Dual-Network Aerogel-Based Thermal-Safety Management System Design for Electric-Aircraft Battery Packs: Efficient Heat Management and Runaway Protection
Corresponding Author: Yuelei Pan
Nano-Micro Letters,
Vol. 18 (2026), Article Number: 447
Abstract
Electric-aircraft lithium-ion batteries, characterized by high-rate charge/discharge and high energy density, impose stringent thermal-safety requirements in confined compartments. However, conventional thermal-management or insulation strategies generally struggle to simultaneously enable efficient heat dissipation during routine operation and thermal runaway propagation (TRP) suppression under abuse conditions. Herein, a carbon aerogel–silica–alumina aerogel sheet–carbon aerogel dual-network aerogel (CA&SAAS) is fabricated through in-situ deposition and integrated supercritical drying and is further coupled with a cold plate (CP) to construct a battery thermal-safety management system (BTSMS). CA&SAAS exhibits a bulk density of 0.275 gcm⁻3 and a specific surface area of 626.37 m2g⁻1. The silica–alumina aerogel sheet (SAAS) core retains thermal conductivity of 0.0652 Wm⁻1K⁻1 at 1000 °C, while CA&SAAS exhibits a room-temperature thermal conductivity of 0.019 Wm⁻1K⁻1. During four 1C cycles, BTSMS limits Tmax/ΔTmax to 34.9/1.8 °C, reducing peak temperature and temperature nonuniformity by 46.5% and 56.1%, respectively. A predictive model shows optimized CP parameters constrain Tmax to around 45 °C at 3C. Thermal runaway tests conducted in the confined space of a full-scale aircraft cargo compartment demonstrate that the BTSMS effectively interrupts TRP in a confined three-cell module, providing a solution for the design of BTSMSs for electric-aircraft battery packs.
Highlights:
1 A sandwich dual-network aerogel (CA&SAAS) is fabricated via in situ deposition and integrated supercritical drying; the SAAS core retains a low thermal conductivity of 0.0652 Wm⁻1K⁻1 at 1000 °C.
2 Battery thermal-safety management system (BTSMS) enables efficient thermal regulation, limiting Tmax/ΔTmax to 34.9/1.8 °C at 1C, while simulations predict Tmax around 45 °C under optimized 3C operation.
3 BTSMS effectively interrupts thermal runaway propagation in a confined three-cell aircraft-module test through CA/CP-assisted heat dissipation and SAAS-enabled intercell thermal blocking.
Keywords
Download Citation
Endnote/Zotero/Mendeley (RIS)BibTeX
- W. Liu, L. Peng, M. Liu, J. Peng, Z. Zeng et al., Versatile chemical repair strategy for direct regeneration of cathode materials from retired lithium-ion battery. Energy Storage Mater. 78, 104227 (2025). https://doi.org/10.1016/j.ensm.2025.104227
- Y. Gao, H.-M. Zhang, J. Sun, In-situ capacity regeneration of degraded lithium-ion batteries using remanufacturing remediator. Energy Storage Mater. 78, 104248 (2025). https://doi.org/10.1016/j.ensm.2025.104248
- E. Park, Y.-H. Lee, S.-H. Huh, J. Huh, Y.-E. Sung et al., Bifunctional trimethylsilyl-modified fluorinated ester additive for LiF-rich solid electrolyte interphase in lithium metal batteries. Energy Storage Mater. 78, 104271 (2025). https://doi.org/10.1016/j.ensm.2025.104271
- X. Guo, Y. Cai, D. Ren, Research on carbon footprint of lithium battery life cycle considering carbon transfer. J. Energy Storage 122, 116638 (2025). https://doi.org/10.1016/j.est.2025.116638
- A.P. Simanjuntak, J. Bae, B.F. Simamora, J.Y. Lee, A study on thermal performance enhancement of mini-channel cooling plates with an interconnected design for Li-ion battery cooling. Batteries 11(12), 461 (2025). https://doi.org/10.3390/batteries11120461
- K.P. Powar, S.D. Patil, Analysis of discharge behaviour and heat generation at in the 18650 lithium ion battery cell. Jordan J. Mech. Ind. Eng. 19(3), 500–514 (2025). https://doi.org/10.59038/jjmie/190303
- J. Zhang, X. Wu, K. Chen, D. Zhou, M. Song, Experimental and numerical studies on an efficient transient heat transfer model for air-cooled battery thermal management systems. J. Power. Sources 490, 229539 (2021). https://doi.org/10.1016/j.jpowsour.2021.229539
- P. Lyu, G. Chen, X. Liu, M. Li, Z. Rao, Mitigating thermal runaway propagation for lithium-ion batteries by a novel integrated liquid cooling/aerogel strategies. Appl. Therm. Eng. 269, 126001 (2025). https://doi.org/10.1016/j.applthermaleng.2025.126001
- S.K. Wong, K. Li, X. Rui, L. Fan, M. Ouyang et al., Mitigating thermal runaway propagation in high specific energy lithium-ion battery modules through nanofiber aerogel composite material. Energy 307, 132353 (2024). https://doi.org/10.1016/j.energy.2024.132353
- W. Su, Z. Yan, Z. Zhang, C. Wang, G. Chen et al., Investigation of flow and heat transfer characteristics in a coupled cooling system of thermoelectric refrigeration and ion wind. Appl. Therm. Eng. 260, 124979 (2025). https://doi.org/10.1016/j.applthermaleng.2024.124979
- Y. Liu, X. Yan, S. Zhang, J. Nie, X. Wang et al., High-efficiency application area in China of evaporative cooling garments: effects of solar radiation and wind speed. Appl. Therm. Eng. 269, 125977 (2025). https://doi.org/10.1016/j.applthermaleng.2025.125977
- J. Wang, W. Zhang, H. Wei, X. Du, X. Xi, Performance improvement technique of natural draft dry cooling tower under ambient wind based on minimum mechanical energy dissipation. Int. J. Heat Mass Transf. 245, 127022 (2025). https://doi.org/10.1016/j.ijheatmasstransfer.2025.127022
- M. Larrañaga-Ezeiza, G. Vertiz, I. Galarza, H.J. Grande, P.F. Arroiabe et al., Partial direct liquid cooling approach for battery modules based on pouch type cells: a novel solution for electromobility applications. J. Energy Storage 121, 116566 (2025). https://doi.org/10.1016/j.est.2025.116566
- Z. Kang, X. Wang, R. Yin, L. Xu, J. Wu et al., Optimizing of coupled phase change materials and liquid cooling thermal management for Li-ion battery pack. Appl. Therm. Eng. 273, 126508 (2025). https://doi.org/10.1016/j.applthermaleng.2025.126508
- Z. Fu, W. Zuo, Q. Li, K. Zhou, Y. Huang et al., Performance enhancement studies on the liquid cooling plate fully filled with porous medium for thermal management of lithium-ion battery pack. J. Energy Storage 116, 116072 (2025). https://doi.org/10.1016/j.est.2025.116072
- V. Saxena, S.K. Sahu, S.I. Kundalwal, P.A. Tsai, Enhanced thermal management system for Li-ion batteries using phase change material and liquid cooling under realistic driving cycles. Energy 318, 134759 (2025). https://doi.org/10.1016/j.energy.2025.134759
- M.F. Hassan, A.H.N. Khalifa, A.J. Hamad, A novel hybrid cooling system for a Lithium-ion battery pack based on forced air and fins integrated with phase change material. Results Eng. 25, 104136 (2025). https://doi.org/10.1016/j.rineng.2025.104136
- S.I. Alma’asfa, M.S. Abdul Aziz, C.Y. Khor, F.Y. Fraige, Impact of cooling configurations, fin thickness and phase change material on the thermal management of cylindrical lithium-ion batteries. Therm. Sci. Eng. Prog. 62, 103609 (2025). https://doi.org/10.1016/j.tsep.2025.103609
- H. Huang, W. Li, S. Xiong, Z. Luo, M. Ahmed, Single-phase static immersion-cooled battery thermal management system with finned heat pipes. Appl. Therm. Eng. 254, 123931 (2024). https://doi.org/10.1016/j.applthermaleng.2024.123931
- G. Zhang, Z. Liu, Z. Wu, W. Lu, Q. Yang, Experimental investigation of battery thermal management system based on micro heat pipe array coupled air cooling. Therm. Sci. Eng. Prog. 60, 103493 (2025). https://doi.org/10.1016/j.tsep.2025.103493
- H. Yang, N. Liu, M. Li, M. Gu, Q. Gao, Design and optimization of heat pipe-assisted liquid cooling structure for power battery thermal management based on NSGA-II and entropy weight-TOPSIS method. Appl. Therm. Eng. 272, 126416 (2025). https://doi.org/10.1016/j.applthermaleng.2025.126416
- W. Zuo, Y. Zhang, J. E, J. Li, Q. Li et al., Performance comparison between single S-channel and double S-channel cold plate for thermal management of a prismatic LiFePO4 battery. Renew. Energy 192, 46–57 (2022). https://doi.org/10.1016/j.renene.2022.04.116
- J. Li, W. Zuo, J. E, Y. Zhang, Q. Li et al., Multi-objective optimization of mini U-channel cold plate with SiO2 nanofluid by RSM and NSGA-II. Energy 242, 123039 (2022). https://doi.org/10.1016/j.energy.2021.123039
- N. Vinten, O. Jianu, A. El-Sharkawy, D. Arora, Transient thermal simulation of lithium-ion batteries for hybrid/electric vehicles. Energy Technol. 13(4), 2401331 (2025). https://doi.org/10.1002/ente.202401331
- A. El-Sharkawy, A. Sami, D. Arora, S. Gaffar, M. Bakr, Three-dimensional thermal simulation of a hybrid vehicle with energy consumption estimation and prediction of battery degradation under modern drive-cycles. SAE Technical Paper Series. Detroit, Michigan, USA. SAE International, https://doi.org/10.4271/2023-01-0135
- D. Arora, A. El-Sharkawy, S. Panchal, Development of time-temperature analysis algorithm for estimation of lithium-ion battery useful life. SAE Technical Paper Series. Detroit, Michigan, USA. SAE International, (2024). https://doi.org/10.4271/2024-01-2191
- A. El-Sharkawy, A. Sami, A.E. Hekal, D. Arora, A. Uddin, Analysis of the effect of heat pipes on enhancement of HEV/PHEV battery thermal management. SAE Technical Paper Series. Live Online, Pennsylvania, USA. SAE International, (2021). https://doi.org/10.4271/2021-01-0219
- D.P. Arora, A.E. El-Sharkawy, A.G.S. Sayed (FCA US LLC), U.S. Patent US20250390624A1, 2025.
- D.P. Arora, A.E. El-Sharkawy, A.G.S. Sayed (FCA US LLC), U.S. Patent US20250364619A1, 2025.
- P. Nambisan, H. Manjunatha, P. Ravadi, H.P. Reddy, G.M. Bharath, M.A. Kulkarni, S. Sundaram, Characterization of commercial thermal barrier materials to prevent thermal runaway propagation in large format lithium-ion cells. J. Energy Storage. 74, 109414 (2023). https://doi.org/10.1016/j.est.2023.109414
- Y. Mao, Y. Ye, L. Zhao, Y. Chen, M. Chen, Suppression of lithium-ion battery thermal runaway propagation by zirconia ceramics and aerogel felt in confined space. Process. Saf. Environ. Prot. 189, 1258–1273 (2024). https://doi.org/10.1016/j.psep.2024.07.015
- Y. Xiao, M. Yan, L. Shi, L. Gong, X. Cheng et al., High-temperature resistant, super elastic aerogel sheet prepared based on in-situ supercritical separation method for thermal runaway prohibition of lithium-ion batteries. Energy Storage Mater. 61, 102871 (2023). https://doi.org/10.1016/j.ensm.2023.102871
- Z. Niu, F. Qu, F. Chen, X. Ma, B. Chen et al., Multifunctional integrated organic–inorganic-metal hybrid aerogel for excellent thermal insulation and electromagnetic shielding performance. Nano-Micro Lett. 16(1), 200 (2024). https://doi.org/10.1007/s40820-024-01409-1
- K. Zeng, Y. Zhang, L. Tian, Z. Lai, L. Zhu et al., Impact of aerogel barrier on liquid-cooled lithium-ion battery thermal management system’s cooling efficiency. Energy Technol. 12(11), 2400923 (2024). https://doi.org/10.1002/ente.202400923
- Y. Xiao, T. Mao, Z. Zhao, Y. Pan, H. Zhang et al., Experimental study of dual nano-network, high-temperature resistant aerogel material as an integration of thermal management functions. J. Energy Chem. 100, 157–170 (2025). https://doi.org/10.1016/j.jechem.2024.07.064
- C. Li, D. Zhang, W. Ren, Phase change materials composite based on hybrid aerogel with anisotropic microstructure. Materials 14(4), 777 (2021). https://doi.org/10.3390/ma14040777
- Y. Pan, X. Cheng, M. Gao, Y. Fu, J. Feng et al., Cagelike CoSe2@N-doped carbon aerogels with pseudocapacitive properties as advanced materials for sodium-ion batteries with excellent rate performance and cyclic stability. ACS Appl. Mater. Interfaces 12(30), 33621–33630 (2020). https://doi.org/10.1021/acsami.0c06296
- M. Yan, Y. Pan, P. He, L. Gong, Y. Fu et al., Hyperelastic and multifunctional SiC/SiO2 composite aerogels with excellent mechanical, thermal insulation and electromagnetic wave absorbing properties. Compos. Part A Appl. Sci. Manuf. 186, 108408 (2024). https://doi.org/10.1016/j.compositesa.2024.108408
- L. Song, F. Zhang, Y. Chen, L. Guan, Y. Zhu et al., Multifunctional SiC@SiO2 nanofiber aerogel with ultrabroadband electromagnetic wave absorption. Nano-Micro Lett. 14(1), 152 (2022). https://doi.org/10.1007/s40820-022-00905-6
- M. Qin, H. Duan, X. Wu, X. Chang, Y. Zhou, Optimization of preparing parameters and thermomechanical performances for mullite fiber-based ceramics. Ceram. Int. 51(16), 21518–21524 (2025). https://doi.org/10.1016/j.ceramint.2025.02.312
- S. Zhu, L. Gong, Y. Pan, Y. Deng, Y. Zhou et al., Coral-like interconnected carbon aerogel modified separator for advanced lithium-sulfur batteries. Electrochim. Acta 354, 136637 (2020). https://doi.org/10.1016/j.electacta.2020.136637
- L. Kovarik, M. Bowden, J. Szanyi, High temperature transition aluminas in δ-Al2O3/θ-Al2O3 stability range: review. J. Catal. 393, 357–368 (2021). https://doi.org/10.1016/j.jcat.2020.10.009
- Y. Yu, Z. Li, J. Wang, W. Mei, P. Duan et al., Advanced ultra-pressure-resistant three-phase composite insulation: Halting thermal runaway in lithium-ion batteries. Energy Storage Mater. 76, 104148 (2025). https://doi.org/10.1016/j.ensm.2025.104148
- J.C. Buhl, V. Petrov, Synthesis and properties of phosphate cancrinite (PO4-CAN) a synthetic counterpart of depmeierite. Z. Anorg. Allg. Chem. 647(16–17), 1647–1654 (2021). https://doi.org/10.1002/zaac.202100160
- P. Sinuhaji, A. Maghfirah, F. Handoko, Manufacturing process and characterization of porous ceramics with AAS, XRD and SEM-EDX. 1ST international conference Phys. Appl. Phys. 1ST ICP&AP 2019 Fundam. Innov. Res. Improv. Compet. Dignified Nation Ind. Revolut. 4 0 2221, 110012 (2020). https://doi.org/10.1063/5.0003226
- H. Yu, X. Mu, Y. Zhu, C. Liao, L. Han et al., Sandwich structured ultra-strong-heat-shielding aerogel/copper composite insulation board for safe lithium-ion batteries modules. J. Energy Chem. 76, 438–447 (2023). https://doi.org/10.1016/j.jechem.2022.10.009
- S. Wu, S. Cao, H. Xie, Z. Wu, X. He, Enhanced thermal performance of 3D hybrid graphene aerogel encapsulating paraffin for battery thermal management. Int. Commun. Heat Mass Transf. 156, 107618 (2024). https://doi.org/10.1016/j.icheatmasstransfer.2024.107618
- A. Leroy, B. Bhatia, C.C. Kelsall, A. Castillejo-Cuberos, M.Di Capua H. et al., High-performance subambient radiative cooling enabled by optically selective and thermally insulating polyethylene aerogel. Sci. Adv. 5(10), eaat9480 (2019). https://doi.org/10.1126/sciadv.aat9480
- T. Li, H. Sun, M. Yang, C. Zhang, S. Lv et al., All-ceramic, compressible and scalable nanofibrous aerogels for subambient daytime radiative cooling. Chem. Eng. J. 452, 139518 (2023). https://doi.org/10.1016/j.cej.2022.139518
- M. Yang, W. Zou, J. Guo, Z. Qian, H. Luo et al., Bioinspired “skin” with cooperative thermo-optical effect for daytime radiative cooling. ACS Appl. Mater. Interfaces 12(22), 25286–25293 (2020). https://doi.org/10.1021/acsami.0c03897
- M. Qi, Y. Wang, G. Chang, R. Li, Energy-saving cooling coated fabric with robust solar reflection and water repellent properties. Fibres. Polym. 23(7), 1881–1887 (2022). https://doi.org/10.1007/s12221-022-4984-4
- X. Liu, M. Zhang, Y. Hou, Y. Pan, C. Liu et al., Hierarchically superhydrophobic stereo-complex poly (lactic acid) aerogel for daytime radiative cooling. Adv. Funct. Mater. 32(46), 2207414 (2022). https://doi.org/10.1002/adfm.202207414
- E.J. Carr, C.J. Wood, Rear-surface integral method for calculating thermal diffusivity: Finite pulse time correction and two-layer samples. Int. J. Heat Mass Transf. 144, 118609 (2019). https://doi.org/10.1016/j.ijheatmasstransfer.2019.118609
- C.-Y. Zhu, Z.-Y. Li, H.-Q. Pang, N. Pan, Numerical modeling of the gas-contributed thermal conductivity of aerogels. Int. J. Heat Mass Transf. 131, 217–225 (2019). https://doi.org/10.1016/j.ijheatmasstransfer.2018.11.052
- H.-B. Xu, C.-Y. Zhu, L. Tian, Z.-Y. Li, Applicable scope of the Rosseland model in predicting the radiative thermal conductivity of silica aerogel. Int. J. Therm. Sci. 215, 109953 (2025). https://doi.org/10.1016/j.ijthermalsci.2025.109953
- H. Liu, J. Liu, Y. Tian, J. Jiao, X. Wu, Thermal insulation performance of silica aerogel composites doped with hollow opacifiers: theoretical approach. Gels 8(5), 295 (2022). https://doi.org/10.3390/gels8050295
- Z. Fu, J. Corker, T. Papathanasiou, Y. Wang, Y. Zhou et al., Critical review on the thermal conductivity modelling of silica aerogel composites. J. Build. Eng. 57, 104814 (2022). https://doi.org/10.1016/j.jobe.2022.104814
- F. Liu, C. He, Y. Jiang, Y. Yang, F. Peng et al., Carbon layer encapsulation strategy for designing multifunctional core-shell nanorod aerogels as high-temperature thermal superinsulators. Chem. Eng. J. 455, 140502 (2023). https://doi.org/10.1016/j.cej.2022.140502
- Y. Yang, S. Sui, Y. Lu, J. Wang, Y. Sheng et al., Nanoporous carboxymethyl cellulose aerogels with enhanced thermal insulation and mechanical toughness. Carbohydr. Polym. 361, 123634 (2025). https://doi.org/10.1016/j.carbpol.2025.123634
- J. Wang, L. Liu, W. Dong, J. Tao, R. Fu et al., Ultra-high radial elastic aerogel fibers for thermal insulation textile. Adv. Funct. Mater. 35(13), 2417873 (2025). https://doi.org/10.1002/adfm.202417873
- C.-Y. Wang, T. Liu, X.-G. Yang, S. Ge, N.V. Stanley et al., Fast charging of energy-dense lithium-ion batteries. Nature 611(7936), 485–490 (2022). https://doi.org/10.1038/s41586-022-05281-0
- Y. Huang, Y. Zhao, W. Xu, W. Bai, X. Shen et al., Study on the influence of high-rate charge/discharge cycle numbers and spacing on thermal runaway propagation in lithium-ion batteries. J. Energy Storage 115, 116005 (2025). https://doi.org/10.1016/j.est.2025.116005
- Z. Tang, P. Yu, K. Lu, J. Cheng, C. Tao, Experimental study on the aging cylindrical battery thermal management system with honeycomb metal skeleton and composite phase change material. Appl. Therm. Eng. 275, 126722 (2025). https://doi.org/10.1016/j.applthermaleng.2025.126722
- C. Wu, L. Wu, C. Qiu, J. Yang, X. Yuan et al., Experimental and numerical studies on lithium-ion battery heat generation behaviors. Energy Rep. 9, 5064–5074 (2023). https://doi.org/10.1016/j.egyr.2023.04.021
- H. Cao, Z. Lin, D. Zhang, Y. Wang, Y. Sun, Design and optimization of thermal management system for cylindrical battery pack combining liquid cooling with phase change materials based on nondominated sorting genetic algorithm. Energy 342, 139591 (2026). https://doi.org/10.1016/j.energy.2025.139591
- H. Wang, Q. Wang, X. Gong, C. Xu, C. Jin et al., Systematic analysis of elemental flow patterns during thermal runaway in traction lithium-ion batteries. J. Energy Chem. 104, 20–27 (2025). https://doi.org/10.1016/j.jechem.2024.12.006
References
W. Liu, L. Peng, M. Liu, J. Peng, Z. Zeng et al., Versatile chemical repair strategy for direct regeneration of cathode materials from retired lithium-ion battery. Energy Storage Mater. 78, 104227 (2025). https://doi.org/10.1016/j.ensm.2025.104227
Y. Gao, H.-M. Zhang, J. Sun, In-situ capacity regeneration of degraded lithium-ion batteries using remanufacturing remediator. Energy Storage Mater. 78, 104248 (2025). https://doi.org/10.1016/j.ensm.2025.104248
E. Park, Y.-H. Lee, S.-H. Huh, J. Huh, Y.-E. Sung et al., Bifunctional trimethylsilyl-modified fluorinated ester additive for LiF-rich solid electrolyte interphase in lithium metal batteries. Energy Storage Mater. 78, 104271 (2025). https://doi.org/10.1016/j.ensm.2025.104271
X. Guo, Y. Cai, D. Ren, Research on carbon footprint of lithium battery life cycle considering carbon transfer. J. Energy Storage 122, 116638 (2025). https://doi.org/10.1016/j.est.2025.116638
A.P. Simanjuntak, J. Bae, B.F. Simamora, J.Y. Lee, A study on thermal performance enhancement of mini-channel cooling plates with an interconnected design for Li-ion battery cooling. Batteries 11(12), 461 (2025). https://doi.org/10.3390/batteries11120461
K.P. Powar, S.D. Patil, Analysis of discharge behaviour and heat generation at in the 18650 lithium ion battery cell. Jordan J. Mech. Ind. Eng. 19(3), 500–514 (2025). https://doi.org/10.59038/jjmie/190303
J. Zhang, X. Wu, K. Chen, D. Zhou, M. Song, Experimental and numerical studies on an efficient transient heat transfer model for air-cooled battery thermal management systems. J. Power. Sources 490, 229539 (2021). https://doi.org/10.1016/j.jpowsour.2021.229539
P. Lyu, G. Chen, X. Liu, M. Li, Z. Rao, Mitigating thermal runaway propagation for lithium-ion batteries by a novel integrated liquid cooling/aerogel strategies. Appl. Therm. Eng. 269, 126001 (2025). https://doi.org/10.1016/j.applthermaleng.2025.126001
S.K. Wong, K. Li, X. Rui, L. Fan, M. Ouyang et al., Mitigating thermal runaway propagation in high specific energy lithium-ion battery modules through nanofiber aerogel composite material. Energy 307, 132353 (2024). https://doi.org/10.1016/j.energy.2024.132353
W. Su, Z. Yan, Z. Zhang, C. Wang, G. Chen et al., Investigation of flow and heat transfer characteristics in a coupled cooling system of thermoelectric refrigeration and ion wind. Appl. Therm. Eng. 260, 124979 (2025). https://doi.org/10.1016/j.applthermaleng.2024.124979
Y. Liu, X. Yan, S. Zhang, J. Nie, X. Wang et al., High-efficiency application area in China of evaporative cooling garments: effects of solar radiation and wind speed. Appl. Therm. Eng. 269, 125977 (2025). https://doi.org/10.1016/j.applthermaleng.2025.125977
J. Wang, W. Zhang, H. Wei, X. Du, X. Xi, Performance improvement technique of natural draft dry cooling tower under ambient wind based on minimum mechanical energy dissipation. Int. J. Heat Mass Transf. 245, 127022 (2025). https://doi.org/10.1016/j.ijheatmasstransfer.2025.127022
M. Larrañaga-Ezeiza, G. Vertiz, I. Galarza, H.J. Grande, P.F. Arroiabe et al., Partial direct liquid cooling approach for battery modules based on pouch type cells: a novel solution for electromobility applications. J. Energy Storage 121, 116566 (2025). https://doi.org/10.1016/j.est.2025.116566
Z. Kang, X. Wang, R. Yin, L. Xu, J. Wu et al., Optimizing of coupled phase change materials and liquid cooling thermal management for Li-ion battery pack. Appl. Therm. Eng. 273, 126508 (2025). https://doi.org/10.1016/j.applthermaleng.2025.126508
Z. Fu, W. Zuo, Q. Li, K. Zhou, Y. Huang et al., Performance enhancement studies on the liquid cooling plate fully filled with porous medium for thermal management of lithium-ion battery pack. J. Energy Storage 116, 116072 (2025). https://doi.org/10.1016/j.est.2025.116072
V. Saxena, S.K. Sahu, S.I. Kundalwal, P.A. Tsai, Enhanced thermal management system for Li-ion batteries using phase change material and liquid cooling under realistic driving cycles. Energy 318, 134759 (2025). https://doi.org/10.1016/j.energy.2025.134759
M.F. Hassan, A.H.N. Khalifa, A.J. Hamad, A novel hybrid cooling system for a Lithium-ion battery pack based on forced air and fins integrated with phase change material. Results Eng. 25, 104136 (2025). https://doi.org/10.1016/j.rineng.2025.104136
S.I. Alma’asfa, M.S. Abdul Aziz, C.Y. Khor, F.Y. Fraige, Impact of cooling configurations, fin thickness and phase change material on the thermal management of cylindrical lithium-ion batteries. Therm. Sci. Eng. Prog. 62, 103609 (2025). https://doi.org/10.1016/j.tsep.2025.103609
H. Huang, W. Li, S. Xiong, Z. Luo, M. Ahmed, Single-phase static immersion-cooled battery thermal management system with finned heat pipes. Appl. Therm. Eng. 254, 123931 (2024). https://doi.org/10.1016/j.applthermaleng.2024.123931
G. Zhang, Z. Liu, Z. Wu, W. Lu, Q. Yang, Experimental investigation of battery thermal management system based on micro heat pipe array coupled air cooling. Therm. Sci. Eng. Prog. 60, 103493 (2025). https://doi.org/10.1016/j.tsep.2025.103493
H. Yang, N. Liu, M. Li, M. Gu, Q. Gao, Design and optimization of heat pipe-assisted liquid cooling structure for power battery thermal management based on NSGA-II and entropy weight-TOPSIS method. Appl. Therm. Eng. 272, 126416 (2025). https://doi.org/10.1016/j.applthermaleng.2025.126416
W. Zuo, Y. Zhang, J. E, J. Li, Q. Li et al., Performance comparison between single S-channel and double S-channel cold plate for thermal management of a prismatic LiFePO4 battery. Renew. Energy 192, 46–57 (2022). https://doi.org/10.1016/j.renene.2022.04.116
J. Li, W. Zuo, J. E, Y. Zhang, Q. Li et al., Multi-objective optimization of mini U-channel cold plate with SiO2 nanofluid by RSM and NSGA-II. Energy 242, 123039 (2022). https://doi.org/10.1016/j.energy.2021.123039
N. Vinten, O. Jianu, A. El-Sharkawy, D. Arora, Transient thermal simulation of lithium-ion batteries for hybrid/electric vehicles. Energy Technol. 13(4), 2401331 (2025). https://doi.org/10.1002/ente.202401331
A. El-Sharkawy, A. Sami, D. Arora, S. Gaffar, M. Bakr, Three-dimensional thermal simulation of a hybrid vehicle with energy consumption estimation and prediction of battery degradation under modern drive-cycles. SAE Technical Paper Series. Detroit, Michigan, USA. SAE International, https://doi.org/10.4271/2023-01-0135
D. Arora, A. El-Sharkawy, S. Panchal, Development of time-temperature analysis algorithm for estimation of lithium-ion battery useful life. SAE Technical Paper Series. Detroit, Michigan, USA. SAE International, (2024). https://doi.org/10.4271/2024-01-2191
A. El-Sharkawy, A. Sami, A.E. Hekal, D. Arora, A. Uddin, Analysis of the effect of heat pipes on enhancement of HEV/PHEV battery thermal management. SAE Technical Paper Series. Live Online, Pennsylvania, USA. SAE International, (2021). https://doi.org/10.4271/2021-01-0219
D.P. Arora, A.E. El-Sharkawy, A.G.S. Sayed (FCA US LLC), U.S. Patent US20250390624A1, 2025.
D.P. Arora, A.E. El-Sharkawy, A.G.S. Sayed (FCA US LLC), U.S. Patent US20250364619A1, 2025.
P. Nambisan, H. Manjunatha, P. Ravadi, H.P. Reddy, G.M. Bharath, M.A. Kulkarni, S. Sundaram, Characterization of commercial thermal barrier materials to prevent thermal runaway propagation in large format lithium-ion cells. J. Energy Storage. 74, 109414 (2023). https://doi.org/10.1016/j.est.2023.109414
Y. Mao, Y. Ye, L. Zhao, Y. Chen, M. Chen, Suppression of lithium-ion battery thermal runaway propagation by zirconia ceramics and aerogel felt in confined space. Process. Saf. Environ. Prot. 189, 1258–1273 (2024). https://doi.org/10.1016/j.psep.2024.07.015
Y. Xiao, M. Yan, L. Shi, L. Gong, X. Cheng et al., High-temperature resistant, super elastic aerogel sheet prepared based on in-situ supercritical separation method for thermal runaway prohibition of lithium-ion batteries. Energy Storage Mater. 61, 102871 (2023). https://doi.org/10.1016/j.ensm.2023.102871
Z. Niu, F. Qu, F. Chen, X. Ma, B. Chen et al., Multifunctional integrated organic–inorganic-metal hybrid aerogel for excellent thermal insulation and electromagnetic shielding performance. Nano-Micro Lett. 16(1), 200 (2024). https://doi.org/10.1007/s40820-024-01409-1
K. Zeng, Y. Zhang, L. Tian, Z. Lai, L. Zhu et al., Impact of aerogel barrier on liquid-cooled lithium-ion battery thermal management system’s cooling efficiency. Energy Technol. 12(11), 2400923 (2024). https://doi.org/10.1002/ente.202400923
Y. Xiao, T. Mao, Z. Zhao, Y. Pan, H. Zhang et al., Experimental study of dual nano-network, high-temperature resistant aerogel material as an integration of thermal management functions. J. Energy Chem. 100, 157–170 (2025). https://doi.org/10.1016/j.jechem.2024.07.064
C. Li, D. Zhang, W. Ren, Phase change materials composite based on hybrid aerogel with anisotropic microstructure. Materials 14(4), 777 (2021). https://doi.org/10.3390/ma14040777
Y. Pan, X. Cheng, M. Gao, Y. Fu, J. Feng et al., Cagelike CoSe2@N-doped carbon aerogels with pseudocapacitive properties as advanced materials for sodium-ion batteries with excellent rate performance and cyclic stability. ACS Appl. Mater. Interfaces 12(30), 33621–33630 (2020). https://doi.org/10.1021/acsami.0c06296
M. Yan, Y. Pan, P. He, L. Gong, Y. Fu et al., Hyperelastic and multifunctional SiC/SiO2 composite aerogels with excellent mechanical, thermal insulation and electromagnetic wave absorbing properties. Compos. Part A Appl. Sci. Manuf. 186, 108408 (2024). https://doi.org/10.1016/j.compositesa.2024.108408
L. Song, F. Zhang, Y. Chen, L. Guan, Y. Zhu et al., Multifunctional SiC@SiO2 nanofiber aerogel with ultrabroadband electromagnetic wave absorption. Nano-Micro Lett. 14(1), 152 (2022). https://doi.org/10.1007/s40820-022-00905-6
M. Qin, H. Duan, X. Wu, X. Chang, Y. Zhou, Optimization of preparing parameters and thermomechanical performances for mullite fiber-based ceramics. Ceram. Int. 51(16), 21518–21524 (2025). https://doi.org/10.1016/j.ceramint.2025.02.312
S. Zhu, L. Gong, Y. Pan, Y. Deng, Y. Zhou et al., Coral-like interconnected carbon aerogel modified separator for advanced lithium-sulfur batteries. Electrochim. Acta 354, 136637 (2020). https://doi.org/10.1016/j.electacta.2020.136637
L. Kovarik, M. Bowden, J. Szanyi, High temperature transition aluminas in δ-Al2O3/θ-Al2O3 stability range: review. J. Catal. 393, 357–368 (2021). https://doi.org/10.1016/j.jcat.2020.10.009
Y. Yu, Z. Li, J. Wang, W. Mei, P. Duan et al., Advanced ultra-pressure-resistant three-phase composite insulation: Halting thermal runaway in lithium-ion batteries. Energy Storage Mater. 76, 104148 (2025). https://doi.org/10.1016/j.ensm.2025.104148
J.C. Buhl, V. Petrov, Synthesis and properties of phosphate cancrinite (PO4-CAN) a synthetic counterpart of depmeierite. Z. Anorg. Allg. Chem. 647(16–17), 1647–1654 (2021). https://doi.org/10.1002/zaac.202100160
P. Sinuhaji, A. Maghfirah, F. Handoko, Manufacturing process and characterization of porous ceramics with AAS, XRD and SEM-EDX. 1ST international conference Phys. Appl. Phys. 1ST ICP&AP 2019 Fundam. Innov. Res. Improv. Compet. Dignified Nation Ind. Revolut. 4 0 2221, 110012 (2020). https://doi.org/10.1063/5.0003226
H. Yu, X. Mu, Y. Zhu, C. Liao, L. Han et al., Sandwich structured ultra-strong-heat-shielding aerogel/copper composite insulation board for safe lithium-ion batteries modules. J. Energy Chem. 76, 438–447 (2023). https://doi.org/10.1016/j.jechem.2022.10.009
S. Wu, S. Cao, H. Xie, Z. Wu, X. He, Enhanced thermal performance of 3D hybrid graphene aerogel encapsulating paraffin for battery thermal management. Int. Commun. Heat Mass Transf. 156, 107618 (2024). https://doi.org/10.1016/j.icheatmasstransfer.2024.107618
A. Leroy, B. Bhatia, C.C. Kelsall, A. Castillejo-Cuberos, M.Di Capua H. et al., High-performance subambient radiative cooling enabled by optically selective and thermally insulating polyethylene aerogel. Sci. Adv. 5(10), eaat9480 (2019). https://doi.org/10.1126/sciadv.aat9480
T. Li, H. Sun, M. Yang, C. Zhang, S. Lv et al., All-ceramic, compressible and scalable nanofibrous aerogels for subambient daytime radiative cooling. Chem. Eng. J. 452, 139518 (2023). https://doi.org/10.1016/j.cej.2022.139518
M. Yang, W. Zou, J. Guo, Z. Qian, H. Luo et al., Bioinspired “skin” with cooperative thermo-optical effect for daytime radiative cooling. ACS Appl. Mater. Interfaces 12(22), 25286–25293 (2020). https://doi.org/10.1021/acsami.0c03897
M. Qi, Y. Wang, G. Chang, R. Li, Energy-saving cooling coated fabric with robust solar reflection and water repellent properties. Fibres. Polym. 23(7), 1881–1887 (2022). https://doi.org/10.1007/s12221-022-4984-4
X. Liu, M. Zhang, Y. Hou, Y. Pan, C. Liu et al., Hierarchically superhydrophobic stereo-complex poly (lactic acid) aerogel for daytime radiative cooling. Adv. Funct. Mater. 32(46), 2207414 (2022). https://doi.org/10.1002/adfm.202207414
E.J. Carr, C.J. Wood, Rear-surface integral method for calculating thermal diffusivity: Finite pulse time correction and two-layer samples. Int. J. Heat Mass Transf. 144, 118609 (2019). https://doi.org/10.1016/j.ijheatmasstransfer.2019.118609
C.-Y. Zhu, Z.-Y. Li, H.-Q. Pang, N. Pan, Numerical modeling of the gas-contributed thermal conductivity of aerogels. Int. J. Heat Mass Transf. 131, 217–225 (2019). https://doi.org/10.1016/j.ijheatmasstransfer.2018.11.052
H.-B. Xu, C.-Y. Zhu, L. Tian, Z.-Y. Li, Applicable scope of the Rosseland model in predicting the radiative thermal conductivity of silica aerogel. Int. J. Therm. Sci. 215, 109953 (2025). https://doi.org/10.1016/j.ijthermalsci.2025.109953
H. Liu, J. Liu, Y. Tian, J. Jiao, X. Wu, Thermal insulation performance of silica aerogel composites doped with hollow opacifiers: theoretical approach. Gels 8(5), 295 (2022). https://doi.org/10.3390/gels8050295
Z. Fu, J. Corker, T. Papathanasiou, Y. Wang, Y. Zhou et al., Critical review on the thermal conductivity modelling of silica aerogel composites. J. Build. Eng. 57, 104814 (2022). https://doi.org/10.1016/j.jobe.2022.104814
F. Liu, C. He, Y. Jiang, Y. Yang, F. Peng et al., Carbon layer encapsulation strategy for designing multifunctional core-shell nanorod aerogels as high-temperature thermal superinsulators. Chem. Eng. J. 455, 140502 (2023). https://doi.org/10.1016/j.cej.2022.140502
Y. Yang, S. Sui, Y. Lu, J. Wang, Y. Sheng et al., Nanoporous carboxymethyl cellulose aerogels with enhanced thermal insulation and mechanical toughness. Carbohydr. Polym. 361, 123634 (2025). https://doi.org/10.1016/j.carbpol.2025.123634
J. Wang, L. Liu, W. Dong, J. Tao, R. Fu et al., Ultra-high radial elastic aerogel fibers for thermal insulation textile. Adv. Funct. Mater. 35(13), 2417873 (2025). https://doi.org/10.1002/adfm.202417873
C.-Y. Wang, T. Liu, X.-G. Yang, S. Ge, N.V. Stanley et al., Fast charging of energy-dense lithium-ion batteries. Nature 611(7936), 485–490 (2022). https://doi.org/10.1038/s41586-022-05281-0
Y. Huang, Y. Zhao, W. Xu, W. Bai, X. Shen et al., Study on the influence of high-rate charge/discharge cycle numbers and spacing on thermal runaway propagation in lithium-ion batteries. J. Energy Storage 115, 116005 (2025). https://doi.org/10.1016/j.est.2025.116005
Z. Tang, P. Yu, K. Lu, J. Cheng, C. Tao, Experimental study on the aging cylindrical battery thermal management system with honeycomb metal skeleton and composite phase change material. Appl. Therm. Eng. 275, 126722 (2025). https://doi.org/10.1016/j.applthermaleng.2025.126722
C. Wu, L. Wu, C. Qiu, J. Yang, X. Yuan et al., Experimental and numerical studies on lithium-ion battery heat generation behaviors. Energy Rep. 9, 5064–5074 (2023). https://doi.org/10.1016/j.egyr.2023.04.021
H. Cao, Z. Lin, D. Zhang, Y. Wang, Y. Sun, Design and optimization of thermal management system for cylindrical battery pack combining liquid cooling with phase change materials based on nondominated sorting genetic algorithm. Energy 342, 139591 (2026). https://doi.org/10.1016/j.energy.2025.139591
H. Wang, Q. Wang, X. Gong, C. Xu, C. Jin et al., Systematic analysis of elemental flow patterns during thermal runaway in traction lithium-ion batteries. J. Energy Chem. 104, 20–27 (2025). https://doi.org/10.1016/j.jechem.2024.12.006