The DOI matches its Crossref record; 81 of the 82 references it cites were found in a registry or an index.
Thermal runaway propagation in automotive lithium-ion batteries with NMC-811 and LFP cathodes: Safety requirements and impact on system integration
Open accessAbstract
Thermal runaway propagation mitigation is a prerequisite in battery development for electric vehicles to meet legal requirements and ensure vehicle occupants’ safety. Thermal runaway propagation depends on many factors, e.g., cell spacing, intermediate materials, and the entire cell stack setup. Furthermore, the choice of cell chemistry plays a decisive role in the safety design of a battery system. However, many studies considering cell chemistry only focus on the cell level or neglect the energetic impacts of safety measures on system integration. This leads to a neglect of the conflict of objectives between battery safety and energy density. In this article, a comprehensive analysis of the thermal runaway propagation in lithium-ion batteries with NMC-811 and LFP cathodes from a Mini Cooper SE and Tesla Model 3 SR+ is presented. The focus is set on the identification of differences in battery safety, the derivation of safety requirements, and the evaluation of their impact on system integration. A comparative analysis identified significantly higher safety requirements for Graphite|NMC-811 than for Graphite|LFP cell chemistries. Regarding cell energy, thermal runaway reaction speed is nine times faster in NMC-811 cells and five times faster considering the whole propagation interval than LFP cells. However, since LFP cell chemistries have significantly lower energy densities than ternary cell chemistries, it must be verified whether the disadvantages in energy density can be compensated by advanced system integration. An analysis of cell-to-pack ratios for both cell chemistries has revealed that, based on average values, the gravimetric disadvantages are reduced to 16%, and the volumetric disadvantages can be completely compensated for at the pack level. However, future research should further focus on this issue as an accurate safety-related design depending on cell chemistry could enable a cost-benefit evaluation under the constraints of safety standards in the development of batteries for electric vehicles.
Overview
Integrity signals
Registry
Cites
Statistics
Verification
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?
In the citing paper
“However, this direct comparison should be approached with caution, as calculations were first made on a mass basis before being converted to a capacity basis, as shown in Figs. 2 and 3. Although this study also provides CFs on a per-kilogram basis in Supplementary Figs. 5 and 6 and employs up-to-date cell energy densities for conversion35, the varying rates and directions of innovation at the cell”
From Carbon footprint distributions of lithium-ion batteries and their materials (2024) · cites this paper as [35]
In the citing paper
“The energy densities for conversion are taken as scalars from recent work35 and are in line with the original work22 from 2021 that, in turn, builds the basis for the current Ecoinvent inventory (NMC: 0.25 kWh kg−1 and LFP: 0.16 kWh kg−1).”
From Carbon footprint distributions of lithium-ion batteries and their materials (2024) · cites this paper as [35]
Citations
Cites
Performance and cost of materials for lithium-based rechargeable automotive batteries
Schmuch, R., Wagner, R., Hörpel, G., Placke, T., & Winter, M. (2018) · Nature Energy · doi:10.1038/s41560-018-0107-2 · Cited by 3,322
Noh, H.-J., Youn, S., Yoon, C. S., & Sun, Y. (2013) · Journal of Power Sources · doi:10.1016/j.jpowsour.2013.01.063 · Cited by 2,377
A review of lithium-ion battery safety concerns: The issues, strategies, and testing standards
Chen, Y., Kang, Y., Zhao, Y., Wang, L., Liu, J., Li, Y., Liang, Z., He, X., Li, X., Tavajohi, N., et al. (2021) · Journal of Energy Chemistry · doi:10.1016/j.jechem.2020.10.017 · Cited by 2,178
Bak, S., Hu, E., Zhou, Y., Yu, X., Senanayake, S. D., Cho, S. J., Kim, K., Chung, K. Y., Yang, X., & Nam, K. (2014) · ACS Applied Materials & Interfaces · doi:10.1021/am506712c · Cited by 1,032
Thermal-runaway experiments on consumer Li-ion batteries with metal-oxide and olivin-type cathodes
Golubkov, A. W., Fuchs, D., Wagner, J., Wiltsche, H., Stangl, C., Fauler, G., Voitic, G., Thaler, A., & Hacker, V. (2013) · RSC Advances · doi:10.1039/c3ra45748f · Cited by 910
A non-academic perspective on the future of lithium-based batteries
Frith, J. T., Lacey, M. J., & Ulissi, U. (2023) · Nature Communications · doi:10.1038/s41467-023-35933-2 · Cited by 861
Feng, X., Zheng, S., Ren, D., He, X., Wang, L., Cui, H., Liu, X., Jin, C., Zhang, F., Xu, C., et al. (2019) · Applied Energy · doi:10.1016/j.apenergy.2019.04.009 · Cited by 780
Feng, X., Sun, J., Ouyang, M., Wang, F., He, X., Lu, L., & Peng, H. (2014) · Journal of Power Sources · doi:10.1016/j.jpowsour.2014.11.017 · Cited by 603
Immersion cooling for lithium-ion batteries – A review
Roe, C., Feng, X., White, G., Li, R., Wang, H., Rui, X., Li, C., Zhang, F., Null, V., Parkes, M., et al. (2022) · Journal of Power Sources · doi:10.1016/j.jpowsour.2022.231094 · Cited by 597
Thermally modulated lithium iron phosphate batteries for mass-market electric vehicles
Yang, X., Liu, T., & Wang, C. (2021) · Nature Energy · doi:10.1038/s41560-020-00757-7 · Cited by 583
Ruiz, V., Pfrang, A., Kriston, Á., Omar, N., den Bossche, P. V., & Boon-Brett, L. (2017) · Renewable and Sustainable Energy Reviews · doi:10.1016/j.rser.2017.05.195 · Cited by 539
Investigation on the fire-induced hazards of Li-ion battery cells by fire calorimetry
Ribière, P., Grugeon, S., Morcrette, M., Boyanov, S., Laruelle, S., & Marlair, G. (2011) · Energy & Environmental Science · doi:10.1039/c1ee02218k · Cited by 531
A 3D thermal runaway propagation model for a large format lithium ion battery module
Feng, X., Lu, L., Ouyang, M., Li, J., & He, X. (2016) · Energy · doi:10.1016/j.energy.2016.08.094 · Cited by 470
Experimental Analysis of Thermal Runaway and Propagation in Lithium-Ion Battery Modules
Lopez, C. F., Jeevarajan, J. A., & Mukherjee, P. P. (2015) · Journal of The Electrochemical Society · doi:10.1149/2.0921509jes · Cited by 390
A survey of methods for monitoring and detecting thermal runaway of lithium-ion batteries
Liao, Z., Zhang, S., Li, K., Zhang, G., & Habetler, T. G. (2019) · Journal of Power Sources · doi:10.1016/j.jpowsour.2019.226879 · Cited by 376
Explosion hazards from lithium-ion battery vent gas
Baird, A. R., Archibald, E., Marr, K. C., & Ezekoye, O. A. (2019) · Journal of Power Sources · doi:10.1016/j.jpowsour.2019.227257 · Cited by 361
Wang, H., Xu, H., Zhang, Z., Wang, Q., Jin, C., Wu, C., Xu, C., Hao, J., Sun, L., Du, Z., et al. (2022) · eTransportation · doi:10.1016/j.etran.2022.100190 · Cited by 347
An Overview on Thermal Safety Issues of Lithium-ion Batteries for Electric Vehicle Application
Zhang, J., Zhang, L., Sun, F., & Wang, Z. (2018) · IEEE Access · doi:10.1109/access.2018.2824838 · Cited by 344
Comprehensive gas analysis on large scale automotive lithium-ion cells in thermal runaway
Koch, S., Fill, A., & Birke, K. P. (2018) · Journal of Power Sources · doi:10.1016/j.jpowsour.2018.07.051 · Cited by 320
Prevent thermal runaway of lithium-ion batteries with minichannel cooling
Xu, J. J., Lan, C., Qiao, Y., & Ma, Y. (2016) · Applied Thermal Engineering · doi:10.1016/j.applthermaleng.2016.08.151 · Cited by 312
Experimental study on thermal runaway and vented gases of lithium-ion cells
Yuan, L., Dubaniewicz, T., Zlochower, I. A., Thomas, R., & Rayyan, N. S. (2020) · Process Safety and Environmental Protection · doi:10.1016/j.psep.2020.07.028 · Cited by 312
Coman, P. T., Rayman, S. C., & White, R. E. (2016) · Journal of Power Sources · doi:10.1016/j.jpowsour.2015.12.088 · Cited by 236
Liu, X., Xu, G., Yin, L., Hwang, I., Li, Y., Lu, L., Xu, W., Zhang, X., Chen, Y., Ren, Y., et al. (2020) · Journal of the American Chemical Society · doi:10.1021/jacs.0c09961 · Cited by 223
Huang, Z., Li, X., Wang, Q., Duan, Q., Li, Y., Li, L., & Wang, Q. (2021) · International Journal of Heat and Mass Transfer · doi:10.1016/j.ijheatmasstransfer.2021.121077 · Cited by 209
Fast Thermal Runaway Detection for Lithium-Ion Cells in Large Scale Traction Batteries
Koch, S., Birke, K. P., & Kühn, R. (2018) · Batteries · doi:10.3390/batteries4020016 · Cited by 200
Experimental characterization methods for thermal contact resistance: A review
Xian, Y., Zhang, P., Zhai, S., Yuan, P., & Yang, D. (2017) · Applied Thermal Engineering · doi:10.1016/j.applthermaleng.2017.10.163 · Cited by 185
Jin, C., Sun, Y., Wang, H., Zheng, Y., Wang, S., Rui, X., Xu, C., Feng, X., Wang, H., & Ouyang, M. (2022) · Applied Energy · doi:10.1016/j.apenergy.2022.118760 · Cited by 183
Huang, Z., Zhao, C., Li, H., Wen, P., Zhang, Z., & Wang, Q. (2020) · Energy · doi:10.1016/j.energy.2020.117906 · Cited by 180
Lei, B., Zhao, W., Ziebert, C., Uhlmann, N., Rohde, M., & Seifert, H. J. (2017) · Batteries · doi:10.3390/batteries3020014 · Cited by 178
Coman, P. T., Darcy, E. C., Veje, C. T., & White, R. E. (2017) · Applied Energy · doi:10.1016/j.apenergy.2017.06.033 · Cited by 177
Jin, C., Sun, Y., Wang, H., Lai, X., Wang, S., Chen, S., Rui, X., Zheng, Y., Feng, X., Wang, H., et al. (2021) · Journal of Power Sources · doi:10.1016/j.jpowsour.2021.230065 · Cited by 174
Li, L., Xu, C., Chang, R., Yang, C., Jia, C., Wang, L., Song, J., Li, Z., Zhang, F., Fang, B., et al. (2021) · Energy storage materials · doi:10.1016/j.ensm.2021.05.018 · Cited by 174
Ostanek, J. K., Li, W., Mukherjee, P. P., Crompton, K. R., & Hacker, C. (2020) · Applied Energy · doi:10.1016/j.apenergy.2020.114972 · Cited by 172
Wang, H., Du, Z., Rui, X., Wang, S., Jin, C., He, L., Zhang, F., Wang, Q., & Feng, X. (2020) · Journal of Hazardous Materials · doi:10.1016/j.jhazmat.2020.122361 · Cited by 167
Lai, X., Yao, J., Jin, C., Feng, X., Wang, H., Xu, C., & Zheng, Y. (2022) · Batteries · doi:10.3390/batteries8110248 · Cited by 167
Wassiliadis, N., Steinstraeter, M., Schreiber, M., Rosner, P., Nicoletti, L., Schmid, F., Ank, M., Teichert, O., Wildfeuer, L., Schneider, J., et al. (2022) · eTransportation · doi:10.1016/j.etran.2022.100167 · Cited by 154
Self-citationGeldasa, F. T., Kebede, M. A., Shura, M. W., & Hone, F. G. (2022) · RSC Advances · doi:10.1039/d1ra08401a · Cited by 152
Said, A. O., Lee, C. H. T., & Stoliarov, S. I. (2019) · Journal of Power Sources · doi:10.1016/j.jpowsour.2019.227347 · Cited by 151
Shen, H., Wang, H., Li, M.-H., Li, C., Zhang, Y., Li, Y.-L., Yang, X., Feng, X.-N., & Ouyang, M. (2023) · Electronics · doi:10.3390/electronics12071603 · Cited by 146
Dou, R., Ge, T., Liu, X., & Wen, Z. (2015) · International Journal of Heat and Mass Transfer · doi:10.1016/j.ijheatmasstransfer.2015.11.069 · Cited by 145
Thermal instability of Olivine-type LiMnPO4 cathodes
Chen, G., & Richardson, T. J. (2009) · Journal of Power Sources · doi:10.1016/j.jpowsour.2009.08.046 · Cited by 143
Walker, W. Q., Darst, J. J., Finegan, D. P., Bayles, G. A., Johnson, K. L., Darcy, E. C., & Rickman, S. L. (2019) · Journal of Power Sources · doi:10.1016/j.jpowsour.2018.10.099 · Cited by 141
Comparing Different Thermal Runaway Triggers for Two Automotive Lithium-Ion Battery Cell Types
Essl, C., Golubkov, A. W., & Fuchs, A. (2020) · Journal of The Electrochemical Society · doi:10.1149/1945-7111/abbe5a · Cited by 139
Battery capacity fading estimation using a force-based incremental capacity analysis
Samad, N. A., Kim, Y., Siegel, J. B., & Stefanopoulou, A. G. (2016) · Journal of The Electrochemical Society · doi:10.1149/2.0511608jes · Cited by 130
Rui, X., Feng, X., Wang, H., Yang, H., Zhang, Y., Wan, M., Wei, Y., & Ouyang, M. (2021) · Applied Thermal Engineering · doi:10.1016/j.applthermaleng.2021.117521 · Cited by 127
Zhang, Y., Mei, W., Qin, P., Duan, Q., & Wang, Q. (2021) · Applied Thermal Engineering · doi:10.1016/j.applthermaleng.2021.116928 · Cited by 126
Yang, X., Duan, Y., Feng, X., Chen, T., Xu, C., Rui, X., Ouyang, M., Lu, L., Han, X., Ren, D., et al. (2020) · Fire Technology · doi:10.1007/s10694-020-00995-x · Cited by 120
Chen, J., Ren, D., Hsu, H., Wang, L., He, X., Zhang, C., Feng, X., & Ouyang, M. (2021) · Applied Energy · doi:10.1016/j.apenergy.2021.117038 · Cited by 108
Ohneseit, S., Finster, P., Floras, C., Lubenau, N., Uhlmann, N., Seifert, H. J., & Ziebert, C. (2023) · Batteries · doi:10.3390/batteries9050237 · Cited by 108
Yayathi, S., Walker, W. Q., Doughty, D. H., & Ardebili, H. (2016) · Journal of Power Sources · doi:10.1016/j.jpowsour.2016.08.078 · Cited by 107
Niu, H., Chen, C., Liu, Y., Li, L., Li, Z., Ji, D., & Huang, X. (2022) · Process Safety and Environmental Protection · doi:10.1016/j.psep.2022.04.049 · Cited by 99
Effects of module stiffness and initial compression on lithium-ion cell aging
Deich, T., Storch, M., Steiner, K., & Bund, A. (2021) · Journal of Power Sources · doi:10.1016/j.jpowsour.2021.230163 · Cited by 92
Cell teardown and characterization of an automotive prismatic LFP battery
Stock, S., Hagemeister, J., Grabmann, S., Kriegler, J., Keilhofer, J., Ank, M., Dickmanns, J. L. S., Schreiber, M., Konwitschny, F., Wassiliadis, N., et al. (2023) · Electrochimica Acta · doi:10.1016/j.electacta.2023.143341 · Cited by 92
Self-citationTrends in Automotive Battery Cell Design: A Statistical Analysis of Empirical Data
Link, S., Neef, C., & Wicke, T. (2023) · Batteries · doi:10.3390/batteries9050261 · Cited by 88
Lamb, J., Torres-Castro, L., Hewson, J. C., Shurtz, R. C., & Preger, Y. (2021) · Journal of The Electrochemical Society · doi:10.1149/1945-7111/ac0699 · Cited by 71
A Simplified Mathematical Model for Heating-Induced Thermal Runaway of Lithium-Ion Batteries
Chen, H., Buston, J. Ε. H., Gill, J., Howard, D., Williams, R. C. E., Read, E., Abaza, A., Cooper, B., & Wen, J. X. (2020) · Journal of The Electrochemical Society · doi:10.1149/1945-7111/abd64c · Cited by 67
Sutter, L. D., Berckmans, G. J., Marinaro, M., Smekens, J., Firouz, Y., Wohlfahrt‐Mehrens, M., Mierlo, J. V., & Omar, N. (2018) · Energies · doi:10.3390/en11112948 · Cited by 60
Thermal stability of Lithium-ion batteries: Case study of NMC811 and LFP cathode materials
Moutchou, S. E., Aziam, H., Mansori, M., & Saadoune, I. (2022) · Materials Today Proceedings · doi:10.1016/j.matpr.2022.02.324 · Cited by 59
Bausch, B., Frankl, S. D., Becher, D., Menz, F., Baier, T., Bauer, M., Böse, O., & Hölzle, M. (2023) · Journal of Energy Storage · doi:10.1016/j.est.2023.106841 · Cited by 58
Analysis on Thermal Runaway Behavior of Prismatic Lithium-Ion Batteries with Autoclave Calorimetry
Hoelle, S., Scharner, S., Asanin, S., & Hinrichsen, O. (2021) · Journal of The Electrochemical Society · doi:10.1149/1945-7111/ac3c27 · Cited by 56
Yu, Y., Huang, Z., Mei, W., Jia, Z., Song, L., & Wang, Q. (2023) · Journal of Energy Storage · doi:10.1016/j.est.2023.107082 · Cited by 55
Rosenberger, N., Rosner, P., Bilfinger, P., Schöberl, J., Teichert, O., Schneider, J., Gamra, K. A., Allgäuer, C., Dietermann, B., Schreiber, M., et al. (2024) · World Electric Vehicle Journal · doi:10.3390/wevj15060268 · Cited by 53
Self-citationPassive Mitigation of Cascading Propagation in Multi-Cell Lithium Ion Batteries
Torres-Castro, L., Kurzawski, A. J., Hewson, J. C., & Lamb, J. (2020) · Journal of The Electrochemical Society · doi:10.1149/1945-7111/ab84fa · Cited by 51
Safety of lithium battery materials chemistry
Feng, X., Ren, D., & Ouyang, M. (2023) · Journal of Materials Chemistry A · doi:10.1039/d3ta04182d · Cited by 48
Choi, Y. H., Lim, H. K., Seo, J.-H., Shin, W. J., Choi, J. H., & Park, J. H. (2018) · SAE International journal of alternative powertrains · doi:10.4271/2018-01-0439 · Cited by 44
Li, Y., Liu, G., & Li, Z. (2022) · Case Studies in Thermal Engineering · doi:10.1016/j.csite.2022.102335 · Cited by 44
Battery Crush Test Procedures in Standards and Regulation: Need for Augmentation and Harmonisation
Kotak, B. S., Kotak, Y., Brade, K., Kubjatko, T., & Schweiger, H. (2021) · Batteries · doi:10.3390/batteries7030063 · Cited by 40
Bordes, A., Marlair, G., Zantman, A., Herreyre, S., Papin, A., Desprez, P., & Lecocq, A. (2022) · Journal of Energy Storage · doi:10.1016/j.est.2022.104790 · Cited by 32
Plunkett, S. T., Chen, C., Rojaee, R., Doherty, P., Oh, Y. S., Galazutdinova, Y., Krishnamurthy, M., & Al‐Hallaj, S. (2021) · Applied Energy · doi:10.1016/j.apenergy.2021.116495 · Cited by 28
Hoelle, S., Zimmermann, S., & Hinrichsen, O. (2023) · Journal of The Electrochemical Society · doi:10.1149/1945-7111/acd966 · Cited by 25
The new full electric drivetrain of the Audi e-tron
Doerr, J., Ardey, N., Mendl, G., Fröhlich, G., Straßer, R., & Laudenbach, T. (2019) · Proceedings · doi:10.1007/978-3-658-26056-9_2 · Cited by 25
Hoelle, S., Dengler, F., Zimmermann, S., & Hinrichsen, O. (2023) · Journal of The Electrochemical Society · doi:10.1149/1945-7111/acac06 · Cited by 19
Pegel, H., Schaeffler, S., Jossen, A., & Sauer, D. U. (2023) · Journal of The Electrochemical Society · doi:10.1149/1945-7111/ad0cd3 · Cited by 18
Ledinski, T., Golubkov, A. W., Schweighofer, O., & Erker, S. (2023) · Batteries · doi:10.3390/batteries9110540 · Cited by 16
Discharge by Short Circuit Currents of Parallel-Connected Lithium-Ion Cells in Thermal Propagation
Koch, S., Fill, A., Kelesiadou, K., & Birke, K. P. (2019) · Batteries · doi:10.3390/batteries5010018 · Cited by 14
Experimental Investigation on Thermal Runaway Propagation in Lithium-Ion Battery Cell Stack
Hoelle, S., Haberl, S., Rheinfeld, A., Osswald, P., Zimmermann, S., & Hinrichsen, O. (2022) · IEEE Transportation Electrification Conference and Expo · doi:10.1109/itec53557.2022.9813813 · Cited by 5
The effects of compression on lithium-ion batteries
Holland, A. A. (2018) · doi:10.25560/68739 · Cited by 4
Thermal Propagation Test Bench with Multi Pouch Cell Setup for Reproducibility Investigations
Mulder, B., Schöberl, J., & Birke, K. P. (2023) · Batteries · doi:10.3390/batteries9090447 · Cited by 4
Self-citationInsights from Safety Tests with an On-Demand Internal Short Circuit Device in 18650 Cells
Darcy, E. C. (2017) · NASA STI Repository (National Aeronautics and Space Administration) · Cited by 3
Coupled Mechanical and Electrochemical Phenomena in Lithium-Ion Batteries
Cannarella, J. (2015) · Cited by 2
(2024) · Reactions Weekly · doi:10.1007/s40278-024-72054-7 · Cited by 1
Cited by
Sorted by citations
State of charge estimation of lithium batteries: Review for equivalent circuit model methods
Tao, Z., Zhao, Z., Wang, C., Huang, L., Jie, H., Li, H., Hao, Q., Zhou, Y., & See, K. Y. (2024) · Measurement · doi:10.1016/j.measurement.2024.115148 · Cited by 157
Carbon footprint distributions of lithium-ion batteries and their materials
Peiseler, L., Schenker, V., Schatzmann, K., Pfister, S., Wood, V., & Schmidt, T. (2024) · Nature Communications · doi:10.1038/s41467-024-54634-y · Cited by 131
Advances and challenges in thermal runaway modeling of lithium-ion batteries
Wang, G., Ping, P., Kong, D., Peng, R., He, X., Zhang, Y., Dai, X., & Wen, J. X. (2024) · The Innovation · doi:10.1016/j.xinn.2024.100624 · Cited by 122
Nie, B., Dong, Y., & Chang, L. (2024) · Journal of Energy Storage · doi:10.1016/j.est.2024.112624 · Cited by 106
Qiu, H., Zhang, Z., Ling, Z., & Fang, X. (2024) · Applied Thermal Engineering · doi:10.1016/j.applthermaleng.2024.123301 · Cited by 68
Metadata
- Authors
- Schöberl, J., Ank, M., Schreiber, M., Wassiliadis, N., & Lienkamp, M.
- Affiliations
- Technical University of Munich (DE)
- Corresponding author
- Schöberl, Jan
- Venue
- eTransportation
- Publisher
- Elsevier BV
- Published
- 2024-01
- Volume
- 19
- Pages
- 100305
- ISSN
- 2590-1168 (ISSN-L)
- OpenAlex
- W4389830957
- Cited by
- 165
- References
- 82
- Citations by year
- 2026: 64 · 2025: 73 · 2024: 27
- FWCI
- 11.95
- Type
- journal article
- Language
- en
- Open access
- hybrid
- doi.org
- Licence
- Locations
- eTransportation (publishedVersion, cc-by)
- mediaTUM – the media and publications repository of the Technical University Munich (Technical University Munich) (submittedVersion)
- Funders
- Technische Universität München
- Bundesministerium für Wirtschaft und Energie (ZF4648103CL9)
- Bundesministerium für Wirtschaft und Klimaschutz
- Bundesministerium fur Bildung und Forschung Dienststelle Berlin
- Bundesministerium für Bildung und Forschung (03XP0362C, 03XP0425)
- Topics
- Physical Sciences › Engineering › Automotive Engineering › Battery Modeling and Management
- Physical Sciences › Engineering › Electrical and Electronic Engineering › Advancements in Battery Materials
- Physical Sciences › Materials Science › Materials Chemistry › Thermal and Kinetic Analysis
- Keywords
- thermal runaway propagation, lithium-ion batteries, NCM811 cathode, LiFePO4 cathode, electric vehicle battery safety, energy density, safety requirements, battery pack design
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