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The Influence of the Electrolyte on Lithium Transport Through the DAAQ-TFP-COF Structure: A Molecular Dynamics Study 电解质对锂通过DAAQ-TFP-COF结构的影响:分子动力学研究
Pub Date : 2025-11-11 DOI: 10.1002/bte2.20250060
Jon Otegi, Javier Carrasco, Hegoi Manzano

Covalent organic frameworks (COFs) have emerged as promising electrode materials for lithium-ion batteries (LIBs) due to their tunable redox-active properties and environmental benefits. However, the influence of electrolytes on COF-based battery performance remains poorly understood at the molecular level. In this study, we employ molecular dynamics simulations to investigate the interaction between terephthalaldehyde and 1,3,5-tris(4-aminophenyl)benzene COF (DAAQ-TFP-COF) and two organic electrolytes: lithium bis(trifluoromethanesulfonyl)imide (LiTFSI) in tetraethylene glycol dimethyl ether (TEGDME) and LiPF6 in a mixture of ethylene carbonate and diethyl carbonate (EC/DEC). Our simulations reveal different lithium coordination environments: while LiTFSI in TEGDME shows better salt dissociation, LiPF6 in EC/DEC exhibits higher lithium self-diffusion coefficients, despite greater coordination to the COF structure. We identify that lithium transport is primarily mediated by the organic solvent, with COF coordination sites hindering mobility. These findings highlight the importance of electrolyte selection in optimizing COF-based electrodes for LIBs and provide novel insights into the interplay between structural properties and ionic dynamics in porous frameworks.

共价有机框架(COFs)由于其可调节的氧化还原活性和环境效益而成为锂离子电池(LIBs)极具前景的电极材料。然而,在分子水平上,电解质对cof基电池性能的影响仍然知之甚少。在这项研究中,我们采用分子动力学模拟研究了对苯二醛和1,3,5-三(4-氨基苯基)苯COF (DAAQ-TFP-COF)以及两种有机电解质:二(三氟甲烷磺酰)亚胺锂(LiTFSI)在四乙二醇二甲醚(TEGDME)和LiPF6在碳酸乙烯和碳酸二乙酯(EC/DEC)混合物中的相互作用。我们的模拟揭示了不同的锂配位环境:虽然TEGDME中的LiTFSI表现出更好的盐解离,但EC/DEC中的LiPF6表现出更高的锂自扩散系数,尽管与COF结构有更大的配位。我们发现锂的运输主要是由有机溶剂介导的,而COF配位位点阻碍了迁移。这些发现强调了电解质选择在优化基于cof的lib电极中的重要性,并为多孔框架中结构性质和离子动力学之间的相互作用提供了新的见解。
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引用次数: 0
A Hybrid Exponential Smoothing and LSTM Approach With Double Lightning Search for Enhanced Prediction of Lithium-Ion Battery Remaining Useful Life 基于双闪电搜索的混合指数平滑和LSTM方法增强锂离子电池剩余使用寿命预测
Pub Date : 2025-11-02 DOI: 10.1002/bte2.20250052
Mohammad Rajabzadeh, Pezhman Ghadimi, Vincent Hargaden, Nikolaos Papakostas

Lithium-ion batteries are essential in modern energy systems, supplying electricity to many consumer products that require dependable operation. This study introduces a novel method for predicting the remaining useful life (RUL) and end-of-life (EoL) of lithium-ion batteries (LIBs) using the long short-term memory (LSTM) model. The process includes getting the data ready, using exponential smoothing (ES), making a sequence, using the double lightning search algorithm (DLSA) to find the best hyperparameters, and doing iterative LSTM modeling. ES is utilized to preprocess data, reduce noise, and improve input quality for the subsequent model phases, while the iterative integration of LSTM modeling and DLSA hyperparameter optimization enhances capacity estimates across the entire battery lifecycle. The model performance is assessed using basic statistical measures, indicating consistent accuracy in predicting the state of health (SOH) and RUL. The way the time series is set up lets the LSTM accurately find important time-based relationships, even when there is much noise. Adaptive hyperparameter selection through DLSA safeguards against fluctuating degradation rates, yielding an average error of under ±0.002 ampere-hours in capacity prediction. Systematic sampling and normalization make calculations faster without changing the quality of the data. Data from the NASA Prognostics Center of Excellence on LIB performance and degradation are used to validate the model. This predictive modeling approach shows how data smoothing, deep learning, and intelligent search algorithms can improve RUL and EoL forecasts for real-time battery health monitoring and operational safety.

锂离子电池在现代能源系统中至关重要,为许多需要可靠运行的消费产品供电。本文介绍了一种利用长短期记忆(LSTM)模型预测锂离子电池剩余使用寿命(RUL)和终寿命(EoL)的新方法。该过程包括准备数据,使用指数平滑(ES),制作序列,使用双闪电搜索算法(DLSA)寻找最佳超参数,并进行迭代LSTM建模。ES用于预处理数据,降低噪声,并为后续模型阶段提高输入质量,而LSTM建模和DLSA超参数优化的迭代集成增强了整个电池生命周期的容量估计。使用基本统计措施评估模型的性能,表明在预测健康状态(SOH)和RUL方面具有一致的准确性。时间序列的设置方式使LSTM能够准确地找到重要的基于时间的关系,即使存在很多噪声。通过DLSA的自适应超参数选择可以防止退化率的波动,在容量预测中产生小于±0.002安培小时的平均误差。系统采样和归一化使计算速度更快,而不会改变数据的质量。来自NASA卓越预测中心的LIB性能和退化数据用于验证模型。这种预测建模方法展示了数据平滑、深度学习和智能搜索算法如何改进RUL和EoL预测,从而实现实时电池健康监测和运行安全。
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引用次数: 0
A Comparative Study of Agarose and Sodium Alginate-Based Gel Polymer Electrolytes for Zn-Based Batteries With CaV6O16·3H2O Cathode 琼脂糖和海藻酸钠凝胶聚合物电解质在CaV6O16·3H2O正极锌电池中的比较研究
Pub Date : 2025-11-02 DOI: 10.1002/bte2.20250055
Matteo Milanesi, Alessandro Piovano, Hamideh Darjazi, Xu Liu, Claudio Gerbaldi, Giuseppe A. Elia

Aqueous zinc-based batteries (ZIBs) are considered promising energy storage solutions, particularly targeting low-cost applications needed for levelling electricity production from renewable energy sources. However, numerous challenges need to be overcome to bring the technology to the market, chiefly including cathode dissolution, dendrite formation, hydrogen evolution reaction, and zinc corrosion. The optimisation of the electrolyte, particularly the use of gel-polymer electrolytes (GPEs), is demonstrated as a viable approach to solve or mitigate such issues. In this respect, a comparative study of two GPEs based on biopolymers, agarose and sodium alginate, is presented here. Despite the fast and facile preparation procedure, the GPEs demonstrate to be strongly effective in suppressing dendrite and byproduct formation on zinc metal anodes, due to the abundant ─OH groups along the chains in polymeric matrices. The electrochemical behaviour of GPEs is evaluated in terms of galvanostatic cycling in laboratory-scale zinc metal cells with a CaV6O16·3H2O cathode at low and high active material loadings of 2.5 and 5 mg cm2, respectively. Resulting cycling performances in terms of specific capacity and rate capability are comparable (low loading electrodes) and even outperform (high loading electrodes) those obtained with a standard liquid electrolyte (2M ZnSO4) laboratory-scale cell, thus accounting for the promising prospects of the bio-polymer GPEs as an alternative green, sustainable electrolyte for next-generation Zn-based batteries.

水性锌基电池(zib)被认为是很有前途的储能解决方案,特别是针对可再生能源发电所需的低成本应用。然而,要将该技术推向市场,还需要克服许多挑战,主要包括阴极溶解、枝晶形成、析氢反应和锌腐蚀。电解质的优化,特别是凝胶-聚合物电解质(gpe)的使用,被证明是解决或减轻此类问题的可行方法。在这方面,比较研究两种gpe基于生物聚合物,琼脂糖和海藻酸钠,在这里提出。尽管制备过程快速简便,但gpe在抑制锌金属阳极上枝晶和副产物的形成方面表现得非常有效,这是由于聚合物基体中沿链含有丰富的─OH基团。在实验室规模的锌金属电池中,以CaV6O16·3H2O为阴极,分别在2.5和5 mg cm−2的低和高活性物质负荷下,通过恒流循环来评估gpe的电化学行为。由此产生的循环性能在比容量和倍率能力方面与使用标准液体电解质(2M ZnSO4)实验室规模电池获得的性能相当(低负载电极),甚至优于(高负载电极),从而说明生物聚合物GPEs作为下一代锌基电池的替代绿色可持续电解质的前景广阔。
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引用次数: 0
Electrochemical Performance of Nitrogen-Doped Carbons: From Fundamental Studies to Practical Pouch Device 氮掺杂碳的电化学性能:从基础研究到实用袋式装置
Pub Date : 2025-11-02 DOI: 10.1002/bte2.20250057
Berta Pérez-Román, M. Alejandra Mazo, Laura Pascual, József Sándor Pap, Csaba Balázsi, Sara Ruiz-Martínez-Alcocer, Alejandra García-Gómez, Jesús López-Sánchez, Fernando Rubio-Marcos

Nitrogen-doped carbide-derived carbons (N-CDCs) are promising materials for energy storage due to their tunable structure and chemistry. Here, we design a molecular architecture strategy to promote nitrogen incorporation and microstructural control during the synthesis of N-CDCs. By varying polymerization and pyrolysis conditions, we obtain materials with hierarchical porosity and high specific surface area (SBET > 2000 m2 g−1) and nitrogen content between 1.8 and 6.4 wt.%. Electrochemical evaluation in aqueous 6 M KOH using both three- and two-electrode configurations, identifies nitrogen doping, defect density, and hierarchical porosity as key contributors to performance. The optimized N-CDC delivers a specific capacitance of 210 F g−1 at 1 A g−1, with high retention at elevated current densities. A proof-of-concept pouch cell shows 100 F g−1 at 0.5 A g−1 and stable cycling over 5000 cycles, resulting in superior coulombic efficiency. The practical applicability is demonstrated with two pouch cells connected in series to power an electronic watch (1.5 V). These findings demonstrate the effectiveness of molecular-level control in the design of high-performance carbon-based supercapacitor electrodes.

氮掺杂碳化物衍生碳(N-CDCs)由于其可调谐的结构和化学性质,是一种很有前途的储能材料。在这里,我们设计了一种分子结构策略来促进氮的结合和在n - cdc合成过程中的微观结构控制。通过不同的聚合和热解条件,我们得到了具有分层孔隙率和高比表面积(SBET > 2000 m2 g−1)和氮含量在1.8 - 6.4 wt.%之间的材料。在6 M KOH水溶液中使用三电极和两电极配置进行电化学评价,确定氮掺杂、缺陷密度和分层孔隙度是影响性能的关键因素。优化后的N-CDC在1ag−1时的比电容为210 F g−1,在高电流密度下具有高保持率。概念验证袋电池在0.5 A g−1下显示100 F g−1,稳定循环超过5000次,从而产生卓越的库仑效率。通过串联两个袋状电池为电子表供电(1.5 V),证明了其实用性。这些发现证明了分子水平控制在高性能碳基超级电容器电极设计中的有效性。
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引用次数: 0
Uncovering Full-Cell Cycling Morphology Through a Rechargeable Sodium Ion Battery Based on Tungsten Oxide and Sodium Prussian Blue Intercalation Chemistry 基于氧化钨和普鲁士蓝钠嵌入化学的可充电钠离子电池的全电池循环形态
Pub Date : 2025-10-29 DOI: 10.1002/bte2.20250056
Maria Helena Braga, Nishchith B. S., Radha Shivaramaiah, T. Ravi Kumar

Half-cells have been employed to investigate the intrinsic electrochemical behavior of the cathode material, as the chemical potential of the alkali metal reference electrode remains relatively constant during discharge. However, in full cells, the discharge mechanism is anode-dependent. Herein, a rechargeable nonaqueous sodium ion battery (SIB) is fabricated using tungsten trioxide (WO3) nanopowder on a graphite substrate as the anode and a nickel-hexacyanoferrate Prussian blue (PB) cathode to understand the dominant discharge mechanism. The battery cells are evaluated for reversibility and durability and exhibit reversible charge–discharge plateaus, confirming sodium-ion intercalation/deintercalation in both electrodes. The sodium-ion diffusion coefficient of 5.3 × 10−13 cm2.s−1 calculated using electrochemical impedance spectroscopy (EIS) is consistent with a planar finite space diffusion mechanism. Cyclic voltammetry (CV) shows a broad reversible redox peak on the WO3 anode, owing to its multiple valence states, also observed in potential versus differential capacitance (dQ/dV) and simulated density of states (DOS). The full cell demonstrates an open-circuit voltage (OCV) of 2.2 V (charged), a discharge capacity of 79 mAh.g−1 at 0.1C rate, and retains 69% of its capacity after 500 cycles, indicating promising durability and reversibility for sodium-ion storage. The charge carrier concentration (ccc), DOS, electrical and thermal conductivities, and chemical potential simulations for the charged and discharged phases, in both electrodes, reveal that the anode determines the shape of the discharge curve and the cathode the capacity of the cell. This study paves the way to predicting the behavior of a full cell, including cycling curve shape, process, dependencies, and thermal runaway.

由于在放电过程中碱金属参比电极的化学势保持相对恒定,半电池被用来研究正极材料的固有电化学行为。然而,在满电池中,放电机制是阳极依赖的。本文以石墨衬底上的三氧化钨(WO3)纳米粉末为阳极,六氰高铁镍普鲁士蓝(PB)为阴极制备了一种可充电非水钠离子电池(SIB),以了解其主要放电机制。对电池的可逆性和耐久性进行了评估,并表现出可逆的充放电平台,证实了钠离子在两个电极中的嵌入/脱嵌。钠离子扩散系数为5.3 × 10−13 cm2。电化学阻抗谱(EIS)计算的s−1符合平面有限空间扩散机制。循环伏安法(CV)显示,由于WO3阳极具有多种价态,在电位与差分电容(dQ/dV)和模拟态密度(DOS)中也观察到一个宽的可逆氧化还原峰。完整电池的开路电压(OCV)为2.2 V(充电),放电容量为79毫安时。在0.1C速率下g−1,在500次循环后仍能保持69%的容量,这表明了钠离子存储的耐久性和可逆性。在两个电极中,电荷载流子浓度(ccc)、DOS、电导率和热传导率以及化学势的模拟表明,阳极决定了放电曲线的形状,阴极决定了电池的容量。这项研究为预测完整电池的行为铺平了道路,包括循环曲线形状、过程、依赖关系和热失控。
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引用次数: 0
Cross-Linked Acrylate Binder for High-Rate Graphite Anodes 高速率石墨阳极用交联丙烯酸酯粘结剂
Pub Date : 2025-10-27 DOI: 10.1002/bte2.20250059
Katarzyna Hofmann, Anna Smith, Norbert Willenbacher

Sodium carboxymethyl cellulose (CMC) and polyacrylic acid (PAA) are state-of-the-art binders in aqueous-processed anodes for lithium-ion batteries. Binders act as dispersing agents and rheology modifiers in aqueous slurries, while also providing mechanical integrity of dry electrodes during battery fabrication and operation. However, despite their low concentration, they may have detrimental effects on the conductivity and electrochemical performance of batteries, for example, due to their adsorption on active material particles, which is supposed to limit Li+ insertion and extraction, but also affect electrode microstructure and adhesion to the current collector. Here, a commercially available, cross-linked acrylate binder (Carbopol® Ultrez10, x-PAA) with high thickening efficiency is applied for graphite anodes. At lower polymer content, anode slurries based on x-PAA exhibit high-shear viscosities similar to those of the CMC reference and provide a yield stress, which is advantageous for slurry stability. Furthermore, SBR content could be reduced without loss of adhesion strength compared to the CMC reference, since x-PAA does not adsorb onto graphite. Thus, the total binder content could be lowered by about 40% in comparison to reference anodes comprising CMC. The substantial reduction in total binder amount resulted in slightly lower long-term stability compared to the reference cell including CMC. Cells incorporating x-PAA, however, outperformed references under fast-charging conditions (up to 5C) presumably since x-PAA does not adsorb on graphite, thus enabling more effective Li+ insertion and extraction. Further refinement of crosslinking microstructure may enable fabrication of electrodes with higher energy density and higher capacity retention during cycling, irrespective of cycling rate.

羧甲基纤维素钠(CMC)和聚丙烯酸(PAA)是锂离子电池水处理阳极中最先进的粘合剂。粘合剂在水泥浆中充当分散剂和流变改性剂,同时在电池制造和操作过程中提供干电极的机械完整性。然而,尽管它们的浓度很低,但它们可能会对电池的电导率和电化学性能产生不利影响,例如,由于它们吸附在活性物质颗粒上,本应限制Li+的插入和提取,但也会影响电极的微观结构和与集流器的粘附。在这里,具有高增稠效率的市售交联丙烯酸酯粘合剂(Carbopol®Ultrez10, x-PAA)应用于石墨阳极。在聚合物含量较低时,基于x-PAA的阳极浆料表现出与CMC参考材料相似的高剪切粘度,并提供屈服应力,这有利于浆料的稳定性。此外,由于x-PAA不会吸附在石墨上,因此与CMC基准相比,SBR的含量可以在不损失粘附强度的情况下减少。因此,与含有CMC的参考阳极相比,总粘结剂含量可降低约40%。与含有CMC的对照细胞相比,总粘合剂量的大幅减少导致长期稳定性略有降低。然而,含有x-PAA的电池在快速充电条件下(高达5C)的表现优于参考电池,可能是因为x-PAA不会吸附在石墨上,从而能够更有效地插入和提取Li+。交联微观结构的进一步细化可以使电极在循环过程中具有更高的能量密度和更高的容量保留,而不考虑循环速率。
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引用次数: 0
Room Temperature Calcium-Ion Battery Enabled by Calcium Citrate as a Calcium Salt 以柠檬酸钙为钙盐的室温钙离子电池
Pub Date : 2025-10-22 DOI: 10.1002/bte2.20250071
Ameneh Taghavi-Kahagh, Hossein Roghani-Mamaqani, Mehdi Salami-Kalajahi

This study explores the development of calcium-ion batteries (CIBs) by focusing on the design of a novel electrolyte to overcome key challenges, such as poor calcium plating/stripping. Hydrated vanadium pentoxide (H-V₂O₅) served as the cathode, and graphite acted as the anode. Tricalcium dicitrate tetrahydrate (Ca-citrate) salt was used for the first time in an ethylene carbonate/propylene carbonate (EC/PC) solvent system. Ca-citrate showed marked improvement in ionic conductivity (up to 2.6 × 10−1 S/cm) and electrochemical stability (~6 V) relative to traditional Ca-nitrate (2.5 V) and also displayed better capacity retention. To solve the solubility limitations of Ca-citrate in EC/PC, highly diluted (0.001 M) solution of EC/PC and modified electrolytes with cosolvents like poly(ethylene glycol) 200 (PEG 200) and trifluoroacetic anhydride (TFA) were studied. PEG 200 increased solubility and stability through hydrogen bonding, while TFA increased ionic mobility but decreased electrochemical stability. The PEG-modified electrolyte achieved a stability window of ~4 V with a charge/discharge capacity of ~198 mAh/g. Additionally, using ethylene glycol (EG) as an alternative solvent increased the electrochemically reversible, soluble, and capacitive Ca-citrate (up to 708 mAh/g, 85 mA/g). EG-based electrolyte showed high columbic efficiency (~99%–100%) and stable interfacial behavior.

本研究探讨了钙离子电池(cib)的发展,重点是设计一种新型电解质,以克服诸如钙镀层/剥离不良等关键挑战。水合五氧化钒(H-V₂O₅)作为阴极,石墨作为阳极。首次将柠檬酸三钙盐应用于碳酸乙烯/碳酸丙烯(EC/PC)溶剂体系中。与传统的硝酸钙(2.5 V)相比,柠檬酸钙的离子电导率(高达2.6 × 10−1 S/cm)和电化学稳定性(~6 V)有显著提高,并且具有更好的容量保持能力。为了解决柠檬酸钙在EC/PC中的溶解度限制,研究了EC/PC的高度稀释(0.001 M)溶液和用聚乙二醇200 (PEG 200)和三氟乙酸酐(TFA)等助溶剂修饰的电解质。PEG 200通过氢键作用提高了溶解度和稳定性,TFA提高了离子迁移率,但降低了电化学稳定性。peg修饰的电解质稳定窗口为~4 V,充放电容量为~198 mAh/g。此外,使用乙二醇(EG)作为替代溶剂增加了电化学可逆、可溶性和电容性柠檬酸钙(高达708 mAh/g, 85 mA/g)。电解质具有较高的柱效率(~99% ~ 100%)和稳定的界面行为。
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引用次数: 0
Electrochemical Evaluation of Polydopamine/MXene Nanocomposite Cathodes for Lithium- and Potassium-Ion Batteries 锂、钾离子电池用聚多巴胺/MXene纳米复合阴极的电化学评价
Pub Date : 2025-10-22 DOI: 10.1002/bte2.20250032
Amirreza Namvar-Amghani, Marzieh Golshan, Hossein Roghani-Mamaqani, Mehdi Salami-Kalajahi

In this study, a series of polydopamine (PDA)/MXene nanocomposites with varying weight ratios (90:10, 70:30, and 50:50) are synthesized via in situ polymerization and evaluated as cathode materials for both lithium-ion (LIBs) and potassium-ion batteries (KIBs). Electrochemical evaluations revealed superior performance of these composites in LIB systems, attributed to smaller ionic radius and faster diffusion kinetics of Li compared to K. PDA exhibits low capacities of 98.6 and 96.1 mAh g-1 for LIB and KIB, respectively. The incorporation of conductive MXene into PDA resulted in significantly improved performance. The PDA90MXene10, PDA70MXene30, and PDA50MXene50 nanocomposites delivered high specific capacities of 198.5, 297.8, and 246.6 mAh g−1 for LIBs, and 165.3, 249.3, and 171.8 mAh g−1 for KIBs, respectively, at 100 mA g−1. These materials also exhibited excellent rate capabilities, with capacities of 133.1, 171.4, and 163.4 mAh g−1 for LIBs, and 131.1, 151.5, and 125.2 mAh g−1 for KIBs at a high current density of 5 A g−1. Among all compositions, PDA70MXene30 demonstrated the most outstanding electrochemical performance, underscoring synergistic effect between redox-active PDA and highly conductive MXene nanosheets. This synergy facilitates improved electron transport and ion diffusion, making PDA70MXene30 a promising candidate for high-performance cathodes in both LIBs and KIBs.

本研究通过原位聚合合成了不同重量比(90:10,70:30和50:50)的聚多巴胺(PDA)/MXene纳米复合材料,并对其作为锂离子电池(LIBs)和钾离子电池(KIBs)的正极材料进行了评价。电化学评价表明,这些复合材料在LIB系统中的性能优越,这归因于Li +比K +的离子半径更小,扩散动力学更快。PDA对LIB和KIB的容量分别为98.6 mAh g-1和96.1 mAh g-1。将导电MXene掺入PDA后,性能显著提高。PDA90MXene10、PDA70MXene30和PDA50MXene50纳米复合材料在100 mA g - 1下,LIBs的比容量分别为198.5、297.8和246.6 mAh g - 1, kib的比容量分别为165.3、249.3和171.8 mAh g - 1。这些材料还表现出优异的倍率能力,在高电流密度为5a g - 1时,lib的容量为133.1,171.4和163.4 mAh g - 1, kib的容量为131.1,151.5和125.2 mAh g - 1。其中,PDA70MXene30的电化学性能最为突出,体现了氧化还原活性PDA与高导电性MXene纳米片之间的协同作用。这种协同作用有助于改善电子传递和离子扩散,使PDA70MXene30成为lib和kib中高性能阴极的有希望的候选者。
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引用次数: 0
Back Cover Image, Volume 4, Issue 6, November 2025 封底图片,第四卷,第六期,2025年11月
Pub Date : 2025-10-21 DOI: 10.1002/bte2.70059

Back Cover: Accurate state of health estimation is critical for battery management systems in electric vehicles. In article number BTE.20240126, Zhiqiang Lyu, Xinyuan Wei, Longxing Wu and Chunhui Liu leverages the open source battery cell data set to address the aging model SOH estimation. To handle nonlinearity and feature coupling, a flexible data-driven aging model is proposed, employing dual Gaussian process regressions and transfer learning to enhance model efficiency and accuracy. Adaptive filtering via the Particle filter further refines the model by integrating aging features and output capacity, resulting in a close loop data fusion approach for precise SOH.

后盖:准确的健康状态估计对电动汽车电池管理系统至关重要。在文章编号BTE.20240126中,吕志强、魏鑫源、吴龙星和刘春辉利用开源电池单体数据集解决了老化模型SOH估计问题。为了处理非线性和特征耦合,提出了一种灵活的数据驱动老化模型,采用双高斯过程回归和迁移学习来提高模型的效率和准确性。通过粒子滤波的自适应滤波通过整合老化特征和输出能力进一步细化模型,从而形成精确SOH的闭环数据融合方法。
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引用次数: 0
Cover Image, Volume 4, Issue 6, November 2025 封面图片,第四卷,第6期,2025年11月
Pub Date : 2025-10-21 DOI: 10.1002/bte2.12197

Front Cover: Insight Into Puncture-Induced Thermal Runaway in Lithium-Ion Batteries to Reduce Fire Risks in Electric Vehicle Collisions. In article number BTE.20250036, Hong Zhao, Xiangkun Bo, Zhiguo Zhang, Li Wang, Walid A. Daoud and Xiangming He provided an analysis of experimental and modeling studies to establish the hierarchy of thermal runaway initiation and its influencing factors, including battery status and penetration protocols. Furthermore, he proposed materials-by-design approaches for developing intrinsically safe lithium-ion batteries (LIBs) that maintain energy density while achieving automotive-grade mechanical robustness (ISO 6469-1 compliance), ultimately advancing collision-resilient electric vehicle battery systems.

封面:洞察锂离子电池的刺痛性热失控,以降低电动汽车碰撞中的火灾风险。在文章编号BTE.20250036中,赵红、薄祥坤、张志国、王丽、Walid A. Daoud和何向明通过实验和模型研究分析,建立了电池状态和侵穿方案等热失控起始层次及其影响因素。此外,他还提出了基于设计的材料方法,用于开发本质安全锂离子电池(lib),该电池在保持能量密度的同时实现汽车级的机械稳健性(符合ISO 6469-1标准),最终推进抗碰撞电动汽车电池系统。
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Battery Energy
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