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Microwave assisted green synthesis of cube-like mesoporous KTaO₃ for high performance lithium-ion battery anode and glucose sensing applications 微波辅助绿色合成立方体介孔KTaO₃用于高性能锂离子电池负极和葡萄糖传感应用
IF 2.6 4区 化学 Q3 CHEMISTRY, PHYSICAL Pub Date : 2025-12-02 DOI: 10.1007/s11581-025-06864-3
Harini R, Sunil T D,  Udayabhanu, Sumedha H N, Praveen B M, Nagaraju G

This study reports an eco-friendly microwave-assisted synthesis of cube-like mesoporous potassium tantalate (KTaO₃) nanoparticles using areca seed as a green fuel. Comprehensive structural and morphological characterizations confirmed the formation of highly crystalline, mesoporous KTaO₃ with a unique cubic morphology. Electrochemical evaluations demonstrated excellent lithium-ion battery anode performance, featuring a high reversible capacity of 610 mAh g⁻¹, outstanding cycling stability over 500 cycles, remarkable rate capability up to 3 C, and a coulombic efficiency of > 95%. Additionally, the material exhibited superior electrocatalytic activity for non-enzymatic glucose sensing, attributed to enhanced electron transfer and high surface area. The synthesis approach combines sustainability with multifunctionality, offering a promising pathway to develop advanced materials for energy storage and biomedical sensing applications.

Graphical Abstract

这项研究报告了一种环保的微波辅助合成立方状介孔钽酸钾(KTaO₃)纳米颗粒,使用槟榔籽作为绿色燃料。综合的结构和形态表征证实了具有独特立方形态的高结晶、介孔KTaO₃的形成。电化学评价表明,锂离子电池阳极性能优异,具有610 mAh g⁻¹的高可逆容量,500次循环的稳定性,高达3℃的显着倍率能力和95%的库仑效率。此外,由于增强的电子转移和高表面积,该材料在非酶促葡萄糖传感方面表现出优异的电催化活性。这种合成方法结合了可持续性和多功能性,为开发用于储能和生物医学传感应用的先进材料提供了一条有前途的途径。图形抽象
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引用次数: 0
Review on prospective anode materials for sodium ion batteries 钠离子电池负极材料研究进展
IF 2.6 4区 化学 Q3 CHEMISTRY, PHYSICAL Pub Date : 2025-12-02 DOI: 10.1007/s11581-025-06872-3
Shakina J Selva, M. S. Michael

Sodium-ion batteries (SIBs) have emerged as a convincing alternative to lithium-ion batteries owing to the abundance and low cost of sodium resources. The prime requirement for improving the performance of SIBs is indeed the development of high-efficiency anode materials. This review provides a comprehensive overview of recent progress in anode materials for SIBs, including carbon-based materials, alloy-type materials, metal oxides, phosphides, sulfides, and organic compounds. Each material class is discussed in terms of structure, sodium storage mechanism, electrochemical performance, and key challenges. Particular attention is paid to carbonaceous anodes such as hard carbon, which currently leads the field due to their commercial viability, environmentally friendly nature, and economic benefits. Strategies such as heteroatom doping, surface modification, and nano-structuring are evaluated for their effectiveness in electrochemical performance. This review aims to guide researchers seeking to optimize anode materials for next-generation SIBs with high energy density, long cycle life, and robust safety performance.

钠离子电池(SIBs)已成为锂离子电池的一个令人信服的替代品,因为钠资源丰富且成本低。提高sib性能的首要要求确实是开发高效阳极材料。本文综述了sib负极材料的最新进展,包括碳基材料、合金材料、金属氧化物、磷化物、硫化物和有机化合物。讨论了每一类材料的结构、钠储存机制、电化学性能和主要挑战。特别关注的是碳质阳极,如硬碳,由于其商业可行性,环保性和经济效益,目前在该领域处于领先地位。杂原子掺杂、表面修饰和纳米结构等策略对电化学性能的影响进行了评估。这篇综述旨在指导研究人员寻求优化具有高能量密度、长循环寿命和强大安全性能的下一代sib阳极材料。
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引用次数: 0
Sol-gel auto-combustion SiO2 decorated MnCoFe2O4 composite for supercapacitor electrode material 溶胶-凝胶自燃SiO2修饰MnCoFe2O4复合材料用于超级电容器电极材料
IF 2.6 4区 化学 Q3 CHEMISTRY, PHYSICAL Pub Date : 2025-12-02 DOI: 10.1007/s11581-025-06874-1
Mohammad Ullah, Rasidi Roslan, Chen-Chun Yang, Ahmad Salihin Samsudin, Rajan Jose, Izan Izwan Misnon

The composite of transition metal oxides with ferrites shows promising potential as the electrode for energy storage applications. In this work, SiO2 is dispersed in manganese cobalt ferrite (MnCoFe2O4), synthesized by a sol-gel auto-combustion method. The physicochemical characteristics of MnCoFe2O4/SiO2 are evaluated using Fourier-transform infrared spectroscopy (FTIR), X-ray diffraction (XRD), field emission scanning electron microscopy (FESEM), energy-dispersive X-ray (EDX), and BET analysis. The electrochemical behaviour is evaluated by cyclic voltammetry (CV), galvanostatic charge-discharge (GCD), and electrochemical impedance spectroscopy (EIS), representing the comparable efficiency and reversibility of the electrode materials. The electrochemical response of the optimized MCF-2% working electrode shows the highest specific capacitance of 296 F g− 1 at a current density of 1 A g− 1 and ~ 92% capacitance retention after 5,000 cycles at 100 mV s− 1. The results suggest that the synthesized hierarchical porous MCF-2% was a promising candidate for supercapacitor electrode application.

过渡金属氧化物与铁氧体的复合材料作为储能电极具有广阔的应用前景。本文采用溶胶-凝胶自燃烧法将SiO2分散在锰钴铁氧体(MnCoFe2O4)中。采用傅里叶变换红外光谱(FTIR)、x射线衍射(XRD)、场发射扫描电镜(FESEM)、能量色散x射线(EDX)和BET分析对MnCoFe2O4/SiO2的物理化学特性进行了评价。电化学行为通过循环伏安法(CV)、恒流充放电法(GCD)和电化学阻抗谱法(EIS)进行评估,代表了电极材料的可比效率和可逆性。优化后的MCF-2%工作电极的电化学响应表明,在电流密度为1 a g−1时,比电容最高为296 F g−1,在100 mV s−1下循环5000次后电容保持率高达92%。结果表明,合成的分层多孔MCF-2%是一种很有前途的超级电容器电极候选材料。
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引用次数: 0
Synthesis and characterization of ZnO/biochar composite as electrode material for hybrid supercapacitor 混合超级电容器电极材料ZnO/生物炭的合成与表征
IF 2.6 4区 化学 Q3 CHEMISTRY, PHYSICAL Pub Date : 2025-12-01 DOI: 10.1007/s11581-025-06839-4
Yogini Gunasekaran, Nanthini Mohana Suntharam, Shahid Bashir, B. Vengadaesvaran, Saravanaa Gunasegeran, Narmatha Gopalakrishnan, S. Ramesh, K. Ramesh, Ong Gerard, M. Pershaanaa

Biochar made from Empty Fruit Bunch (EFB) and biochar/metal oxide composite has recently drawn interest as supercapacitor electrode material because of its high specific surface area, potential stability, and affordability. This research focuses on producing biochar from EFB using gasification method and activating it, followed by developing its composite materials of ZnO/biochar, along with developing high-performance supercapacitors. The physico-chemical properties of the produced biochar and ZnO/biochar composites with varying mass ratio were investigated with the help of Fourier-transform infrared spectroscopy (FTIR), X-ray Diffraction (XRD), field emission scanning electron microscopy (FESEM), and energy dispersive X-ray spectroscopy (EDS). The purpose of this investigation is to verify the successful integration of biochar and ZnO into a composite material, as well as to investigate the structural and morphological characteristics. Electrochemical analyses of cyclic voltammetry (CV), galvanostatic charge-discharge (GCD), and electrochemical impedance spectroscopy (EIS) were then carried out on the biochar and all synthesized ZnO/biochar composites with mass ratios of 1:1, 1:2, and 1:3. The electrochemical performance of biochar and ZnO/biochar is favourable according to the experimental results obtained. The 3-electrode system result has obtained a maximum specific capacitance of 145 Fg− 1 for biochar and 295 Fg− 1 for a ZnO/biochar ratio of 1:2 at a current density of 0.5 Ag− 1. For 3-electrode system, the series resistance (Rs) of biochar and ZnO/biochar (1:2) is 1.12Ω and 1.95Ω respectively while the charge transfer resistance (Rct) of biochar and ZnO/biochar (1:2) is 18.54Ω and 0.85Ω respectively. The fabricated hybrid supercapacitor achieved the highest specific capacitance of 120 Fg− 1 for biochar and 226 Fg− 1 for ZnO/biochar (1:2). For fabricated hybrid supercapacitor, the series resistance (Rs) of biochar and ZnO/biochar (1:2) is 3.23Ω and 2.81Ω respectively while the charge transfer resistance (Rct) of biochar and ZnO/biochar (1:2) is 14.87Ω and 9.35Ω respectively. After 5000 charge-discharge cycles, the fabricated supercapacitor maintained 90% of capacitance for biochar and 93% for ZnO/biochar (1:2). Overall, the findings showed that biochar exhibits excellent potential for use in supercapacitors.

由空果束(EFB)和生物炭/金属氧化物复合材料制成的生物炭由于其高比表面积、潜在的稳定性和可负担性,最近引起了人们对超级电容器电极材料的兴趣。本课题主要研究以EFB为原料,采用气化法制备生物炭并进行活化,开发其ZnO/生物炭复合材料,以及开发高性能超级电容器。利用傅里叶变换红外光谱(FTIR)、x射线衍射(XRD)、场发射扫描电镜(FESEM)和能量色散x射线能谱(EDS)研究了不同质量比的生物炭和ZnO/生物炭复合材料的理化性质。本研究的目的是验证生物炭和ZnO成功整合到复合材料中,并研究其结构和形态特征。采用循环伏安法(CV)、恒流充放电法(GCD)和电化学阻抗谱法(EIS)对合成的ZnO/生物炭复合材料(质量比分别为1:1、1:2和1:3)进行了电化学分析。实验结果表明,生物炭和ZnO/生物炭具有良好的电化学性能。在电流密度为0.5 Ag−1时,三电极体系的最大比电容为生物炭的145 Fg−1,ZnO/生物炭比为1:2时的295 Fg−1。对于3电极体系,生物炭和ZnO/生物炭(1:2)的串联电阻Rs分别为1.12Ω和1.95Ω,而生物炭和ZnO/生物炭(1:2)的电荷转移电阻Rct分别为18.54Ω和0.85Ω。制备的杂化超级电容器在生物炭和ZnO/生物炭(1:2)的比电容分别达到120 Fg−1和226 Fg−1。对于制备的杂化超级电容器,生物炭和ZnO/生物炭(1:2)的串联电阻Rs分别为3.23Ω和2.81Ω,生物炭和ZnO/生物炭(1:2)的电荷转移电阻Rct分别为14.87Ω和9.35Ω。在5000次充放电循环后,制备的超级电容器对生物炭保持90%的电容,对ZnO/生物炭保持93%(1:2)的电容。总的来说,研究结果表明,生物炭在超级电容器中具有良好的应用潜力。
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引用次数: 0
Study on the electrocatalytic hydrogen evolution performance of Ni3S4-MoS2 heterojunction nanocomposites Ni3S4-MoS2异质结纳米复合材料电催化析氢性能研究
IF 2.6 4区 化学 Q3 CHEMISTRY, PHYSICAL Pub Date : 2025-12-01 DOI: 10.1007/s11581-025-06868-z
Qirong Li, Qingzhu Sun, Haibo Wang, Shidan Yuan, Ting Lv, Qicong Liu, Lingyu Meng, Zhiyang Gao, Yongchang Zhu

The development of efficient and low-cost electrocatalysts for hydrogen evolution reaction (HER), especially for alkaline water electrolyzers, is one of the key technical bottlenecks to promote the large-scale industrial production of hydrogen energy. Molybdenum disulfide (MoS₂), as a non-noble metal-based catalyst with abundant earth reserves, exhibits excellent HER catalytic performance in acidic media and is regarded as an ideal acidic system HER catalyst. However, it has the problem of high overpotential due to the slow reaction kinetics in alkaline electrolyte, which greatly limits its application in the field of alkaline water electrolysis. In response to this challenge, this study used a one-pot synthesis strategy to successfully prepare a Ni₃S₄-MoS₂ heterostructure catalyst. Abundant heterojunction structures are constructed inside the prepared Ni₃S₄-MoS₂ catalyst, which has been verified by X-ray photoelectron spectroscopy (XPS) and high-resolution transmission electron microscopy (HRTEM). HRTEM directly reveals the clear morphology of the interface between Ni₃S₄ and MoS₂, and XPS confirms the element interaction at the heterojunction interface from the chemical state level. Further combination of XPS analysis and density functional theory (DFT) calculations shows that the heterostructure has a significant interfacial electron redistribution phenomenon. This electronic structure regulation has laid a key structural foundation for optimizing the surface reaction energy barrier of the catalyst and improving the HER catalytic performance. In 1 M KOH alkaline electrolyte, the Ni₃S₄-MoS₂ heterostructure exhibits excellent HER catalytic performance, when the current density reaches 10 mA cm− 2 the overpotential is only 66, and the corresponding Tafel slope is as low as 57 mV dec− 1. After 25 h of continuous operation, the catalytic activity did not decrease significantly, showing good long-term stability.

开发高效、低成本的析氢反应电催化剂,特别是碱性水电解槽电催化剂,是推动氢能大规模工业化生产的关键技术瓶颈之一。二硫化钼(MoS 2)作为一种非贵金属基催化剂,具有丰富的稀土储量,在酸性介质中表现出优异的HER催化性能,是理想的酸性体系HER催化剂。但由于在碱性电解液中反应动力学缓慢,存在过电位高的问题,极大地限制了其在碱性电解领域的应用。针对这一挑战,本研究采用一锅合成策略成功制备了Ni₃S₄-MoS₂异质结构催化剂。制备的Ni₃S₄-MoS₂催化剂内部形成了丰富的异质结结构,并通过x射线光电子能谱(XPS)和高分辨率透射电子显微镜(HRTEM)进行了验证。HRTEM直接揭示了Ni₃S₄与MoS₂界面的清晰形态,XPS从化学态层面证实了元素在异质结界面上的相互作用。进一步结合XPS分析和密度泛函理论(DFT)计算表明,异质结构具有明显的界面电子重分布现象。这种电子结构调控为优化催化剂表面反应能垒、提高HER催化性能奠定了关键的结构基础。在1 M KOH碱性电解质中,Ni₃S₄-MoS₂异质结构表现出优异的HER催化性能,当电流密度达到10 mA cm−2时,过电位仅为66,相应的Tafel斜率低至57 mV dec−1。连续运行25 h后,催化活性没有明显下降,表现出较好的长期稳定性。
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引用次数: 0
Fabrication of solid-state proton-conducting electrochemical devices using a biomaterial, Centella Asiatica Leaf (CAL), with ammonium nitrate (NH4NO3) solid bio membrane electrolyte 利用积雪草(Centella Asiatica Leaf, CAL)和硝酸铵(NH4NO3)固体生物膜电解质制备固态质子导电电化学器件
IF 2.6 4区 化学 Q3 CHEMISTRY, PHYSICAL Pub Date : 2025-12-01 DOI: 10.1007/s11581-025-06819-8
T. Sabeetha, M. V. Leena Chandra, S. Selvasekarapandian, S. Aafrin Hazaana

The proton-conducting solid bio-membranes have been developed using Centella Asiatica Leaf (CAL) and ammonium nitrate (NH4NO3) via the solution-casting method. The crystalline/amorphous nature of the solid bio-membranes has been examined through X-ray diffraction analysis. The surface morphology of the prepared solid bio-membranes has been analyzed using scanning electron microscopy. The thermal properties and stability of the solid bio-membranes have been evaluated by differential scanning calorimetry and thermogravimetric analysis, respectively. The electrical, dielectric, and transport properties have been studied through AC impedance analysis. Transport parameters have been calculated using the Arof and Trukhan models. The solid bio-membrane CALAN3 (CAL + 0.4 M. wt% of NH4NO3) exhibits the highest proton conductivity of 3.37 × 10− 3 S/cm at room temperature. The strength of CAL and CALAN3 has been determined with a dynamic testing machine. The electrochemical stability of the highest conducting solid bio-membrane (CALAN3) has been explored using linear sweep voltammetry. A primary proton-conducting battery has been constructed with the highest proton-conducting solid bio-membrane (CALAN3), showing an open circuit voltage (OCV) of 1.61 V. The battery’s discharge performance has been investigated with various loads. A single proton exchange membrane fuel cell (PEMFC) fabricated with the highest proton-conducting solid bio-membrane has been observed to have an open circuit voltage of 645 mV at the 10th cycle. The performance of the single PEMFC has been analyzed using the I-V polarization and I-P curves, resulting in maximum current density and power density of 6.44 mA/cm2 and 2.23 mW/cm2, respectively.

以积雪草叶(CAL)和硝酸铵(NH4NO3)为原料,采用溶液浇铸法制备了质子导电固体生物膜。通过x射线衍射分析研究了固体生物膜的结晶/非晶性质。用扫描电镜对制备的固体生物膜的表面形貌进行了分析。用差示扫描量热法和热重法分别评价了固体生物膜的热性能和稳定性。电学、介电和输运性质通过交流阻抗分析进行了研究。用Arof和Trukhan模型计算了输运参数。固体生物膜CALAN3 (CAL + 0.4 M. wt%的NH4NO3)在室温下的质子电导率最高,为3.37 × 10−3 S/cm。用动态试验机测定了CAL和CALAN3的强度。采用线性扫描伏安法研究了导电率最高的固体生物膜(CALAN3)的电化学稳定性。用质子导电性能最高的固体生物膜(CALAN3)构建了质子导电初级电池,其开路电压(OCV)为1.61 V。研究了该电池在不同负载下的放电性能。用最高质子导电性的固体生物膜制备的单质子交换膜燃料电池(PEMFC)在第10次循环时具有645 mV的开路电压。利用I-V极化曲线和I-P曲线分析了单个PEMFC的性能,得到的最大电流密度和功率密度分别为6.44 mA/cm2和2.23 mW/cm2。
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引用次数: 0
Carbon nanoboxes for boosting electrocatalytic reactions: recent progress and perspectives 促进电催化反应的碳纳米盒:最新进展与展望
IF 2.6 4区 化学 Q3 CHEMISTRY, PHYSICAL Pub Date : 2025-11-29 DOI: 10.1007/s11581-025-06869-y
Lei Tao, Qing Tao, Yitao Zhao, Qingfang Wang

Developing appropriate catalysts to boost electrocatalytic reactions is of vital importance for accelerating the commercialization of advanced energy conversion technologies. Carbon nanoboxes (CNBs) are superior electrocatalysts due to their unique 3D hollow structure that offers high surface area, abundant active sites, and enhanced mass transfer. Their high conductivity promotes electron transfer and reaction kinetics. The carbon framework allows easy heteroatom doping (e.g., N, S) or metal nanoparticle loading for tunable electronic structure, activity, and selectivity. Inherent carbon stability and strength ensure durability in harsh environments. These properties enable outstanding performance in various electrochemical reactions. This review summarizes recent progress of employing CNBs as advanced electrocatalysts for energy conversion reactions, highlighting their distinctive advantages of extremely high specific surface area, excellent electron transfer capability, strong metal-substrate interaction, good structural stability, and controllable mass transport. Subsequently, the applications of CNBs-based catalysts for various electrochemical reactions are also manifested, highlighting the underlying structure-activity relationship. Finally, the challenges and future direction of engineering and study of CNBs are also discussed to offer guidance for the further development of more efficient CNBs-based catalysts.

开发合适的催化剂来促进电催化反应,对于加快先进能源转化技术的商业化至关重要。碳纳米盒(CNBs)由于其独特的三维中空结构,具有高表面积,丰富的活性位点和增强的传质能力,是一种优越的电催化剂。它们的高导电性促进了电子转移和反应动力学。碳框架允许易于杂原子掺杂(例如,N, S)或金属纳米颗粒加载可调谐的电子结构,活性和选择性。固有的碳稳定性和强度确保了恶劣环境下的耐用性。这些特性使得在各种电化学反应中表现优异。综述了近年来CNBs作为能量转化反应的先进电催化剂的研究进展,重点介绍了其具有极高的比表面积、优异的电子传递能力、强的金属-衬底相互作用、良好的结构稳定性和可控制的质量输运等特点。随后,还展示了cnbs催化剂在各种电化学反应中的应用,突出了其潜在的构效关系。最后,讨论了CNBs的工程和研究面临的挑战和未来的发展方向,为进一步开发更高效的CNBs催化剂提供指导。
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引用次数: 0
Physics-Informed neural SOH Estimation method for Lithium-ion battery under partial observability and sparse sensor data 锂离子电池部分可观测和稀疏传感器数据下的物理信息神经SOH估计方法
IF 2.6 4区 化学 Q3 CHEMISTRY, PHYSICAL Pub Date : 2025-11-29 DOI: 10.1007/s11581-025-06805-0
Ma Jin, Xu Ming, Du Wei, Qiao Zhongzhi, Zhang Jiahui, Bai Xiang, Qiu Pengfei, Wang Lei

Establishment of precise state-of-health (SOH) consists of a vital step to guarantee reliable, secure, and preventive maintenance of electric vehicle (EV) fleets and grid-associated energy storage systems based on lithium-ion batteries. Nevertheless, existing SOH estimation approaches primarily consider situations where complete sensor profiles or full charge/discharge conditions are available, which is not often the case due to sensor degradation, communication losses, or economic factors. This work introduces a novel Physics-Informed Neural Network (PINN) framework to enable robust SOH estimation under partial observability, leveraging minimal sensor data and physics-constrained learning to ensure both accuracy and interpretability. The model relies on an approximation of the PINN architecture that is able to embed the fundamental degradation mechanisms, such as solid electrolyte interphase (SEI) layer growth and capacity fading, as information that the training process can utilize through physical regularization. While PINN is semantically mixed with traditional purely data-driven models, it uses a composite loss function that leverages data consistency with underlying electrochemical laws. This enables accurate predictions even when no further capacity measurements or complete voltage profiles are available. The framework is tested in the case of publicly available lithium-ion battery data sets, which show superior generalization and the capacity to withstand situations where missing inputs or sensor noise are introduced under simulated sensor sparsity scenarios. The results of the experiments demonstrate the quality of the model, which enhances the precision of SOH estimation in conditions of partial observability and also increases the model’s interpretability and applicability in real-time in various operational settings. Statistical results show that the proposed method achieves a mean absolute error (MAE) of 0.008, root mean square error (RMSE) of 0.011, and a coefficient of determination (R²) of 0.96, outperforming baseline models such as CNN–LSTM and hybrid SE-NN by 25–40% in sparse data regimes. Furthermore, the framework exhibits high generalization capability across different chemistries and retains robustness with as little as 50% of the input features. These results underscore the practical potential of the proposed PINN approach for real-time, physically consistent battery health diagnostics in embedded battery management systems.

建立精确的健康状态(SOH)是确保电动汽车(EV)车队和基于锂离子电池的电网相关储能系统可靠、安全和预防性维护的重要一步。然而,现有的SOH估计方法主要考虑完整的传感器轮廓或完整的充放电条件,而由于传感器退化、通信损失或经济因素,通常情况下并非如此。这项工作引入了一种新的物理信息神经网络(PINN)框架,利用最小的传感器数据和物理约束学习来确保准确性和可解释性,从而在部分可观测性下实现稳健的SOH估计。该模型依赖于一种近似的PINN架构,该架构能够嵌入基本的降解机制,如固体电解质间相(SEI)层生长和容量衰落,作为训练过程可以通过物理正则化利用的信息。虽然PINN在语义上与传统的纯数据驱动模型混合,但它使用复合损失函数,利用数据一致性和潜在的电化学规律。即使没有进一步的容量测量或完整的电压分布,也可以进行准确的预测。该框架在公开可用的锂离子电池数据集的情况下进行了测试,这些数据集显示出卓越的泛化能力,并且能够承受在模拟传感器稀疏情况下引入缺失输入或传感器噪声的情况。实验结果表明,该模型提高了部分可观测条件下SOH估计的精度,提高了模型在各种操作环境下的可解释性和实时性。统计结果表明,该方法在稀疏数据条件下的平均绝对误差(MAE)为0.008,均方根误差(RMSE)为0.011,决定系数(R²)为0.96,优于CNN-LSTM和混合SE-NN等基线模型25-40%。此外,该框架在不同的化学物质中表现出很高的泛化能力,并且在只有50%的输入特征时保持鲁棒性。这些结果强调了所提出的PINN方法在嵌入式电池管理系统中进行实时、物理一致的电池健康诊断的实际潜力。
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引用次数: 0
A lithium-ion battery SOC estimation method integrating singular spectrum analysis and an improved transformer architecture 一种集成奇异谱分析和改进变压器结构的锂离子电池SOC估计方法
IF 2.6 4区 化学 Q3 CHEMISTRY, PHYSICAL Pub Date : 2025-11-28 DOI: 10.1007/s11581-025-06870-5
Houwen Shen, Zhanying Li, Hao Xu, Wenhao Fu, Mingyu Wang

The accurate estimation of the state of charge (SOC) of lithium-ion batteries is a core technological challenge in battery management systems. However, data-driven SOC estimation methods have insufficient feature representation capabilities, and the attention mechanism in traditional Transformer models has limitations in capturing local dynamic features, making it difficult to differentiate the importance of features and to overly concentrate weight distribution in peak areas. To address these issues, this paper proposes an enhanced feature extraction method for lithium-ion battery SOC estimation. This method uses Singular Spectrum Analysis (SSA) to perform trend decomposition on input features and constructs a six-dimensional time-series feature matrix by combining the original input features to enhance the input representation ability. Additionally, an improved Transformer model, CCHformer (Causal Convolution-Channel Attention-Hilly Attention Transformer), is introduced, which incorporates a DCC Block (Dilated Causal Convolution with Channel Attention) in its architecture—this block extends the receptive field via dilated causal convolution and integrates a channel attention mechanism to enhance the model’s capability of capturing multi-scale local features and key information—while replacing the traditional self-attention mechanism with a Hilly Attention mechanism that optimizes weight distribution through a power-law transformation. Comparative experiments on a publicly available battery dataset show that the root mean square error (RMSE) of SOC estimation using this method remains stable below 0.85(%) at under three temperature conditions and two testing scenarios, with the coefficient of determination (R(^{2})) consistently above 99.88(%).

锂离子电池荷电状态(SOC)的准确估计是电池管理系统的核心技术难题。然而,数据驱动的SOC估计方法特征表示能力不足,传统Transformer模型的注意机制在捕捉局部动态特征方面存在局限性,难以区分特征的重要性,权重分布过于集中在峰值区域。针对这些问题,本文提出了一种用于锂离子电池SOC估计的增强特征提取方法。该方法利用奇异谱分析(SSA)对输入特征进行趋势分解,结合原始输入特征构建六维时间序列特征矩阵,增强输入表征能力。此外,还介绍了一种改进的变压器模型CCHformer(因果卷积-通道注意-丘陵注意变压器)。它在其架构中包含了一个DCC块(扩展因果卷积与通道注意),该块通过扩展因果卷积扩展接受场,并集成了一个通道注意机制,以增强模型捕获多尺度局部特征和关键信息的能力,同时用一个丘陵注意机制取代传统的自注意机制,该机制通过幂律变换优化权重分布。在公开的电池数据集上进行的对比实验表明,在3种温度条件和2种测试场景下,该方法估算电池荷电状态的均方根误差(RMSE)稳定在0.85 (%)以下,决定系数(R (^{2}))稳定在99.88 (%)以上。
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引用次数: 0
Enhancing the electrochemical performance of O3-type Ni/Fe/Mn based layered cathode materials with TiNb2O7 coating 用TiNb2O7涂层增强o3型Ni/Fe/Mn基层状正极材料的电化学性能
IF 2.6 4区 化学 Q3 CHEMISTRY, PHYSICAL Pub Date : 2025-11-28 DOI: 10.1007/s11581-025-06871-4
Wang Zhang, Qiaohao Wang, Yu Zhou, Can Wu, Ding Wang, Yunjian Liu

The layered oxide cathode materials of sodium-ion batteries have received extensive attention due to their high theoretical capacity and low production costs. However, the practical application of layered cathodes is limited by the poor structural reversibility. In this study, the O3-type NaNi1/3Fe1/3Mn1/3O2 cathodes were coated with TiNb2O7 by a simple solid-state sintering method. The TiNb2O7 coating layer suppresses side reactions and enhances the surface stability of the cathode material, and the trace doping of Ti4+ and Nb5+ alleviates lattice strain and enhances the migration of Na+. As a result, the modified cathode material demonstrates a reversible specific capacity of 140.6 mAh g− 1 at 1 C, which is higher than that of pure phase material (112.3 mAh g− 1). The capacity retention of the modified sample was improved by 13.4% after 100 cycles. This effective modification strategy enhances the practicality of layered oxide cathodes in sodium-ion batteries.

钠离子电池层状氧化物正极材料因其理论容量高、生产成本低而受到广泛关注。然而,层状阴极的结构可逆性差,限制了层状阴极的实际应用。本研究采用简单的固相烧结法对o3型NaNi1/3Fe1/3Mn1/3O2阴极进行了TiNb2O7包覆。TiNb2O7涂层抑制了正极材料的副反应,提高了正极材料的表面稳定性,微量Ti4+和Nb5+的掺杂减轻了晶格应变,增强了Na+的迁移。结果表明,改性后的正极材料在1℃时的可逆比容量为140.6 mAh g−1,高于纯相材料的112.3 mAh g−1。经过100次循环后,改性样品的容量保留率提高了13.4%。这种有效的改性策略提高了层状氧化物阴极在钠离子电池中的实用性。
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引用次数: 0
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