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Erschienen in: Engineering with Computers 1/2019

31.01.2018 | Original Article

Crash analysis of lithium-ion batteries using finite element based neural search analytical models

verfasst von: V. Vijayaraghavan, Li Shui, Akhil Garg, Xiongbin Peng, Vikas Pratap Singh

Erschienen in: Engineering with Computers | Ausgabe 1/2019

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Abstract

The electric operated road vehicles are frequently powered by lithium ion batteries due to its low cost and ease of manufacturing. However, unforeseen impacts in road conditions can lead to fire hazard due to short circuiting of the battery pack. The impact strength of the battery pack can hence provide a key design input for manufacturing next generation batteries with a durable safe limit. In this work, a finite element based neural search approach is proposed for determining the effects of various uncertain phenomena on the strength of the battery. The approach combines the actual impact mechanics of battery as determined by the finite element model along with the high accuracy and robustness provided by neural search algorithm. The derived model is able to satisfactorily predict the variances in the mechanical strength even with slightest uncertainties in the phenomena which can affect the strength of the battery pack. It is anticipated that the proposed model will be of utmost importance in design of next generation safe and durable lithium ion battery packs.

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Literatur
1.
Zurück zum Zitat Arora S, Shen W, Kapoor A (2016) Review of mechanical design and strategic placement technique of a robust battery pack for electric vehicles. Renew Sustain Energy Rev 60:1319–1331CrossRef Arora S, Shen W, Kapoor A (2016) Review of mechanical design and strategic placement technique of a robust battery pack for electric vehicles. Renew Sustain Energy Rev 60:1319–1331CrossRef
2.
Zurück zum Zitat Brown S, Pyke D, Steenhof P (2010) Electric vehicles: The role and importance of standards in an emerging market. Energy Policy 38(7):3797–806CrossRef Brown S, Pyke D, Steenhof P (2010) Electric vehicles: The role and importance of standards in an emerging market. Energy Policy 38(7):3797–806CrossRef
3.
Zurück zum Zitat Chen SC, Wan CC, Wang YY (2005) Thermal analysis of lithium-ion batteries. J Power Sour 140(1):111–24CrossRef Chen SC, Wan CC, Wang YY (2005) Thermal analysis of lithium-ion batteries. J Power Sour 140(1):111–24CrossRef
4.
Zurück zum Zitat Cuma MU, Koroglu T (2015) A comprehensive review on estimation strategies used in hybrid and battery electric vehicles. Renew Sustain Energy Rev 42:517–31CrossRef Cuma MU, Koroglu T (2015) A comprehensive review on estimation strategies used in hybrid and battery electric vehicles. Renew Sustain Energy Rev 42:517–31CrossRef
5.
Zurück zum Zitat Dai Y, Luo Y, Chu W, Li K (2014) Optimum tyre force distribution for four-wheel-independent drive electric vehicle with active front steering. Int J Veh Des 65(4):336–59CrossRef Dai Y, Luo Y, Chu W, Li K (2014) Optimum tyre force distribution for four-wheel-independent drive electric vehicle with active front steering. Int J Veh Des 65(4):336–59CrossRef
6.
Zurück zum Zitat Dinger A, Martin R, Mosquet X, Rabl M, Rizoulis D, Russo M, Sticher G (2010) Batteries for electric cars: challenges, opportunities, and the outlook to 2020. Boston Consulting Group, San Francisco, USA Dinger A, Martin R, Mosquet X, Rabl M, Rizoulis D, Russo M, Sticher G (2010) Batteries for electric cars: challenges, opportunities, and the outlook to 2020. Boston Consulting Group, San Francisco, USA
8.
Zurück zum Zitat Dubarry M, Vuillaume N, Liaw BY (2008) From Li-ion single cell model to battery pack simulation. In control applications, 2008. CCA 2008. IEEE international conference on 2008 Sep 3. IEEE pp 708–713 Dubarry M, Vuillaume N, Liaw BY (2008) From Li-ion single cell model to battery pack simulation. In control applications, 2008. CCA 2008. IEEE international conference on 2008 Sep 3. IEEE pp 708–713
9.
Zurück zum Zitat Fotouhi A, Auger DJ, Propp K, Longo S, Wild M (2016) A review on electric vehicle battery modelling: from lithium-ion toward lithium–sulphur. Renew Sustain Energy Rev 56:1008–1021CrossRef Fotouhi A, Auger DJ, Propp K, Longo S, Wild M (2016) A review on electric vehicle battery modelling: from lithium-ion toward lithium–sulphur. Renew Sustain Energy Rev 56:1008–1021CrossRef
10.
Zurück zum Zitat Gallardo-Lozano J, Romero-Cadaval E, Milanes-Montero MI, Guerrero-Martinez MA (2014) Battery equalization active methods. J Power Sour 246:934–49CrossRef Gallardo-Lozano J, Romero-Cadaval E, Milanes-Montero MI, Guerrero-Martinez MA (2014) Battery equalization active methods. J Power Sour 246:934–49CrossRef
11.
Zurück zum Zitat Gong X, Xiong R, Mi CC (2015 Mar) Study of the characteristics of battery packs in electric vehicles with parallel-connected lithium-ion battery cells. IEEE Trans Ind Appl 51(2):1872–1879CrossRef Gong X, Xiong R, Mi CC (2015 Mar) Study of the characteristics of battery packs in electric vehicles with parallel-connected lithium-ion battery cells. IEEE Trans Ind Appl 51(2):1872–1879CrossRef
12.
Zurück zum Zitat Hanifah RA, Toha SF, Ahmad S (2015) Electric vehicle battery modelling and performance comparison in relation to range anxiety. Procedia Comput Sci 76:250–256CrossRef Hanifah RA, Toha SF, Ahmad S (2015) Electric vehicle battery modelling and performance comparison in relation to range anxiety. Procedia Comput Sci 76:250–256CrossRef
14.
Zurück zum Zitat Huo H, Zhang Q, Wang MQ, Streets DG, He K (2010) Environmental implication of electric vehicles in China. Environ Sci Technol 24(13):4856–4861 44(CrossRef Huo H, Zhang Q, Wang MQ, Streets DG, He K (2010) Environmental implication of electric vehicles in China. Environ Sci Technol 24(13):4856–4861 44(CrossRef
15.
Zurück zum Zitat Jaguemont J, Boulon L, Dubé Y (2016) A comprehensive review of lithium-ion batteries used in hybrid and electric vehicles at cold temperatures. Appl Energy 164:99–114CrossRef Jaguemont J, Boulon L, Dubé Y (2016) A comprehensive review of lithium-ion batteries used in hybrid and electric vehicles at cold temperatures. Appl Energy 164:99–114CrossRef
16.
Zurück zum Zitat Barillas JK, Li J, Günther C, Danzer MA (2015) A comparative study and validation of state estimation algorithms for Li-ion batteries in battery management systems. Appl Energy 155:455–462CrossRef Barillas JK, Li J, Günther C, Danzer MA (2015) A comparative study and validation of state estimation algorithms for Li-ion batteries in battery management systems. Appl Energy 155:455–462CrossRef
17.
Zurück zum Zitat Nykvist B, Nilsson M (2015) Rapidly falling costs of battery packs for electric vehicles. Nat Clim Change 5(4):329–32CrossRef Nykvist B, Nilsson M (2015) Rapidly falling costs of battery packs for electric vehicles. Nat Clim Change 5(4):329–32CrossRef
18.
Zurück zum Zitat Sun F, Xiong R, He H (2016) A systematic state-of-charge estimation framework for multi-cell battery pack in electric vehicles using bias correction technique. Appl Energy 162:1399–1409CrossRef Sun F, Xiong R, He H (2016) A systematic state-of-charge estimation framework for multi-cell battery pack in electric vehicles using bias correction technique. Appl Energy 162:1399–1409CrossRef
19.
Zurück zum Zitat Sahraei E, Hill R, Wierzbicki T (2012) Calibration and finite element simulation of pouch lithium-ion batteries for mechanical integrity. J Power Sour 201:307–321CrossRef Sahraei E, Hill R, Wierzbicki T (2012) Calibration and finite element simulation of pouch lithium-ion batteries for mechanical integrity. J Power Sour 201:307–321CrossRef
20.
Zurück zum Zitat Sahraei E, Meier J, Wierzbicki T (2014) Characterizing and modeling mechanical properties and onset of short circuit for three types of lithium-ion pouch cells. J Power Sour 247:503–516CrossRef Sahraei E, Meier J, Wierzbicki T (2014) Characterizing and modeling mechanical properties and onset of short circuit for three types of lithium-ion pouch cells. J Power Sour 247:503–516CrossRef
21.
Zurück zum Zitat Tie SF, Tan CW (2013) A review of energy sources and energy management system in electric vehicles. Renew Sustain Energy Rev 20:82–102CrossRef Tie SF, Tan CW (2013) A review of energy sources and energy management system in electric vehicles. Renew Sustain Energy Rev 20:82–102CrossRef
22.
Zurück zum Zitat Xiong R, Sun F, Gong X, Gao C (2014) A data-driven based adaptive state of charge estimator of lithium-ion polymer battery used in electric vehicles. Appl Energy 113:1421–1433CrossRef Xiong R, Sun F, Gong X, Gao C (2014) A data-driven based adaptive state of charge estimator of lithium-ion polymer battery used in electric vehicles. Appl Energy 113:1421–1433CrossRef
23.
Zurück zum Zitat Wang XL, Han WQ, Chen H, Bai J, Tyson TA, Yu XQ, Wang XJ, Yang XQ (2011) Amorphous hierarchical porous GeO x as high-capacity anodes for Li ion batteries with very long cycling life. J Am Chem Soc 133(51):20692–20695CrossRef Wang XL, Han WQ, Chen H, Bai J, Tyson TA, Yu XQ, Wang XJ, Yang XQ (2011) Amorphous hierarchical porous GeO x as high-capacity anodes for Li ion batteries with very long cycling life. J Am Chem Soc 133(51):20692–20695CrossRef
24.
Zurück zum Zitat Wang H, Fu L, Bi J (2011) CO2 and pollutant emissions from passenger cars in China. Energy Policy 39(5):3005–3011CrossRef Wang H, Fu L, Bi J (2011) CO2 and pollutant emissions from passenger cars in China. Energy Policy 39(5):3005–3011CrossRef
25.
Zurück zum Zitat Wen X, Xiao C (2011) Electric vehicle key technology research in China. In: 2011 international aegean conference on electrical machines and power electronics and 2011 electromotion joint conference (ACEMP), 8 Sep 2011. IEEE, Istanbul, Turkey, pp 308–314. https://doi.org/10.1109/ACEMP.2011.6490616 Wen X, Xiao C (2011) Electric vehicle key technology research in China. In: 2011 international aegean conference on electrical machines and power electronics and 2011 electromotion joint conference (ACEMP), 8 Sep 2011. IEEE, Istanbul, Turkey, pp 308–314. https://​doi.​org/​10.​1109/​ACEMP.​2011.​6490616
26.
Zurück zum Zitat Wierzbicki T, Sahraei E (2013) Homogenized mechanical properties for the jellyroll of cylindrical Lithium-ion cells. J Power Sour 241:467–476CrossRef Wierzbicki T, Sahraei E (2013) Homogenized mechanical properties for the jellyroll of cylindrical Lithium-ion cells. J Power Sour 241:467–476CrossRef
27.
Zurück zum Zitat Yarime M, Shiroyama H, Kuroki Y (2008) The strategies of the Japanese auto industry in developing hybrid and fuel cell vehicles. Making choices about hydrogen: transport issues for developing countries. United Nations University Press, USA, p 193 Yarime M, Shiroyama H, Kuroki Y (2008) The strategies of the Japanese auto industry in developing hybrid and fuel cell vehicles. Making choices about hydrogen: transport issues for developing countries. United Nations University Press, USA, p 193
28.
Zurück zum Zitat Dufo-López R, Lujano-Rojas JM, Bernal-Agustín JL (2014) Comparison of different lead–acid battery lifetime prediction models for use in simulation of stand-alone photovoltaic systems. Appl Energy 115:242–253CrossRef Dufo-López R, Lujano-Rojas JM, Bernal-Agustín JL (2014) Comparison of different lead–acid battery lifetime prediction models for use in simulation of stand-alone photovoltaic systems. Appl Energy 115:242–253CrossRef
29.
Zurück zum Zitat Young K, Wang C, Wang LY, Strunz K (2013) Electric vehicle battery technologies. In: Electric vehicle integration into modern power networks. Springer, New York pp 15–56CrossRef Young K, Wang C, Wang LY, Strunz K (2013) Electric vehicle battery technologies. In: Electric vehicle integration into modern power networks. Springer, New York pp 15–56CrossRef
30.
Zurück zum Zitat Vijayaraghavan V, Garg A, Gao L, Vijayaraghavan R, Lu G (2016) A finite element based data analytics approach for modeling turning process of Inconel 718 alloys. J Clean Prod 137:1619–1627CrossRef Vijayaraghavan V, Garg A, Gao L, Vijayaraghavan R, Lu G (2016) A finite element based data analytics approach for modeling turning process of Inconel 718 alloys. J Clean Prod 137:1619–1627CrossRef
31.
Zurück zum Zitat Vijayaraghavan V, Garg A, Gao L, Vijayaraghavan R (2017) Finite element based physical chemical modeling of corrosion in magnesium alloys. Metals 7(3):83CrossRef Vijayaraghavan V, Garg A, Gao L, Vijayaraghavan R (2017) Finite element based physical chemical modeling of corrosion in magnesium alloys. Metals 7(3):83CrossRef
32.
Zurück zum Zitat Vijayaraghavan V, Garg A, Gao L (2018) Fracture mechanics modelling of lithium-ion batteries under pinch torsion test. Measurement 114:382–389CrossRef Vijayaraghavan V, Garg A, Gao L (2018) Fracture mechanics modelling of lithium-ion batteries under pinch torsion test. Measurement 114:382–389CrossRef
33.
Zurück zum Zitat Huang Y, Gao L, Yi Z, Tai K, Kalita P, Prapainainar P, Garg A (2018) An application of evolutionary system identification algorithm in modelling of energy production system. Measurement 114:122–131CrossRef Huang Y, Gao L, Yi Z, Tai K, Kalita P, Prapainainar P, Garg A (2018) An application of evolutionary system identification algorithm in modelling of energy production system. Measurement 114:122–131CrossRef
34.
Zurück zum Zitat Garg A, Vijayaraghavan V, Zhang J, Li S, Liang X (2017) Design of robust battery capacity model for electric vehicle by incorporation of uncertainties. Int J Energy Res 41(10):1436–1451CrossRef Garg A, Vijayaraghavan V, Zhang J, Li S, Liang X (2017) Design of robust battery capacity model for electric vehicle by incorporation of uncertainties. Int J Energy Res 41(10):1436–1451CrossRef
36.
Zurück zum Zitat Garg A, Li J, Hou J, Berretta C, Garg A (2017) A new computational approach for estimation of wilting point for green infrastructure. Measurement 111:351–358CrossRef Garg A, Li J, Hou J, Berretta C, Garg A (2017) A new computational approach for estimation of wilting point for green infrastructure. Measurement 111:351–358CrossRef
Metadaten
Titel
Crash analysis of lithium-ion batteries using finite element based neural search analytical models
verfasst von
V. Vijayaraghavan
Li Shui
Akhil Garg
Xiongbin Peng
Vikas Pratap Singh
Publikationsdatum
31.01.2018
Verlag
Springer London
Erschienen in
Engineering with Computers / Ausgabe 1/2019
Print ISSN: 0177-0667
Elektronische ISSN: 1435-5663
DOI
https://doi.org/10.1007/s00366-018-0587-5

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