waag, W., Marongiu, A., & Sauer, D. U.
- Affiliations
- Jülich Aachen Research Alliance (DE)
- Corresponding author
- Farmann, Alexander
- ORCID
- Sauer, Dirk Uwe
- Venue
- Journal of Power Sources
- Publisher
- Elsevier BV
- Published
- 2015-05
- Volume
- 281
- Pages
- 114-130
- ISSN
- 0378-7753 (ISSN-L)
- OpenAlex
- W2056150265
- Cited by
- 472
- References
- 140
- Citations by year
- 2026: 35 · 2025: 43 · 2024: 48 · 2023: 48 · 2022: 50 · 2021: 64 · 2020: 43 · 2019: 44 · 2018: 30 · 2017: 32 · 2016: 25 · 2015: 10
- FWCI
- 33.36
- Type
- journal article
- Language
- en
- Open access
- closed
- Locations
- Journal of Power Sources (publishedVersion)
- RWTH Publications (RWTH Aachen) (submittedVersion)
- Topics
- Physical Sciences › Engineering › Automotive Engineering › Advanced Battery Technologies Research
- Physical Sciences › Engineering › Automotive Engineering › Electric and Hybrid Vehicle Technologies
- Physical Sciences › Engineering › Electrical and Electronic Engineering › Advancements in Battery Materials
- Keywords
- lithium-ion batteries, state of charge estimation, state of health estimation, battery management systems, electric vehicles, hybrid electric vehicles, battery degradation, driving range prediction, remaining useful life, battery monitoring
About these checks
Registry, retraction, Cites and statistics results are computed, not judged, with one exception: a printed reference that no index lists is read once by a model before it counts as a citation error. Claims are extracted by a model and kept only when their quote appears verbatim in the text; each cited source is then checked, with a model’s help, for whether it says what the claim relies on. Those verdicts can be wrong — read the claim’s quote and the cited source before relying on one.
Statistics and arithmetic are recomputed, not judged.
Confidence bands are shown only for fields calibrated on our annotated test set. None is calibrated yet, so no band is shown.
What counts as a claim ›How we measure confidence ›How we check this ›
Are you an author, or do you see a problem with this page? Request a review
