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    Experimental investigation of thermal performance in a solid sensible heat storage device for medium-high-temperature flue gas waste heat recovery
    Jiulin CHEN, Xiaodi XUE, Li WANG, Zhijue XING
    Energy Storage Science and Technology    2025, 14 (8): 3185-3193.   DOI: 10.19799/j.cnki.2095-4239.2025.0110
    Abstract246)   HTML7)    PDF(pc) (5050KB)(13129)       Save

    To improve the low utilization efficiency of industrial flue gas waste heat caused by high dust content and significant temperature fluctuations, a novel horizontal flue gas–solid sensible heat storage device employing high-temperature concrete as the thermal storage medium was developed. A pilot-scale system was designed and constructed for the recovery and storage of waste heat from steel sintering ring-cooled flue gas. Experimental investigations were conducted to analyze the temperature distribution, flow resistance characteristics, instantaneous energy efficiency, thermal efficiency, and exergy efficiency of the storage device. The results revealed the formation of thermoclines along the axial direction during charging and discharging, with higher temperatures near the charging inlet and a relatively uniform radial temperature distribution. The device exhibited a low pressure drop, with a gradual pressure increase during charging and a corresponding decrease during discharging. Both the instantaneous energy efficiency and heat transfer power declined over time. Lower flue gas flow rates yielded more stable instantaneous efficiency, extended heat exchange duration, and reduced pressure drop, though at the cost of decreased heat transfer power. Therefore, the optimal flow velocity should be selected according to application requirements. During stable operation, the system achieved a heat storage capacity of 1376 kWh, with thermal and exergy efficiencies of 93.02% and 91.7%, respectively. The parallel-plate heat exchange structure enabled efficient heat transfer between the solid storage unit and dusty flue gas while effectively mitigating ash deposition and channel blockage. These findings provide an experimental foundation for the scale-up and application of flue gas-solid sensible heat storage systems.

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    Analysis of electromagnetic and thermal characteristics of magnetic bearings in flywheel energy storage systems
    Xiankui WEN, Bowen LI, Zhengjun SHI, Huayang YE, Lingrong PANG, Xiaoyin ZHANG
    Energy Storage Science and Technology    2025, 14 (8): 2932-2941.   DOI: 10.19799/j.cnki.2095-4239.2025.0523
    Abstract195)   HTML4)    PDF(pc) (4786KB)(11427)       Save

    The flywheel energy storage system converts electrical energy into kinetic energy by accelerating the flywheel through a motor, storing the energy, decelerating and braking the flywheel to generate electricity, and releasing kinetic energy. The system relies on power electronic devices to control the acceleration or deceleration of the motor to achieve energy conversion. Characterized by a fast response, high charging and discharging frequency, high conversion efficiency, and long service life, flywheel energy storage systems are widely used in fields such as power frequency regulation, energy recovery, and uninterrupted power supply. In this study, a scheme for the magnetic bearing of a high-power flywheel energy storage system is designed by utilizing a support method combining radial and axial heavy-load electromagnetic bearings. The finite element method is used to complete the analysis of the electromagnetic performance of the system through simulation. Furthermore, a multi-physics coupled model is established for analysis of the bidirectional coupling between the electromagnetic and thermal fields, enabling comprehensive evaluation of the temperature distribution of the magnetic bearings under different current conditions. The performance of the designed heavy-duty electromagnetic bearing meets the design requirements, and the natural air-cooling method can ensure the safe operation of the system. Although reducing the coil current contributes to improving the thermal safety, it also leads to a decrease in the electromagnetic force. Therefore, the design of magnetic bearings for flywheel energy storage systems must achieve a proper trade-off between thermal management and the electromagnetic performance.

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    Application of artificial intelligence in flywheel energy storage
    Lu WEI, Zhiyi LENG, Jia YE, Yujie XU, Haisheng CHEN
    Energy Storage Science and Technology    2025, 14 (8): 3019-3027.   DOI: 10.19799/j.cnki.2095-4239.2025.0658
    Abstract180)   HTML7)    PDF(pc) (726KB)(9530)       Save

    Flywheel energy storage systems (FESSs) offer outstanding advantages in grid frequency regulation, inertia support, high-frequency peak shaving, and other applications due to their high power density, long service life, rapid responses, and environmental friendliness. However, FESSs face challenges related to achieving cost effectiveness and design reliability, stability of high-speed permanent magnet motors, control of magnetic suspension control, online prediction of faults, and control of multimachine parallel arrays. This paper reviews recent literature on the application of artificial intelligence (AI) technologies in key areas of FESSs, including design optimization, motor control, magnetic suspension control, grid-connected control, and fault diagnosis. Particular focus is given to the use of algorithms such as neural networks in several technical domains: modeling and analysis of composite material rotors, multiparameter collaborative optimization of permanent magnet synchronous motors (PMSMs), efficiency optimization and speed estimation of PMSMs under varying conditions, electromagnetic bearing control algorithms, grid-connected system robustness and distributed collaborative control, frequency regulation strategies, and bearing fault diagnosis and early warning. Future development directions such as the integration of large AI models and multitechnology collaborative optimization are also discussed. These insights aim to support intelligent research and development in FESSs.

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    Boosting sodium battery energy storage: New research progress of pre-sodiation technology
    Jingyu XIANG, Wei ZHONG, Shijie CHENG, Jia XIE
    Energy Storage Science and Technology    2025, 14 (8): 3051-3064.   DOI: 10.19799/j.cnki.2095-4239.2025.0399
    Abstract328)   HTML17)    PDF(pc) (13495KB)(9013)       Save

    Sodium and lithium exhibit similar physicochemical properties, and sodium resources are abundant and widely distributed. Accordingly, sodium-ion batteries (SIBs) are regarded as promising complements to lithium-ion battery energy storage systems, with broad potential for large-scale and short-term high-frequency energy storage applications. However, the initial coulombic efficiency (ICE) of sodium-storage anode materials is generally low, preventing them from realizing their theoretical capacity. Pre-sodiation technology, as one of the most effective active sodium compensation strategies, can effectively mitigate active sodium loss. This paper comprehensively analyzes the major challenges facing pre-sodiation technology in recent years and summarizes novel approaches proposed to address these issues. Based on the redox properties of various sodium sources, current pre-sodiation techniques are categorized into reductive and oxidative pre-sodiation. The advantages, disadvantages, and industrial feasibility of different pre-sodiation methods are compared, with a focus on elucidating their mechanisms and research progress. Furthermore, the development prospects of pre-sodiation technology are discussed. This review aims to deepen understanding of pre-sodiation technology and provide theoretical guidance and innovative insights for optimizing and developing novel pre-sodiation techniques suitable for high-power applications at scale. Based on existing research, we propose that solid-state oxidative pre-sodiation materials hold promise for enabling multiple sodium replenishments throughout the battery's lifecycle, thereby establishing a technical foundation for high-power, high-energy-density sodium-ion batteries.

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    Reviews of 100 selected recent papers on lithium batteries (December 1, 2024 to January 31, 2025)
    Xinxin ZHANG, Guanjun CEN, Ronghan QIAO, Jing ZHU, Junfeng HAO, Qiangfu SUN, Mengyu TIAN, Zhou JIN, Yuanjie ZHAN, Yong YAN, Liubin BEN, Hailong YU, Yanyan LIU, Hong ZHOU, Xuejie HUANG
    Energy Storage Science and Technology    2025, 14 (3): 1310-1330.   DOI: 10.19799/j.cnki.2095-4239.2025.0155
    Abstract1446)   HTML90)    PDF(pc) (1659KB)(8825)       Save

    This bimonthly review provides a comprehensive overview of recent research on lithium batteries. A total of 5413 online papers published between December 1, 2024 and January 31, 2025 were examined using the Web of Science database. Using the BERTopic model, the abstract texts were analyzed, and a research topic map for lithium battery studies was generated. From these, 100 papers were selected for in-depth discussion. The selected studies covered various aspects of lithium batteries. Research on cathode materials, including Ni-rich layered oxides and LiNi0.5Mn1.5O4, focuses on improvements through doping, surface coating, and microstructural modifications. The cycling performances of Si-based anodes were enhanced through structural design. Considerable efforts have been devoted to interfacial and bulk structure design for lithium metal anodes. Studies on solid-state electrolytes examined structural design and performance in polymer, sulfide, and halide electrolytes as well as their composite forms. In contrast, liquid electrolytes were improved through optimized solvent and lithium salt designs for different battery applications and the incorporation of novel functional additives. For solid-state batteries, studies have explored cathode modification, surface coating, and synthesis methods as well as interface construction and three-dimensional structural design for lithium metal anodes. Interface modifications of current collectors for anode-free batteries have also been widely investigated. In lithium-sulfur batteries, the structural design of the cathode and liquid electrolyte contributes to extended cycle life. In addition, lithium-sulfur and lithium-oxygen batteries have garnered considerable attention. Other studies have investigated ion transport and degradation mechanisms in electrodes, lithium deposition morphology, and solid electrolyte interphase evolution. Research has also addressed thermal runaway analysis in full batteries, theoretical simulations of solvent effects on the cathode electrolyte interphase, and optimization of manufacturing processes.

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    Recent advances in theoretical and computational simulations of pseudocapacitors
    Fuxu XING, Qi QIN, Longkang WANG, Yubing LI, Shuaikai XU, Tangming MO
    Energy Storage Science and Technology    2025, 14 (8): 3004-3018.   DOI: 10.19799/j.cnki.2095-4239.2025.0519
    Abstract389)   HTML12)    PDF(pc) (12263KB)(8536)       Save

    Pseudocapacitors are highly attractive for energy storage applications due to their ability to deliver both high energy and power densities. Over the past decade, significant progress has been made in developing and optimizing pseudocapacitive materials. Nevertheless, the intrinsic complexity of pseudocapacitive interfaces and their rapid charge-discharge dynamics pose considerable challenges for conventional experimental techniques to elucidate the coupled ion transport and charge transfer mechanisms. A comprehensive understanding of the microscopic processes underlying pseudocapacitance remains a major challenge. This review systematically traces the evolution of pseudocapacitance theory, emphasizing its fundamental distinctions from electric double-layer capacitance and battery-type behavior. By integrating recent advances in computational modeling, we critically evaluate the essential role of simulations in unraveling pseudocapacitive mechanisms. Key methodologies discussed include first-principles calculations, molecular dynamics simulations, implicit solvation models, ab initio molecular dynamics, continuum transport models, and multiscale simulation strategies. These approaches provide valuable theoretical insights into interfacial reaction kinetics, ion transport pathways, and structure-property relationships, thereby informing the rational design of high-performance pseudocapacitors.

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    Disturbance-free switching control technology for energy storage converters between grid-following and grid-forming modes
    Gongqiang LI, Lulu ZHAO, Fengxiang XIE, Yongdong JI, Jingjia LIU, Yanqiao CHEN, Yi JIN
    Energy Storage Science and Technology    2025, 14 (8): 2983-2993.   DOI: 10.19799/j.cnki.2095-4239.2025.0642
    Abstract255)   HTML8)    PDF(pc) (5769KB)(6571)       Save

    Energy storage systems (ESS) that operate solely in either grid-following (GFL) or grid-forming (GFM) control modes are insufficient for the demands of complex and dynamic power grids. This study proposes a seamless GFL/GFM switching control method for energy storage converters, enabling smooth transitions between GFM and GFL modes in response to environmental changes. The proposed method leverages the steady-state vector relationships of the two control modes and integrates key modules, including power angle observation, coordinate system rotation, and proportional-integral (PI) regulator initialization. Through impedance-based analysis, the correlation between system stability and the grid short-circuit ratio (SCR) under both modes is examined. It is demonstrated that dynamic variations in SCR can be effectively managed via hybrid GFL/GFM control and seamless switching, thereby improving system stability. The proposed approach is validated through simulation studies conducted using a MATLAB/Simulink model of an ESS. The results confirm that the converter achieves seamless transitions between GFL and GFM control, with enhanced responsiveness and stability. This research enhances the operational flexibility of high-power, high-frequency grid-forming ESS, enabling reliable performance in diverse scenarios such as grid-connected/off-grid operation and strong/weak grid conditions, and ensuring system safety and stability under varying external conditions.

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    Review of the research on industrialization and applications of supercapacitors
    Xinkai SU, Lulu ZHAO, Yanqiao CHEN, Chu WANG, Huanjun CHEN, Yi JIN
    Energy Storage Science and Technology    2025, 14 (8): 2994-3003.   DOI: 10.19799/j.cnki.2095-4239.2025.0522
    Abstract317)   HTML13)    PDF(pc) (7148KB)(6470)       Save

    With the transformation of China's energy structure, the demand for energy storage devices with rapid response, high-frequency regulation, and intrinsic safety for the new power systems is increasing. Supercapacitors have attracted considerable attention owing to their advantages as energy storage devices, including their high power density, long cycle life, wide-temperature range of operation, and no safety hazards due to dendrite growth. This review systematically evaluates the technical systems and application progress of supercapacitors. In terms of cell research and development, the typical technical routes and performance of two types of electric double-layer supercapacitors and hybrid supercapacitors are analyzed. In terms of system applications, this review discusses the implementation of supercapacitors in several applications such as wind turbine pitch systems, energy storage in new energy systems, frequency modulation in thermal power plants, independent energy storage systems, and transportation. In addition, this review briefly discusses the use of supercapacitors in other applications such as kinetic energy recovery of power machinery (e.g., cranes), data center backup power systems, and power equipment. Finally, the challenges still facing supercapacitors in energy density, life cycle cost, and application scenarios are analyzed. Future research is discussed, focusing on its prioritization of three areas: developing new material systems, promoting the diversification of application scenarios, and innovating a "supercapacitor+" hybrid energy storage model. Finally, the review discusses the necessity of broadening the commercial application of supercapacitors in new power systems through system and scenario innovation with differentiated products.

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    Lithium sulfide: the "cornerstone" material in the era of all-solid-state batteries
    Tete HE, Yang LU, Yang LIU, Bin XU, Yongle CHEN, Fangyang LIU
    Energy Storage Science and Technology    2025, 14 (3): 898-912.   DOI: 10.19799/j.cnki.2095-4239.2025.0030
    Abstract2063)   HTML112)    PDF(pc) (4331KB)(6260)       Save

    Lithium sulfide (Li2S), as a critical precursor for synthesizing high-performance sulfide solid electrolytes, forming the foundation of the industrial development of sulfide-based all-solid-state batteries (ASSBs). Achieving a deep understanding of Li2S's key physicochemical properties, alongside advancing high-quality, cost-effective, and scalable fabrication techniques, is strategically significant for the sulfide ASSB industry. This study elucidates the central role of Li2S within the technological framework of ASSBs, emphasizing its core physicochemical parameters, key performance metrics, and their critical impact on industrial applications. Five promising synthesis methos are systematically reviewed from an industrial feasibility perspective, including direct sulfurization of metallic lithium, carbothermal reduction, hydrazine hydrate reduction, liquid-phase metathesis, and hydrogen sulfide neutralization. A multidimensional evaluation framework is constructed to compare these techniques across several dimensions, such as process characteristics, product performance, safety risks, and economic viability. This analysis identifies the key bottlenecks restricting the industrialization of Li2S and proposes targeted strategies for optimization. Potential future directions in large-scale production technologies are also outlined. This study aims to serve as a valuable reference for the industrial production of Li2S and its efficient integration into sulfide-based all-solid-state batteries, thereby facilitating technological advancements and cost reductions in sulfide solid electrolyte systems.

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    Challenges and strategies for interface failures in silicon-based solid-state batteries
    Qin WANG, Yangang ZHANG, Junfei LIANG, Hua WANG
    Energy Storage Science and Technology    2025, 14 (2): 570-582.   DOI: 10.19799/j.cnki.2095-4239.2024.0774
    Abstract731)   HTML85)    PDF(pc) (16765KB)(4349)       Save

    Silicon-based materials are among the most promising anode materials for solid-state batteries owing to their high specific capacity. However, interface failures between silicon-based electrode materials and solid-state electrolytes disrupt ion and electron transport pathways, leading to increased internal impedance, uneven current-density distribution, and eventual degradation of battery capacity and cycle life. This issue presents a major challenge in designing high-energy-density and long-cycle silicon-based solid-state batteries. First, we evaluate the reasons for interface failures between silicon-based materials and solid-state electrolytes, focusing on crystal structures, critical dimensions, and electrochemical sintering. We also discuss the impact of lithium concentration on the electronic conductivity, ionic diffusion coefficient, and Young's modulus of pure silicon materials. Furthermore, we summarize various strategies to address the interface failures, including the application of binders, buffer layers, electrode-material structure design, and particle-size matching between electrode materials and electrolytes. Additionally, we emphasize the potential influence of applying equal and constant stacking pressure on battery performance during the cycling process. This study aims to elucidate the scientific challenges associated with silicon-based material and electrolyte-interface failures in solid-state batteries, resulting in capacity decay and decreased cycle life. Further, this work proposes strategies to address these challenges considering silicon-based material design, electrode material preparation, and electrode-electrolyte matching, thereby guiding further advancements in this field.

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    Thermal characterization and thermal consistency study of battery packs based on differences in monomer characteristic parameters
    Teng ZHANG, Guofeng CHANG
    Energy Storage Science and Technology    2025, 14 (8): 3194-3206.   DOI: 10.19799/j.cnki.2095-4239.2025.0127
    Abstract250)   HTML7)    PDF(pc) (3459KB)(3972)       Save

    Variations in the characteristic parameters of individual cells within a lithium-ion (Li-ion) battery pack-such as state of charge (SOC), capacity, and internal resistance-can lead to nonuniform thermal distribution due to electrothermal coupling, thereby affecting the overall performance and safety of the pack. This study investigates the dynamic behavior of lithium batteries at different temperatures and depths of discharge, and establishes a second-order RC equivalent circuit-thermal coupling model to examine how inconsistencies in SOC, capacity, and internal resistance influence the thermal behavior of series- and parallel-connected battery packs through numerical simulations. The study quantifies disparities in energy release, heat generation, and temperature distribution across various connection configurations. Results show that, under SOC inconsistency, the parallel-connected pack releases 379.575 Ah due to the self-balancing effect-higher than the 366.024 Ah released by the series-connected pack. However, the standard deviation of the heat generation rate and maximum temperature deviation in the parallel configuration are 2.265 W and 0.62 ℃, respectively, which are significantly greater than those in the series configuration (0.475 W and 0.275 ℃), indicating superior thermal consistency in the series-connected arrangement. For capacity inconsistency, the parallel configuration exhibits greater fluctuations in heating rate due to uneven branch currents, with a temperature standard deviation of 0.421—0.188 ℃ higher than that of the series-connected pack (0.233 ℃). The maximum temperature difference reaches 1.222 ℃ in the parallel configuration, compared to 0.670 ℃ in the series, further highlighting the enhanced thermal uniformity of the series layout. Under internal resistance inconsistency, the average temperature of the series-connected pack is marginally higher (33.233 ℃) than that of the parallel configuration (33.204 ℃), yet the standard deviations of temperature and heat generation rate in the series-connected pack (0.19 ℃ and 0.097 W) remain lower than those in the parallel-connected one (0.215 ℃ and 0.405 W). This suggests that the series configuration effectively mitigates thermal imbalance induced by internal resistance variations. Further quantitative comparison reveals that SOC inconsistency has the most pronounced effect on thermal consistency, with maximum differences in heating rate reaching 6.499 W in the parallel configuration and 1.261 W in the series. Capacity inconsistency leads to the largest temperature difference in the parallel pack (1.222 ℃), which is 1.8 times greater than that in the series. For internal resistance inconsistency, the temperature standard deviation in the series configuration is only 88% of that in the parallel. In conclusion, series-connected battery packs exhibit better thermal consistency under parameter inconsistencies, while parallel-connected packs offer greater energy output but demand more robust thermal management to mitigate temperature fluctuations. These findings provide a quantitative foundation for optimizing thermal models and designing cooling strategies in electric vehicle battery systems, thereby enhancing both safety and operational longevity.

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    Fast frequency response and stable control of multi-port energy router
    Zhaoqin SUN, Ke LI, Gaoxian DU, Chen HU, Meng NIU, Zhen ZHU
    Energy Storage Science and Technology    2025, 14 (8): 2970-2982.   DOI: 10.19799/j.cnki.2095-4239.2025.0524
    Abstract148)   HTML5)    PDF(pc) (6368KB)(2986)       Save

    To address the poor stability and difficulty in rapid frequency regulation for a large number of renewable new energy sources connected to the power grid system, a method of achieving a fast frequency response and controlling the stability of multi-port energy routers under frequency regulation conditions was developed. First, to address the low-frequency instability caused by the strategy used to control the frequency modulation in existing multi-port energy routers (small hydro power, photovoltaic, energy storage, and grid connected ports), methods of controlling energy routers were analyzed by combining small signal impedance modeling methods to derive impedance models for each port of multi-port energy routers. Based on the equivalent impedance model of each port of the energy router, the instability and mechanism of achieving stable operation of the multi-port energy router were studied. The existing strategy for controlling the frequency modulation in energy routers is susceptible to interaction of the inductive impedance, capacitive impedance, and negative damping impedance. The phase difference at the intersection of port impedances is greater than 180°, and the Nyquist plot surrounds the (-1, 0j) point in a clockwise manner, making the system prone to instability during low-frequency oscillation. However, the new, fast-frequency-response control strategy proposed herein for the energy router can ensure that the phase difference at the intersection of port impedances is less than 180° and the Nyquist plot does not surround the (-1, 0j) point, ensuring stable operation of the system. The data provide theoretical guidance and technical support for achieving a fast frequency response and stable control of multi-port energy routers under frequency modulation conditions. Finally, the effectiveness of the proposed method for achieving a fast-frequency response and stable control of multi-port energy routers was verified by simulation.

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    Interfacial behavior of FEC and VC at graphite anode of lithium-ion batteries
    Yan ZHAO, Hao LIU, Zonglin YI, Li LI, Lijing XIE, Fangyuan SU
    Energy Storage Science and Technology    2025, 14 (9): 3249-3258.   DOI: 10.19799/j.cnki.2095-4239.2025.0217
    Abstract639)   HTML45)    PDF(pc) (4928KB)(2955)       Save

    In lithium-ion batteries, electrolyte additives such as fluorinated ethylene carbonate (FEC) and vinylene carbonate (VC) have been widely employed to enhance the stability of the electrode/electrolyte interface; however, their effects on graphite electrodes remain unclear. In this study, the interfacial behavior of FEC and VC on graphite anodes in lithium-ion batteries is systematically investigated. The distinct mechanisms by which FEC and VC influence graphite surfaces are elucidated through various characterization techniques, including cyclic voltammetry, electrochemical impedance spectroscopy, scanning electron microscopy, transmission electron microscopy, and X-ray photoelectron spectroscopy. Electrochemical impedance results indicate that, in Li|Gr cells, the total impedance before and after solid electrolyte interphase (SEI) formation with FEC is lower than that with VC, whereas in Li|Ref|Gr cells, the total impedance with FEC is higher than that with VC. The interfacial impedances are further deconvoluted using the electrochemical impedance spectroscopy-distribution of relaxation time (EIS-DRT) method to determine the SEI impedance, the charge-exchange impedance at the SEI-graphite interface, and the SEI–electrolyte interface charge-exchange impedance in Li|Gr cells. The characteristic relaxation times of FEC and VC are essentially consistent for each component, with values of 5×10-5 s for SEI impedance, 3×10-4 s for SEI-graphite interface charge exchange, and 5×10-3 s for SEI-electrolyte interface charge exchange. The results show that VC reduction at 0.77 V forms an organic-rich SEI, significantly reducing impedance at the graphite interface but exhibiting poor compatibility with lithium metal, thereby increasing the total cell impedance. In contrast, FEC reduction at 1 V forms a LiF-rich SEI on the graphite surface, which increases graphite interface impedance yet greatly improves the stability of the lithium metal electrode. The adverse effect of FEC on the graphite interface is outweighed by its stabilizing effect on lithium metal, ultimately reducing the total cell impedance. This study provides important experimental insights and theoretical guidance for the optimized design of electrolytes in lithium-ion batteries.

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    Study on the electrochemical performance failure mechanisms and thermal safety of lithium iron phosphate battery during storage conditions
    Honghui WANG, Jiaxin LI, Deren CHU, Yanyi LI, Ting XU
    Energy Storage Science and Technology    2025, 14 (5): 1797-1805.   DOI: 10.19799/j.cnki.2095-4239.2024.1061
    Abstract1474)   HTML116)    PDF(pc) (2189KB)(2757)       Save

    Lithium iron phosphate batteries have gained widespread application in energy storage owing to their long cycle life, high safety, and low cost, making them one of the mainstream electrochemical energy storage devices. However, research on the performance degradation and safety of LFP batteries during stationary storage remains limited and is not sufficiently comprehensive. This study focuses on commercial cylindrical LFP batteries, investigating the evolution of electrochemical performance and failure mechanisms under varying temperature gradients (from room temperature to 72 ℃ and different states of charge (SOCs ranging from 0 to 100%). A series of composite storage simulation experiments were conducted, employing various nondestructive analysis techniques and adiabatic acceleration calorimeters (ARCs). The experimental results have shown that the state of health (SOH) and thermal runaway characteristics of LFP batteries during storage are significantly affected by temperature and SOC. The capacity attenuation rate of LFP battery with 100% SOC at 72 ℃ is 22.1 times that at room temperature and 5.6 times that with 0 SOC. Higher temperatures and higher SOC levels accelerate capacity fading, mainly owing to the loss of active lithium ions and active materials within the battery. Conversely, the thermal safety of LFP batteries during storage has been improved, which may be attributed to the reduced energy within the battery system caused by the depletion of active materials. Finally, a semi-empirical prediction model of LFP battery capacity decay is constructed based on the characteristic peak strength using the incremental capacity (IC) method. This study provides valuable technical guidance for the operation, maintenance, and safety measures required for LFP batteries in future large-scale energy storage applications.

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    Cooperative primary frequency modulation control method for distributed energy storage based on reinforcement learning-model predictive control
    Qian MA, Liang XIAO, Bing CHENG, Qin GAO, Chunxiao LIU, Yihua ZHU, Chengxiang LI
    Energy Storage Science and Technology    2025, 14 (8): 3138-3148.   DOI: 10.19799/j.cnki.2095-4239.2025.0296
    Abstract307)   HTML6)    PDF(pc) (1424KB)(2636)       Save

    To enhance the frequency characteristics of power grids and fully leverage the rapid response advantages of distributed energy storage systems (DESSs), a cooperative primary frequency control method based on reinforcement learning-model predictive control (RL-MPC) is proposed. First, a primary frequency control model incorporating DESSs is established based on frequency response characteristics, state of charge (SOC), and power control strategies. Then, a hierarchical mixed control architecture is designed: the upper layer employs a deep Q-network (DQN) to dynamically optimize the MPC weight matrix while sensing frequency deviation, rate of change, and SOC distribution entropy in real time. The lower layer utilizes distributed MPC to determine the output sequences of multi-node energy storage units and introduces a graph attention network (GAT) to achieve adaptive optimization of the communication topology. This approach reduces computational complexity in coordinated control and enhances the strategy's generalization capability. Finally, simulations conducted in Matlab/Simulink verify that the proposed method effectively improves the primary frequency response speed and control accuracy of DESSs, thereby strengthening overall power system stability.

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    Design of scaffold materials and their application in lithium batteries
    Ruilin HE, Tong ZHANG, Jiachun WU, Chaoyang WANG, Yonghong DENG, Guangzhao ZHANG, Xiaoxiong XU
    Energy Storage Science and Technology    2025, 14 (5): 1758-1775.   DOI: 10.19799/j.cnki.2095-4239.2024.1235
    Abstract609)   HTML74)    PDF(pc) (14864KB)(2537)       Save

    The energy density of lithium-ion batteries with graphite anodes is nearing its theoretical limit but still falls short of the demand for higher-energy-density batteries. Lithium-ion batteries with silicon-based anodes, lithium-sulfur batteries, and lithium-metal batteries, which offer higher specific capacities, can achieve a leap in energy density. However, these batteries face critical challenges in cycle stability and safety that must be urgently addressed. The use of electrode materials with high specific capacities inevitably leads to greater volume changes, posing significant challenges to battery preparation and stable operation. Scaffold materials offer excellent tunability, mechanical strength, and porosity, making them a promising solution for mitigating volume effects in high-specific-capacity electrode materials. This review classifies scaffold materials, analyzes the challenges faced by different components in high-specific-capacity batteries, and examines their applications in the cathode, separator, electrolyte, and anode of lithium-ion batteries. It discusses the working principles, advantages, and disadvantages of scaffold materials for different battery components. It also identifies key issues and severe challenges to advancing scaffold materials in the field of lithium batteries. Ultimately, it highlights potential future research directions for scaffold materials. This review aims to provide valuable insights and reference outputs for promoting the continuous advancement of battery technology through scaffold materials.

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    Research progress on high specific-capacity lithium-rich single crystal materials
    Jingjing LI, Danfeng JIANG, Jiaxin LI, Jie YAN, Changjie SHEN
    Energy Storage Science and Technology    2025, 14 (8): 3122-3137.   DOI: 10.19799/j.cnki.2095-4239.2025.0289
    Abstract300)   HTML16)    PDF(pc) (14846KB)(2312)       Save

    Due to their high specific capacity and low cost, lithium-rich oxide materials have been regarded as next-generation cathodes to overcome the bottleneck of energy density in lithium-ion batteries. However, traditional polycrystalline agglomerated lithium-rich materials suffer from intrinsic defects such as particle pulverization and irreversible lattice oxygen release caused by structural reconstruction during long-term cycling, leading to continuous deterioration of the electrode-electrolyte interface and capacity fading. The single-crystal approach has been demonstrated as an effective strategy to mitigate these degradation mechanisms by eliminating grain boundary stress. This paper reviews the unique advantages of lithium-rich single-crystal materials with high nickel content in terms of structural and electrochemical properties. It systematically compares the differences between lithium-rich single-crystal and polycrystalline materials across key performance metrics, including initial Coulombic efficiency, structural stability, morphological evolution after cycling, and gas generation behavior induced by interfacial side reactions. Furthermore, it elaborates on the influence of critical parameters in mainstream synthesis processes, such as high-temperature solid-state methods, molten salt-assisted approaches, and hydrothermal/solvothermal methods, on crystal morphology. Modification strategies and research advancements in lithium-rich single-crystal materials are comprehensively summarized, demonstrating that optimization approaches, including elemental doping, surface coating, and structural engineering, can significantly enhance both structural stability and electrochemical performance. Finally, future development directions for lithium-rich single-crystal materials are discussed, providing theoretical foundations and technical support for the development and application of high energy density lithium-ion batteries.

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    Preparation of vanadium nitride-based electrode materials and their application progress in supercapacitors
    Honghui LIU, Donghui LI, Qifeng QIAN, Lingchao XIAO, Lei XIONG, Zhongguo CHEN
    Energy Storage Science and Technology    2025, 14 (8): 3110-3121.   DOI: 10.19799/j.cnki.2095-4239.2025.0169
    Abstract294)   HTML9)    PDF(pc) (11998KB)(2245)       Save

    Vanadium nitride (VN) is considered an ideal electrode material for supercapacitors due to its extremely high theoretical specific capacity, good electronic conductivity, and wide operating voltage window. However, VN materials obtained through existing preparation methods often exhibit a small specific surface area, dense surface structure, and poor electrochemical activity, resulting in low actual specific capacity, poor rate performance, and short cycle life. This article summarizes the energy storage mechanisms and preparation methods of VN based on recent literature. In addition, the effects of surface composition, structure, and morphology on the specific capacity, rate performance, and cycling stability of VN are discussed. Strategies for improving the electrochemical performance of VN are presented, with a focus on constructing nano-microstructures and nanocomposites. Approaches such as fabricating nanocrystals, nanobelts, nanofibers, and nanorods are introduced to enhance specific capacity and rate performance. The construction of nanocomposites, including VN/porous carbon, VN@carbon, VN/carbon nanotubes, VN/graphene, and VN/other transition metal nitrides, is described as a means to improve the conductivity and overall performance of VN. Moreover, the impact mechanisms of these nano-microstructures and nanocomposites on specific capacity, rate performance, and cycling stability are analyzed. Existing challenges in current enhancement strategies are also discussed. Finally, future research directions and development trends for VN-based electrode materials are proposed.

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    Reviews of selected 100 recent papers for lithium batteries (Feb. 1, 2025 to March 31, 2025)
    Qiangfu SUN, Guanjun CEN, Ronghan QIAO, Jing ZHU, Junfeng HAO, Xinxin ZHANG, Mengyu TIAN, Zhou JIN, Yuanjie ZHAN, Yong YAN, Liubin BEN, Hailong YU, Yanyan LIU, Hong ZHOU, Xuejie HUANG
    Energy Storage Science and Technology    2025, 14 (5): 1727-1747.   DOI: 10.19799/j.cnki.2095-4239.2025.0383
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    This bimonthly review paper highlights 100 recent published papers on lithium batteries. We searched the Web of Science and found 6847 papers online from Feb. 1, 2025 to March 31, 2025. 100 of them were selected to be highlighted. The selected papers of cathode materials focus on high-nickel ternary layered oxides, and the effects of doping, interface modifications and structural evolution with prolonged cycling are investigated. For anode materials, silicon-based composite materials are improved by optimized electrode structure and new binders to mitigate the effects of volume changes. Efforts have also been devoted to design composite metal lithium anode and control the inhomogeneous plating of lithium. The relation of structure design and performances of sulfide-based, chloride-based and polymer-based solid-state electrolytes has been extensively studied. Different combination of solvents, lithium salts, and functional additives are used for preparing liquid electrolytes to meet the requirements for battery applications. For solid-state batteries, the modification and surface coating of the cathode, the design of composite cathode, the interface to anode/electrolyte interface and 3D anode have been widely investigated. Studies on lithium-sulfur batteries are mainly focused on the structural design of the cathode and the development of functional coating and optimization of electrolytes, and solid state lithium-sulfur battery has also drawn large attentions. Thick electrode preparation technology is applied to Li-ion batteries. There are also a few papers for the characterization techniques of structural phase transition of the cathode materials and the interfacial evolution of lithium deposition, while theoretical papers are mainly focused on the ion transport behaviors in solid state electrolytes.

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    Surface pre-treatment strategies for lithium metal: Advancement and perspective
    Gongxun LU, Huadong YUAN, Jianmin LUO, Yao WANG, Yujing LIU, Peng SHI, Shihui ZOU, Guangmin ZHOU, Xinyong TAO, Jianwei NAI
    Energy Storage Science and Technology    2025, 14 (3): 947-964.   DOI: 10.19799/j.cnki.2095-4239.2024.1161
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    Lithium metal anodes (LMAs) have attracted substantial attention for their extremely high specific capacity and lowest electrochemical equilibrium potential. However, their short lifespan and safety issues owing to lithium dendrite formation during repeated cycling hinder the practical application of lithium metal batteries (LMBs). The complex lithium metal-electrolyte interface plays a crucial role in regulating lithium deposition and enhancing the cycling stability of the battery. This review summarizes key advancements in pre-treatment strategies for constructing protective artificial solid-electrolyte interphase layers, categorized by the physical states of the reagents (solid, liquid, and gas) and their mechanisms for stabilizing LMAs. Finally, this review outlines future directions for pre-treatment technologies, emphasizing advanced strategies, application prospects, and mechanistic insights, while addressing current challenges, opportunities, and potential research directions toward high-energy-density LMBs.

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