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Long-term sealing technology for proton exchange membrane fuel cells: Challenges and prospects in materials, structures and processes 质子交换膜燃料电池的长期密封技术:材料、结构和工艺方面的挑战和前景
IF 7.9 2区 工程技术 Q1 CHEMISTRY, PHYSICAL Pub Date : 2026-01-30 DOI: 10.1016/j.jpowsour.2025.239135
Senyang Mo , Yi Zhang , Xiaomin Meng , Chengxin Li , Xin Gao , Michael Heere , Junsheng Zheng , Pingwen Ming
Long-term sealing reliability remains a major obstacle to the large-scale application of proton exchange membrane fuel cells, particularly under the elevated temperatures and extended service lifetimes required for heavy-duty fuel cell trucks. This paper provides a systematic comparison of existing sealing structures, classifications, and materials, assessing their advantages and disadvantages. It summarizes the key challenges currently facing sealing technologies, including the limited understanding of material aging under harsh operating conditions, the difficulty of achieving stable interfaces between frame materials and adhesives, and the lack of theoretical support and rapid evaluation methods for advanced sealing processes. It further outlines prospective development directions in four key areas: sealing structural design, material innovations, process optimization, and integrated sealing strategies. These insights aim to support the development of more robust and thermally durable sealing solutions for next-generation proton exchange membrane fuel cell systems.
长期密封可靠性仍然是质子交换膜燃料电池大规模应用的主要障碍,特别是在重型燃料电池卡车需要的高温和延长使用寿命的情况下。本文对现有的密封结构、分类和材料进行了系统的比较,评估了它们的优缺点。它总结了目前密封技术面临的主要挑战,包括对苛刻操作条件下材料老化的理解有限,难以实现框架材料与粘合剂之间的稳定界面,以及缺乏先进密封工艺的理论支持和快速评估方法。并在密封结构设计、材料创新、工艺优化和集成密封策略四个关键领域提出了未来的发展方向。这些见解旨在为下一代质子交换膜燃料电池系统开发更坚固、热耐用的密封解决方案。
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引用次数: 0
TiO2 structural support effects on the durability and recovery characteristics of proton exchange membrane fuel cell electrodes TiO2结构支撑对质子交换膜燃料电池电极耐久性和回收特性的影响
IF 7.9 2区 工程技术 Q1 CHEMISTRY, PHYSICAL Pub Date : 2026-01-30 DOI: 10.1016/j.jpowsour.2026.239424
Jimin Park , Seunghyun Jo , JunHwa Kwon , Hena Lee , Do Hyung Kweon , Donghoon Shin , Ohsub Kim , Katie Heeyum Lim , Jong Geun Seong , Kwang Ho Song , Jong Hyun Jang , Hee-Young Park
Proton-exchange membrane fuel cells (PEMFCs) have already entered commercial use in the transportation sector; however, enhancing their durability remains a key requirement for enhancing their competitiveness against internal combustion engines. Among the various degradation mechanisms, cathode deterioration plays a decisive role, with carbon support corrosion being particularly detrimental because of irreversible structural collapse within the electrode. Although introduction of structural additives has been proposed as a strategy of mitigating such degradation, previous studies have been limited by the concurrent contribution of electronic or ionic conductivity to these additives, making it challenging to isolate the pure structural reinforcement effect. In this study, the authors employ a star-shaped TiO2 (ST) structure—an electrically and ionically low-conductive, corrosion-resistant material—to exclusively evaluate the structural stabilization effect on electrode degradation and durability. Gas chromatography analysis confirmed that the addition does not alter the extent of carbon corrosion. However, the ST-containing electrodes exhibited superior preservation of electrode thickness, pore structure, and capacitance compared to the cases in the reference electrode. As a result, the optimized ST electrode demonstrated more than twice the durability of the baseline electrode, while maintaining equal or higher initial performance. The findings demonstrate that not loss of conductivity but the structural collapse is the dominant factor limiting the durability of PEMFC under carbon corrosion conditions. Furthermore, this study is the first to experimentally isolate and quantify the pure structural stabilization effect using a low-conductive structural support, providing a design direction for next-generation durable PEMFC electrodes.
质子交换膜燃料电池(pemfc)已经在交通运输领域进入商业应用;然而,提高它们的耐久性仍然是提高它们与内燃机竞争能力的关键要求。在各种降解机制中,阴极劣化起着决定性的作用,由于电极内部不可逆的结构崩溃,碳载体腐蚀尤为有害。虽然已经提出引入结构添加剂作为减轻这种降解的策略,但先前的研究受到电子或离子电导率对这些添加剂的同时贡献的限制,使得很难分离出纯粹的结构增强效应。在这项研究中,作者采用了一种星形TiO2 (ST)结构——一种电导率和离子导电性低、耐腐蚀的材料——来专门评估结构稳定对电极降解和耐久性的影响。气相色谱分析证实,添加不改变碳腐蚀的程度。然而,与参比电极相比,含有st的电极在电极厚度、孔结构和电容方面表现出更好的保存。结果,优化后的ST电极的耐用性是基准电极的两倍以上,同时保持相同或更高的初始性能。研究结果表明,在碳腐蚀条件下,限制PEMFC耐久性的主要因素不是导电性损失,而是结构坍塌。此外,该研究首次通过实验分离并量化了使用低导电性结构支撑的纯结构稳定效应,为下一代耐用PEMFC电极的设计提供了方向。
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引用次数: 0
Elevating oxygen vacancy of Co-free high-entropy oxide anode by lithium doping enables long-cycle lithium-ion batteries 通过锂掺杂提高无co高熵氧化阳极的氧空位,实现了长循环锂离子电池
IF 7.9 2区 工程技术 Q1 CHEMISTRY, PHYSICAL Pub Date : 2026-01-30 DOI: 10.1016/j.jpowsour.2026.239372
Jingyi Hao , Jiale Wang , Weihua Zhang , Xuelei Li , Zhihui Xu , Huirong Liu , Hexige Wuliji , Aruuhan Bayaguud
High-entropy oxides (HEOs) have attracted significant attention as potential anode materials for lithium-ion batteries (LIBs) owing to their exceptional theoretical capacity. In this work, a cobalt-free high-entropy oxide (HEO) anode material is prepared through a solid-state method and doped with lithium ions. Moreover, the stability mechanism and electronic properties of the material are characterized using experiments and density functional theory (DFT) calculations. The prepared HEOs [Lix (Cr0.2Fe0.2Ni0.2Mn0.2Cu0.2)1-x]3O4 (x = 0, 0.05, 0.1, 0.2) are all have a single-phase spinel structure. The undoped (Cr0.2Fe0.2Ni0.2Mn0.2Cu0.2)3O4 (HEO-0) maintains a specific capacity of 632.3 mAh g−1 following 250 cycles at 0.1 A g−1. This performance can be further enhanced through lithium doping. In particular, the HEO-10 (x = 0.1) achieves a specific capacity of 765.0 mAh g−1 after 250 cycles at 0.1 A g−1, while preserving 181.4 mAh g−1 following 1500 cycles at 1 A g−1. This performance enhancement originates primarily from lithium-induced oxygen vacancies, which generate additional active sites for lithium storage and accelerate ion transport kinetics.
高熵氧化物(HEOs)作为锂离子电池(LIBs)的潜在负极材料,由于其优异的理论容量而备受关注。本文采用固态法制备了无钴高熵氧化物(HEO)负极材料,并掺杂锂离子。此外,利用实验和密度泛函理论(DFT)对材料的稳定性机理和电子性能进行了表征。制备的HEOs [Lix (Cr0.2Fe0.2Ni0.2Mn0.2Cu0.2)1-x]3O4 (x = 0,0.05, 0.1, 0.2)均为单相尖晶石结构。未掺杂的(Cr0.2Fe0.2Ni0.2Mn0.2Cu0.2)3O4 (HEO-0)在0.1 a g−1下循环250次后保持632.3 mAh g−1的比容量。这种性能可以通过锂掺杂进一步增强。特别是,HEO-10 (x = 0.1)在0.1 a g−1下循环250次后达到765.0 mAh g−1,而在1 a g−1下循环1500次后保持181.4 mAh g−1。这种性能的增强主要源于锂诱导的氧空位,它产生了额外的锂储存活性位点,并加速了离子传输动力学。
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引用次数: 0
Synergistic WO3/CeO2 nanorod electrocatalysts boosting hydrogen evolution reaction in acidic electrolytes 协同WO3/CeO2纳米棒电催化剂促进酸性电解质中析氢反应
IF 7.9 2区 工程技术 Q1 CHEMISTRY, PHYSICAL Pub Date : 2026-01-29 DOI: 10.1016/j.jpowsour.2026.239392
Huimin Jiang , Eswaramoorthi Thiruganasambandam , Hui Guo , Kaiyu Liu , Zhe Feng , Jianjian Lin
In response to the global trend towards the transition to a cleaner energy structure and the need to improve water electrolysis hydrogen production and energy efficiency, researchers aim to develop efficient and stable electrocatalysts. In this study, a series of WO3 electrocatalysts supported on CeO2 with a small cube-like CeO2-supported nanorod morphology (WO3/CeO2-2) were successfully synthesized using a hydrothermal method and calcined in air. Especially, the WO3CeO2-2 catalyst exhibits a composite nanostructure comprising uniformly dispersed cubic nanoparticles and nanorods. This morphological configuration, particularly the pronounced surface roughness, facilitates a higher density of exposed active sites. Furthermore, the heterojunction interface formed between WO3 and CeO2 promotes efficient electron transfer from Ce to W, while the synergistic interaction with the support material substantially enhances the hydrogen evolution reaction (HER) activity. The innovative designed WO3/CeO2-2 electrocatalyst delivers exceptional HER activity in acidic electrolyte, as achieving low overpotential of 120.15 mV at 10 mA cm−2 and excellent long-term stability enduring 50 h. Overall, the WO3 electrocatalyst supported on CeO2 demonstrates exceptional HER activity, providing a promising and efficient synthesis route for high-performance tungsten oxide-based systems.
为了应对全球向清洁能源结构过渡的趋势以及提高水电解制氢和能源效率的需要,研究人员致力于开发高效稳定的电催化剂。在本研究中,采用水热法成功合成了一系列具有小立方状CeO2负载纳米棒形貌(WO3/CeO2-2)的CeO2负载WO3电催化剂,并在空气中煅烧。特别是,WO3CeO2-2催化剂呈现出由均匀分散的立方纳米颗粒和纳米棒组成的复合纳米结构。这种形态结构,特别是明显的表面粗糙度,有利于较高的暴露活性位点密度。此外,WO3和CeO2之间形成的异质结界面促进了电子从Ce到W的有效转移,而与载体材料的协同作用大大提高了析氢反应(HER)的活性。创新设计的WO3/CeO2-2电催化剂在酸性电解质中具有优异的HER活性,在10 mA cm -2下可达到120.15 mV的低过电位,并具有持续50小时的优异长期稳定性。总体而言,CeO2负载的WO3电催化剂具有优异的HER活性,为高性能氧化钨基体系的合成提供了一条有前途的高效途径。
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引用次数: 0
Phase-transition-optimized Fe–Ni coordination in a NiS/FeS heterostructure for high-performance water electrolysis 高性能水电解用NiS/FeS异质结构中相变优化的Fe-Ni配位
IF 7.9 2区 工程技术 Q1 CHEMISTRY, PHYSICAL Pub Date : 2026-01-29 DOI: 10.1016/j.jpowsour.2026.239433
Rongfang Zhang , Jinli Zhu , Yunchao Jiang , Daqiang Gao , Bo Wang
Designing active and stable electrocatalysts with economic efficiency for oxygen evolution reaction (OER) and hydrogen evolution reaction (HER) is essential for developing water electrolysis. Here, we report that FeNi2S4 undergoes a high-temperature–driven phase transition to form a NiS/FeS heterostructure. X-ray photoelectron spectroscopy and X–ray absorption near edge structure analyses reveal interfacial electron transfer from Ni to Fe, which optimizes the Fe–Ni coordination environment and accelerates charge transfer, thereby significantly enhancing the electrocatalytic performance for water splitting. Theoretical calculations disclose that Ni sites favor OER with a rate-determining step energy barrier of 1.70 eV, whereas Fe sites markedly promote the HER with a minimal barrier of 0.02 eV. The optimized catalyst (FNS-500) delivers exceptional OER activity with an overpotential of 197 mV in alkaline media and outstanding HER activity of 107 mV in acid media at 10 mA cm−2. This work underscores the effectiveness of phase-structure engineering in developing efficient and low-cost electrocatalysts for sustainable hydrogen production.
为析氧反应(OER)和析氢反应(HER)设计活性稳定、经济高效的电催化剂是发展水电解的必要条件。在这里,我们报道了FeNi2S4经历了高温驱动的相变,形成NiS/FeS异质结构。x射线光电子能谱和x射线吸收近边结构分析表明,界面电子从Ni向Fe转移,优化了Fe - Ni配位环境,加速了电荷转移,从而显著提高了电催化水裂解的性能。理论计算表明,Ni位点以1.70 eV的速率决定阶跃能垒有利于OER,而Fe位点以0.02 eV的最小势垒显著促进HER。优化后的催化剂(FNS-500)在碱性介质中具有优异的过电位197 mV,在酸性介质中具有优异的过电位107 mV,电流为10 mA cm - 2。这项工作强调了相结构工程在开发高效、低成本的可持续制氢电催化剂方面的有效性。
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引用次数: 0
Electronic and optical coupling in semiconductor nanostructures: A systematic review of quantum dots, nanowires, and nanoplatelets for high-efficiency solar cells 半导体奈米结构中的电子与光学耦合:用于高效率太阳能电池的量子点、奈米线与奈米片的系统回顾
IF 7.9 2区 工程技术 Q1 CHEMISTRY, PHYSICAL Pub Date : 2026-01-29 DOI: 10.1016/j.jpowsour.2026.239394
Hassan Jubair
This systematic review critically analyzes the electronic and optical coupling regimes in semiconductor nanostructures, specifically quantum dots (QDs), nanowires (NWs), and nanoplatelets (NPLs), to determine their efficacy in next-generation perovskite and silicon tandem solar cells. Unlike previous reviews that focus primarily on material synthesis, this study isolates the specific physical mechanisms of interaction, including Förster Resonance Energy Transfer (FRET), carrier multiplication (CM), and wavefunction overlapping, to quantify their impact on the Shockley-Queisser limit. A systematic analysis of experimental and theoretical studies published up to September 2025 indicates that non-radiative energy transfer (NRET) efficiency is strictly governed by the inverse-sixth-power distance dependence (1/R6), necessitating interface engineering within the Förster radius (<10 nm) for effective charge separation. The synthesis reveals that integrating dimensionality-tuned nanostructures into tandem architectures can boost power conversion efficiency (PCE) towards 30 % by mitigating thermalization losses. However, the analysis identifies a critical trade-off between coupling efficiency and excitonic stability, particularly in lead-halide systems. This work provides a physically grounded roadmap for overcoming the interface limitations currently stalling the commercial deployment of nanostructured photovoltaics.
本系统综述批判性地分析了半导体纳米结构中的电子和光学耦合机制,特别是量子点(QDs)、纳米线(NWs)和纳米片(NPLs),以确定它们在下一代钙钛矿和硅串联太阳能电池中的功效。与以往主要关注材料合成的综述不同,本研究分离了相互作用的特定物理机制,包括Förster共振能量转移(FRET)、载流子乘法(CM)和波函数重叠,以量化它们对Shockley-Queisser极限的影响。对截至2025年9月发表的实验和理论研究的系统分析表明,非辐射能量传递(NRET)效率严格受6次方距离逆依赖关系(1/R6)的约束,因此需要在Förster半径(<10 nm)范围内进行界面工程以实现有效的电荷分离。合成表明,将尺寸调谐纳米结构集成到串联结构中可以通过减少热化损失将功率转换效率(PCE)提高到30%。然而,分析确定了耦合效率和激子稳定性之间的关键权衡,特别是在卤化铅系统中。这项工作为克服目前阻碍纳米结构光伏商业部署的界面限制提供了一个物理基础路线图。
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引用次数: 0
Dual engineering of electronic structure and interface: A synergistic Co-doped δ-MnO2/MXene cathode for Zn-ion batteries with ultrahigh capacity and cycling stability 电子结构和界面的双重工程:具有超高容量和循环稳定性的锌离子电池协同共掺杂δ-MnO2/MXene阴极
IF 7.9 2区 工程技术 Q1 CHEMISTRY, PHYSICAL Pub Date : 2026-01-29 DOI: 10.1016/j.jpowsour.2026.239377
Shaolin Yang , Panpan Fu , Zexi Chen , Shihao Chang , Qianqian Song , Jiandong Wu , Tong Xue , Chunping Hou , Zhilin Sheng
The practical application of manganese dioxide (MnO2) in Zn-ion batteries (ZIBs) is hindered by intrinsic limitations such as low electronic conductivity, slow ion diffusion, and structural instability. To address these challenges, we report a Co-doped δ-MnO2/MXene composite (CMM) cathode, fabricated via a facile one-step room-temperature synthesis. This design creates a synergistic coupling effect, where MXene provides a conductive scaffold while cobalt doping modulates the electronic structure of MnO2. This dual modification collectively enhances electrical conductivity, expands the active surface area, and significantly accelerates ion diffusion kinetics. As a ZIB cathode, the CMM electrode demonstrates exceptional charge storage performance: delivering a high specific capacity of 480.9 mAh g−1 at 0.1 A g−1, and exhibiting exceptional long-term durability with over 100 % capacity retention after 2000 cycles at 1 A g−1. Remarkably, it achieves an outstanding energy density of 651.6 Wh kg−1 at a power density of 135.5 W kg−1, significantly outperforming both δ-MnO2/MXene (MM) and pristine δ-MnO2 cathodes. This work establishes an effective synergistic regulation strategy and provides profound insights into the design of high-performance cathode materials for advanced energy storage systems.
二氧化锰(MnO2)在锌离子电池(zbs)中的实际应用受到诸如低电子导电性、离子扩散缓慢和结构不稳定等固有限制的阻碍。为了解决这些挑战,我们报道了一种共掺杂δ-MnO2/MXene复合材料(CMM)阴极,通过简单的一步室温合成制备。该设计创造了一种协同耦合效应,其中MXene提供导电支架,而钴掺杂调节MnO2的电子结构。这种双重改性共同提高了电导率,扩大了活性表面积,并显著加速了离子扩散动力学。作为ZIB阴极,CMM电极表现出优异的电荷存储性能:在0.1 ag−1时提供480.9 mAh g−1的高比容量,并且在1 ag−1下循环2000次后表现出优异的长期耐用性,容量保持率超过100%。值得注意的是,它在135.5 W kg - 1的功率密度下获得了651.6 Wh kg - 1的能量密度,显著优于δ-MnO2/MXene (MM)和原始δ-MnO2阴极。这项工作建立了一个有效的协同调节策略,并为先进储能系统的高性能正极材料的设计提供了深刻的见解。
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引用次数: 0
A fusion framework for real vehicle battery capacity estimation and prediction 真实汽车电池容量估计与预测的融合框架
IF 7.9 2区 工程技术 Q1 CHEMISTRY, PHYSICAL Pub Date : 2026-01-29 DOI: 10.1016/j.jpowsour.2026.239439
Qiang Li , Qingdi Liu , Jianguo Chen , Dongxu Guo , Zhicheng Zhu , Guoxin Yu , Xuebing Han , Yuejiu Zheng
With the rapid proliferation of electric vehicles (EVs) and energy storage systems, accurate capacity estimation and lifetime prediction of lithium-ion power batteries are essential for system safety and operational optimization. Although many models have been proposed under laboratory conditions, their applicability in real-vehicle environments remains largely unverified due to signal noise, temperature fluctuation, and data discontinuity. To address this issue, this study proposes a real-vehicle-oriented hybrid framework that integrates the Equivalent Circuit Model (ECM) and the Discrete Arrhenius Aging Model (DAAM) through a Dual Extended Kalman Filter. The ECM parameters are globally identified using Particle Swarm Optimization, while the DAAM parameters are updated online to capture the nonlinear effects of temperature, cycling, and degradation. The fusion of ECM and DAAM outputs enables continuous and robust capacity estimation. Validation based on laboratory accelerated-aging tests and large-scale real-vehicle data demonstrates that the proposed model achieves mean absolute percentage errors of 0.63 % and 1.55 % under laboratory and real-vehicle conditions, respectively, outperforming single-model approaches. This work provides the first large-scale engineering validation of the ECM–DAAM hybrid framework, offering a practical and accurate solution for battery capacity estimation and lifetime prediction in real-world EV applications.
随着电动汽车和储能系统的快速发展,锂离子动力电池的准确容量估算和寿命预测对系统的安全性和运行优化至关重要。尽管在实验室条件下提出了许多模型,但由于信号噪声、温度波动和数据不连续,它们在真实车辆环境中的适用性在很大程度上仍未得到验证。为了解决这一问题,本研究提出了一个面向实际车辆的混合框架,该框架通过双扩展卡尔曼滤波器将等效电路模型(ECM)和离散Arrhenius老化模型(DAAM)集成在一起。采用粒子群算法对ECM参数进行全局辨识,同时对DAAM参数进行在线更新,以捕捉温度、循环和退化等非线性效应。ECM和DAAM输出的融合实现了连续和稳健的容量估计。基于实验室加速老化试验和大规模真实车辆数据的验证表明,该模型在实验室和真实车辆条件下的平均绝对百分比误差分别为0.63%和1.55%,优于单一模型方法。这项工作为ECM-DAAM混合框架提供了第一次大规模的工程验证,为实际电动汽车应用中的电池容量估计和寿命预测提供了实用而准确的解决方案。
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引用次数: 0
Empowering energy storage performance of pyrochlore dielectrics through multicomponent octahedral interactions and nanodomain tuning 通过多组分八面体相互作用和纳米畴调谐增强焦绿盐电介质的储能性能
IF 7.9 2区 工程技术 Q1 CHEMISTRY, PHYSICAL Pub Date : 2026-01-29 DOI: 10.1016/j.jpowsour.2026.239375
Seung Yong Lee , Hyunseung Kim , Changyeon Baek , Min-Ku Lee , Sang-il Yoon , Yong Zhang , Andris Šutka , Gyoung-Ja Lee , Do Kyung Kim , Chang Kyu Jeong
This study investigates the impact of B-site (Zn/Ti/Nb) compositional tuning on the energy storage properties of (Bi1.5Zn0.5)(Zn0.5-x/3TixNb1.5-2x/3)O7 (BZTN) pyrochlore ceramics. By systematically varying the Ti content (x = 0, 0.3, 0.9, 1.5 mol%), we investigate the role of ZnO6, TiO6, and NbO6 octahedra in governing domain structure and, consequently, dielectric and energy storage performance. X-ray diffraction and Raman spectroscopy confirm the formation of a single-phase pyrochlore structure, with Ti exclusively occupying the B-site, increasing B-site configurational entropy. Microstructural analysis reveals that Ti addition inhibits grain growth, influencing domain configuration. Dielectric measurements identify BZTN09 (x = 0.9) as the optimal composition, achieving a balanced dielectric permittivity, low loss, and excellent temperature stability. Notably, BZTN09 exhibits a high charge-discharge efficiency (97 %) and stable energy storage performance up to 200 °C. Positive-up-negative-down (PUND) measurements indicate that BZTN09 possesses more reversible polarization behavior than other compositions. This enhancement is attributed to the formation of highly switchable polar nano-regions (PNRs) stabilized by a small fraction of ZnO6 octahedra. These findings highlight the critical role of compositional control in optimizing domain structure within pyrochlore dielectrics, advancing the development of high-performance energy storage materials for capacitor applications.
本研究研究了b位(Zn/Ti/Nb)组成调谐对(Bi1.5Zn0.5)(Zn0.5-x/3TixNb1.5-2x/3)O7 (BZTN)焦绿石陶瓷储能性能的影响。通过系统地改变Ti含量(x = 0,0.3, 0.9, 1.5 mol%),我们研究了ZnO6, TiO6和NbO6八面体在控制畴结构,从而控制介电和储能性能方面的作用。x射线衍射和拉曼光谱证实形成了单相焦绿石结构,Ti独占b位,增加了b位构型熵。显微组织分析表明,Ti的加入抑制了晶粒的生长,影响了畴的结构。介电测量确定BZTN09 (x = 0.9)为最佳成分,实现了平衡的介电常数,低损耗和优异的温度稳定性。值得注意的是,BZTN09具有高达97%的充放电效率和高达200°C的稳定储能性能。正-上-负-下(PUND)测量结果表明,BZTN09具有比其他成分更多的可逆极化行为。这种增强是由于形成了高度可切换的极性纳米区(pnr),由一小部分ZnO6八面体稳定。这些发现强调了成分控制在优化焦氯盐介质结构中的关键作用,推动了高性能电容器储能材料的发展。
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引用次数: 0
Temperature trends prediction of the lithium-ion battery: A neural network based on signal model decomposition 锂离子电池温度趋势预测:基于信号模型分解的神经网络
IF 7.9 2区 工程技术 Q1 CHEMISTRY, PHYSICAL Pub Date : 2026-01-29 DOI: 10.1016/j.jpowsour.2026.239388
Mengjiao Niu , Yong Zhao , Sihai Guan , Yongliang Yuan , Long Zhou , Kangyu Chen
Accurate temperature estimation is critical for the thermal safety of lithium-ion batteries. However, the instability of data caused by external environments and measurement errors presents a significant challenge to the accuracy of data-driven battery state of temperature estimation methods. To address this issue, a novel hybrid model, namely empirical Fourier decomposition–gated recurrent unit (EFD-GRU), is proposed to denoise and accurately predict battery temperature data. In this work, the performance of EFD-GRU is evaluated and compared with other hybrid models, including singular value decomposition (SVD)-GRU, empirical mode decomposition (EMD)-GRU, variational mode decomposition (VMD)-GRU, and EFD combined with other neural networks. Results show that the EFD-GRU model achieves superior prediction accuracy and efficiency. Compared with the SVD-GRU, EMD-GRU, and VMD-GRU models, the relative improvements in mean absolute error are 95.72 %, 69.17 %, and 17.70 %, respectively. Furthermore, the EFD-GRU model attains high-precision prediction performance with a mean absolute percentage error of 0.1007 % using only 50 % of the training data.
准确的温度估计对锂离子电池的热安全性至关重要。然而,外部环境引起的数据不稳定性和测量误差对数据驱动的电池状态温度估计方法的准确性提出了重大挑战。为了解决这一问题,提出了一种新的混合模型,即经验傅里叶分解门控循环单元(EFD-GRU),以对电池温度数据进行去噪和准确预测。在这项工作中,EFD-GRU的性能进行了评估,并与其他混合模型进行了比较,包括奇异值分解(SVD)-GRU,经验模式分解(EMD)-GRU,变分模式分解(VMD)-GRU以及EFD与其他神经网络的结合。结果表明,EFD-GRU模型具有较高的预测精度和效率。与SVD-GRU、EMD-GRU和VMD-GRU模型相比,平均绝对误差的相对改善率分别为95.72%、69.17%和17.70%。此外,EFD-GRU模型仅使用50%的训练数据就获得了高精度的预测性能,平均绝对百分比误差为0.1007%。
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引用次数: 0
期刊
Journal of Power Sources
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