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A solution framework for the experimental data shortage problem of lithium-ion batteries:Generative adversarial network-based data augmentation for battery state estimation 被引量:1
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作者 Jinghua Sun Ankun Gu Josef Kainz 《Journal of Energy Chemistry》 2025年第4期476-497,共22页
In order to address the widespread data shortage problem in battery research,this paper proposes a generative adversarial network model that combines it with deep convolutional networks,the Wasserstein distance,and th... In order to address the widespread data shortage problem in battery research,this paper proposes a generative adversarial network model that combines it with deep convolutional networks,the Wasserstein distance,and the gradient penalty to achieve data augmentation.To lower the threshold for implementing the proposed method,transfer learning is further introduced.The W-DC-GAN-GP-TL framework is thereby formed.This framework is evaluated on 3 different publicly available datasets to judge the quality of generated data.Through visual comparisons and the examination of two visualization methods(probability density function(PDF)and principal component analysis(PCA)),it is demonstrated that the generated data is hard to distinguish from the real data.The application of generated data for training a battery state model using transfer learning is further evaluated.Specifically,Bi-GRU-based and Transformer-based methods are implemented on 2 separate datasets for estimating state of health(SOH)and state of charge(SOC),respectively.The results indicate that the proposed framework demonstrates satisfactory performance in different scenarios:for the data replacement scenario,where real data are removed and replaced with generated data,the state estimator accuracy decreases only slightly;for the data enhancement scenario,the estimator accuracy is further improved.The estimation accuracy of SOH and SOC is as low as 0.69%and 0.58%root mean square error(RMSE)after applying the proposed framework.This framework provides a reliable method for enriching battery measurement data.It is a generalized framework capable of generating a variety of time series data. 展开更多
关键词 Lithium-ion battery Generative adversarial network Data augmentation State of health State of charge Data shortage
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Machine Learning-based Battery Life Detection and Photoelectrode Materials Selection for Lithium Batteries
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作者 Jianwei Lu Tong Liu +5 位作者 Yimin Chen Yuxi Ma Junlun Cao Kun Luo Weiwei Lei Dan Liu 《Transactions of Tianjin University》 2025年第3期270-277,共8页
Herein,we developed three-dimensional pristine titanium dioxide(TiO_(2))photo-electrocatalyst material(PEM)with homogeneous distribution of oxygen vacancies(OV)for lithium-oxygen(Li-O_(2))battery system(denoted as LOB... Herein,we developed three-dimensional pristine titanium dioxide(TiO_(2))photo-electrocatalyst material(PEM)with homogeneous distribution of oxygen vacancies(OV)for lithium-oxygen(Li-O_(2))battery system(denoted as LOBs)under illumination.This rationally designed OV-TiO_(2)photoelectrode-catalyst has exhibited excellent capacity,small overpotential,long-term cycle stability,and higher rate capability performance according to our electrochemical experiment study.In short,OV as photoinduced charge separation centers(inert surface atomic modification method)fascinate the effective separation of electrons(e^(−))and holes(h^(+)).In turn,induced e−and h+are beneficial to the oxygen reduction reaction(ORR)and oxygen evolution reaction(OER)process.More importantly,machine learning(ML)algorithms to analyze and optimize battery performance are innovative in the photoelectrical field.The utility of ML analysis is extensively shown to be effective in learning the in/output connection of interest.Based on ML analysis results,the OV-TiO_(2)cathode is indeed the key point to extend the LOB life span.More importantly,our brilliant anatase OV-TiO_(2)revealed the optimization of electrode material for high performance and reversibility in LOBs.We expect that it will bring special OV-TiO_(2)and some other hierarchical hollow nanomaterials,a big step toward battery technology no matter in cost-effectiveness and environmentally friendly aspects. 展开更多
关键词 Machine learning Oxygen vacancies Lithium batteries
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Analysis of Geometrical Arrangement and Packing Material on Heat Generation in Lithium-Ion Battery Banks
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作者 Seenaa Khudhayer Salman Shaymaa Husham Abdulmalek +2 位作者 Ali Ahmed Gitan Thamer Khalif Salem Raaid Rashad Jassem Al-Doury 《Energy Engineering》 2026年第2期578-601,共24页
Operating Lithium-ion batteries at their temperature limits is a challenging design task due to explosion risk at high temperatures and rapid degradation at low temperatures.Depending on the battery package design,tho... Operating Lithium-ion batteries at their temperature limits is a challenging design task due to explosion risk at high temperatures and rapid degradation at low temperatures.Depending on the battery package design,those risks can be solved with passive solutions,which require no active cooling or heating.Thecurrentwork aims to optimize the pack design and materials of the type-NCR18650B battery based on a wide range of operation temperature.The lower limit was denoted by cold case while the maximum limit was expressed by hot case.A combined analyticalnumerical approach was developed to model the heat generation inside the battery.A thermal resistance analysis was used to determine the boundary conditions of the numerical model.The governing differential equations for the 1-D heat generation model were solved analytically.The numerical analysis was considered to determine the best battery pack design based on material parameters,number of batteries,and geometrical arrangement.The analytical results revealedthat the cold case canbe selectedas theworst case and thebestmodel wasobtainedusing thehexagonal-shaped 10-battery pack that was covered with Delrin of 1.8 mm in thickness.The numerical results showed that the best model was the hexagonal-shaped 10-battery pack with Delrin of 2 mm in thickness that achieved the largest temperature of−20.6℃ in the cold case. 展开更多
关键词 Analytical analysis battery package battery package configuration battery packing safety lithium-ion battery thermal performance
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Flexible Sensors for Battery Health Monitoring
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作者 Xin Wang Haiyan Zhang +11 位作者 Xinyi Qi Sheng Chen Zekai Huang Jinwei Zhao Yihang Wang Dezhi Wu Gaofeng Zheng Chenyang Xue Jianlin Zhou Hailong Wang Zongyou Yin Libo Gao 《Nano-Micro Letters》 2026年第5期336-370,共35页
With the widespread application of lithium batteries in electric vehicles and energy storage systems,battery-related safety and reliability issues have become increasingly prominent.Conventional monitoring methods oft... With the widespread application of lithium batteries in electric vehicles and energy storage systems,battery-related safety and reliability issues have become increasingly prominent.Conventional monitoring methods often struggle to address dynamic changes under complex operando.In recent years,flexible sensing technology has emerged as a promising solution for battery health monitoring due to its high adaptability and conformability to complex structures.Meanwhile,empowered by artificial intelligence(AI)for data analysis,the collected data enables efficient and accurate state assessment,offering robust support for accident prevention.Against this background,this paper first explores the integrated applications of flexible sensors in battery health monitoring and their unique advantages in addressing complex battery operating conditions,while analyzing the potential of AI in battery state analysis.Subsequently,it systematically reviews mainstream flexible sensing technologies(e.g.,film sensors,thermocouples,and optical fiber sensors),elucidating their mechanisms for revealing intricate internal battery processes during operation.Finally,the paper discusses AI’s role in enhancing monitoring efficiency and accuracy,and envisions future research directions and application prospects.This work aims to provide technical references for the battery health monitoring field as well as promote the application of flexible sensing technologies in improving battery system safety and reliability. 展开更多
关键词 Lithium battery battery health monitoring Flexible sensing technology SAFETY Artificial intelligence
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Ion-Mediated Carbon Microdomain Engineering Boosting Enhanced Plateau Capacity of Carbon Anode under High Rate Towards High-Performance Sodium Dual-Ion Batteries
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作者 Bin Tang Yuchen Zhang +11 位作者 Bifa Ji Geng Yu Yongping Zheng Xiaolong Zhou Nuntaporn Kamonsutthipaijit Pornsuwan Buangam Sarayut Tunmee Hideki Nakajima Ukit Rittihong Qingguang Pan Fan Zhang Yongbing Tang 《Nano-Micro Letters》 2026年第5期505-521,共17页
Sodium-based dual-ion batteries(SDIBs)have been attracting increasing attention in recent years owing to their low cost,environmental benignancy,and high operating voltage.However,the sluggish ion kinetics of conventi... Sodium-based dual-ion batteries(SDIBs)have been attracting increasing attention in recent years owing to their low cost,environmental benignancy,and high operating voltage.However,the sluggish ion kinetics of conventional carbon anodes that cannot match the fast capacitive anion intercalation behavior of graphite cathodes constraints on improving power density of SDIBs.Herein,we present an ingenious carbon microdomain engineering strategy to fabricate high-performance carbon anode with ion-mediated high-activity nitrogen species and molecular-scale closed-pore architectures.Experimental characterizations and theoretical investigations demonstrate that Zn^(2+)-mediated structural engineering tailors oxidized nitrogen species,which proficiently accelerate the sodium-ion desolvation kinetics;meanwhile the acetate-mediated pore-forming process modulates closed pores,which synergistically afford abundant sodium storage sites for high plateau-region capacity.As a result,the optimized microdomain engineered carbon material(MEC_(3))tailored with the optimal amount of zinc acetate demonstrates an outstanding plateau-region capacity of 253 mAh g^(-1)even at 1 C,among the highest reported values.Consequently,the MEC_(3)||expanded graphite dual-ion battery exhibits an unprecedented cycling stability at high current rate,maintaining 80.6%capacity retention after 10,000 cycles at 10 C,among the best reports.This microdomain engineering strategy provides a new design principle for overcoming kinetic limitations of carbonaceous materials in plateau-dominated sodium storage systems. 展开更多
关键词 Carbon microdomain engineering Ion-mediation Hard carbon anode Sodium-ion battery Dual ion battery
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Active-material microenvironment engineering by plasticine electrode matrix for shape-customizable Li-ion batteries
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作者 Ting Hu Zhongfeng Ji +7 位作者 Xuewei He Guojiang Wen Zhiwei Zhu Sifan Yang Li Wang Xuewei Fu Xiangming He Yu Wang 《Journal of Energy Chemistry》 2026年第1期645-655,I0014,共12页
The development of shape-customizable and bulk flexible electrochemical devices through processing technologies as versatile as those used for plastics promises to revolutionize the future of battery technology.Howeve... The development of shape-customizable and bulk flexible electrochemical devices through processing technologies as versatile as those used for plastics promises to revolutionize the future of battery technology.However,this pursuit has been fundamentally hindered by the absence of transformative battery materials capable of delivering the necessary electrochemical functions,robust interface adhesion,and,crucially,the suitable rheological properties required for on-demand shaping.In this work,we introduce a concept of a multifunctional plasticine electrode matrix(PEM)featuring nano-interpenetrating networks(nano-IPN)to address this challenge.Utilizing the nonflammable liquid-electrolyte hydration combined with conductive nanomaterials,we have realized a PEM in the form of a multifunctional nanocomposite that integrates ion and electron conduction,component binding,non-flammability,and plasticine-like moldability.With this PEM,we have successfully fabricated a variety of bulk-flexible electrodes with high mass loading of active material(AM)(>70 wt%)using industry-friendly extrusion and compression molding techniques.Moreover,these high AM-loading composite electrodes achieve an unparalleled bulk conformability and flexibility,remaining structurally intact even under severe mechanical stress.Ultimately,we have successfully produced shape-patternable and flexible batteries via extrusion molding.This study underscores the potential of the PEM to revolutionize battery microstructures,interfaces,manufacturing processes,and performance characteristics. 展开更多
关键词 Nano-interpenetrating networks Electrode matrix Flexible electrodes and batteries Electrode processing Solid-state lithium-ion battery
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The Electric Wave:Battery-powered vessels and smart systems are directing China’s rivers towards a sustainable future
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作者 GE LIJUN 《ChinAfrica》 2026年第2期49-51,共3页
Each morning at Yangluo Port in Wuhan,Hubei Province,the all-electric cargo vessel Huahang Xinneng No.1 completes a battery swap in under 10 minutes before returning to service with nearly 8,000 kWh of power onboard。
关键词 yangluo port china WUHAN battery swap battery powered vessels sustainable future smart systems electric waves
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Chirality-Induced Suppression of Singlet Oxygen in Lithium-Oxygen Batteries with Extended Cycle Life
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作者 Kyunghee Chae Youngbi Kim +11 位作者 Yookyeong Oh Hosik Hahn Jaehyun Son Youngsin Kim Hyuk‑Joon Kim Hyun Jeong Lee Dohyub Jang Jooho Moon Kisuk Kang Jeong Woo Han Filipe Marques Mota Dong Ha Kim 《Nano-Micro Letters》 2026年第2期124-137,共14页
Lithium-oxygen(Li-O2)batteries are perceived as a promising breakthrough in sustainable electrochemical energy storage,utilizing ambient air as an energy source,eliminating the need for costly cathode materials,and of... Lithium-oxygen(Li-O2)batteries are perceived as a promising breakthrough in sustainable electrochemical energy storage,utilizing ambient air as an energy source,eliminating the need for costly cathode materials,and offering the highest theoretical energy density(~3.5 k Wh kg^(-1))among discussed candidates.Contributing to the poor cycle life of currently reported Li-O_(2)cells is singlet oxygen(1O_(2))formation,inducing parasitic reactions,degrading key components,and severely deteriorating cell performance.Here,we harness the chirality-induced spin selectivity effect of chiral cobalt oxide nanosheets(Co_(3)O_(4)NSs)as cathode materials to suppress 1O_(2)in Li-O_(2)batteries for the first time.Operando photoluminescence spectroscopy reveals a 3.7-fold and 3.23-fold reduction in 1O_(2)during discharge and charge,respectively,compared to conventional carbon paperbased cells,consistent with differential electrochemical mass spectrometry results,which indicate a near-theoretical charge-to-O_(2)ratio(2.04 e-/O_(2)).Density functional theory calculations demonstrate that chirality induces a peak shift near the Fermi level,enhancing Co 3d-O 2p hybridization,stabilizing reaction intermediates,and lowering activation barriers for Li_(2)O_(2)formation and decomposition.These findings establish a new strategy for improving the stability and energy efficiency of sustainable Li-O_(2)batteries,abridging the current gap to commercialization. 展开更多
关键词 Singlet oxygen suppression Chirality-induced spin selectivity effect Lithium–oxygen batteries Oxygen evolution reaction battery stability
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Fe-driven phase transition enables nano-sized Wadsley-Roth FeNb_(11)O_(29)anode for ultrafast 2-minute charging batteries
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作者 Aofei Wei Meiqi Liu +6 位作者 Zhongwei Liu He Yang Zhou Jiang Zhongyu Pan Detian Meng Taowen Dong Wei Zhang 《Journal of Energy Chemistry》 2026年第1期625-633,I0014,共10页
Niobium-based oxides show great potential in anode materials for fast-charging lithium-ion batteries,but their practical application remains hindered by intrinsically low conductivity.In this study,we successfully syn... Niobium-based oxides show great potential in anode materials for fast-charging lithium-ion batteries,but their practical application remains hindered by intrinsically low conductivity.In this study,we successfully synthesize nano-sized Wadsley-Roth FeNb_(11)O_(29)through Fe-driven phase transformation of Nb_(2)O_(5),which delivers a high specific capacity(280.5 mA h g^(−1)at 0.25 C)along with abundant redox-active sites.Moreover,the Wadsley-Roth shear structure of FeNb_(11)O_(29)facilitates rapid Li^(+)diffusion and guarantees exceptional structural stability.Theoretical calculations further confirm that FeNb_(11)O_(29)has a narrow band gap,which significantly enhances the conductivity.Owing to these merits,FeNb_(11)O_(29)achieves a full charge/discharge cycle within merely 25 s at 75 C rate and retains remarkable cycling stability over 2500 cycles.As a consequence,our assembled FeNb_(11)O_(29)||LiFePO_(4)full cell demonstrates ultra-long cyclability(>10000 cycles)and outstanding fast-charging capability(complete cycling within 2 min at 30 C).These findings highlight nano-sized FeNb_(11)O_(29)as a highly promising anode candidate for next-generation fast-charging LIBs. 展开更多
关键词 Fast-charging NANO-SIZED Wadsley-Roth structure Lithium-ion batteries ANODE
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Ultrahigh-Mass-Loading Electrodes With Enhanced Homogeneity Using a High-Concentration Slurry for Lithium-Ion Batteries
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作者 Jun Kyu Park Woohyeon Shin +14 位作者 Woohyeon Jo Hyo-Jeong Lee Won-Yong Jeon Jinho Ahn Jihee Yoon Yea-Ji Jeong Joonyoung Oh Minji Kang Min-Jae Choi Jin Joo Jongsoon Kim Seong-Keun Cho Jun Dong Park Jaewook Nam Jung-Keun Yoo 《Carbon Energy》 2026年第1期126-137,共12页
Strategies for achieving high-energy-density lithium-ion batteries include using high-capacity materials such as high-nickel NCM,increasing the active material content in the electrode by utilizing high-conductivity c... Strategies for achieving high-energy-density lithium-ion batteries include using high-capacity materials such as high-nickel NCM,increasing the active material content in the electrode by utilizing high-conductivity carbon nanotubes(CNT)conductive materials,and electrode thickening.However,these methods are still limited due to the limitation in the capacity of high-nickel NCM,aggregation of CNT conductive materials,and nonuniform material distribution of thick-film electrodes,which ultimately damage the mechanical and electrical integrity of the electrode,leading to a decrease in electrochemical performance.Here,we present an integrated binder-CNT composite dispersion solution to realize a high-solids-content(>77 wt%)slurry for high-mass-loading electrodes and to mitigate the migration of binder and conductive additives.Indeed,the approach reduces solvent usage by approximately 30%and ensures uniform conductive additive-binder domain distribution during electrode manufacturing,resulting in improved coating quality and adhesive strength for high-mass-loading electrodes(>12 mAh cm^(−2)).In terms of various electrode properties,the presented electrode showed low resistance and excellent electrochemical properties despite the low CNT contents of 0.6 wt%compared to the pristine-applied electrode with 0.85 wt%CNT contents.Moreover,our strategy enables faster drying,which increases the coating speed,thereby offering potential energy savings and supporting carbon neutrality in wet-based electrode manufacturing processes. 展开更多
关键词 cathodes DISPERSIBILITY dispersion solution high-mass-loading lithium-ion batteries
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Metallic WO_(2)-Promoted CoWO_(4)/WO_(2) Heterojunction with Intercalation-Mediated Catalysis for Lithium-Sulfur Batteries
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作者 Chan Wang Pengfei Zhang +8 位作者 Jiatong Li Rui Wang Changheng Yang Fushuai Yu Xuening Zhao Kaichen Zhao Xiaoyan Zheng Huigang Zhang Tao Yang 《Nano-Micro Letters》 2026年第1期154-170,共17页
Lithium-sulfur(Li-S)batteries require efficient catalysts to accelerate polysulfide conversion and mitigate the shuttle effect.However,the rational design of catalysts remains challenging due to the lack of a systemat... Lithium-sulfur(Li-S)batteries require efficient catalysts to accelerate polysulfide conversion and mitigate the shuttle effect.However,the rational design of catalysts remains challenging due to the lack of a systematic strategy that rationally optimizes electronic structures and mesoscale transport properties.In this work,we propose an autogenously transformed CoWO_(4)/WO_(2) heterojunction catalyst,integrating a strong polysulfide-adsorbing intercalation catalyst with a metallic-phase promoter for enhanced activity.CoWO_(4) effectively captures polysulfides,while the CoWO_(4)/WO_(2) interface facilitates their S-S bond activation on heterogenous catalytic sites.Benefiting from its directional intercalation channels,CoWO_(4) not only serves as a dynamic Li-ion reservoir but also provides continuous and direct pathways for rapid Li-ion transport.Such synergistic interactions across the heterojunction interfaces enhance the catalytic activity of the composite.As a result,the CoWO_(4)/WO_(2) heterostructure demonstrates significantly enhanced catalytic performance,delivering a high capacity of 1262 mAh g^(−1) at 0.1 C.Furthermore,its rate capability and high sulfur loading performance are markedly improved,surpassing the limitations of its single-component counterparts.This study provides new insights into the catalytic mechanisms governing Li-S chemistry and offers a promising strategy for the rational design of high-performance Li-S battery catalysts. 展开更多
关键词 Lithium sulfur batteries Catalysis Shuttle effect HETEROJUNCTION
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Application of Cyclodextrin Supramolecular Gel Electrolyte Based on Ionic Liquids in Zinc Ion Batteries
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作者 LUO Yushu TENG Zixuan +4 位作者 SU Sicheng MIAO Wenli ZHANG Chaocan WU Lili CHEN Wanyu 《Journal of Wuhan University of Technology(Materials Science)》 2026年第2期304-314,共11页
The preparation of ionic liquid gel electrolyte can reduce the occurrence of side effects and extend battery life.In the DMSO-ILZE electrolyte composed of DMSO,1-ethyl-3-methylimidazole tetrafluoroborate(EMIMBF_(4))an... The preparation of ionic liquid gel electrolyte can reduce the occurrence of side effects and extend battery life.In the DMSO-ILZE electrolyte composed of DMSO,1-ethyl-3-methylimidazole tetrafluoroborate(EMIMBF_(4))and Zn(BF_(4))_(2),the supramolecular gelatorβ-cyclodextrin(β-CD)was added,and then a gel electrolyte(CD-ILZE)for zinc-ion batteries was prepared through host-vip interaction betweenβ-CD and DMSO-ILZE electrolyte.The gel electrolyte has good conductivity between-30 and 80℃,which is found by fitting the Arrhenius equation that the gel electrolyte satisfies the liquid law within this temperature range.In addition,the supramolecular gel electrolyte can effectively decrease hydrogen evolution corrosion and the formation of zinc dendrites.Compared with the battery prepared by DMSO-ILZE electrolyte(about 1100 h),the prepared Zn||Zn battery exhibits a more stable cycle(over 2800 h)at a current density of 0.5 m A·cm^(-2).At 0.1 A·g^(-1),the prepared Zn||V_(2)O_(5)gel electrolyte cell has a capacity of 30 m Ah·g^(-1)and a capacity retention rate of 85.17%after more than 1500 cycles.The CD-ILZE supramolecular gel electrolyte can inhibit the formation of hydrogen evolution corrosion and zinc dendrites,and improve the cycling performance of the battery. 展开更多
关键词 supramolecular gel zinc-ion battery ionic liquid CYCLODEXTRIN
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Cross-scale investigation of overcharge-induced thermal runaway propagation mechanism in sodium-ion batteries under multi-module configuration
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作者 Qinghua Gui Jinzhong Li +4 位作者 Bowen Jin Peng Liu Kun Yu Jiarui Zhang Lei Mao 《Journal of Energy Chemistry》 2026年第1期13-28,I0002,共17页
In electrochemical energy storage systems,the sodium-ion battery is typically integrated in the form of a“cell-module-cluster”,but its cross-scale thermal runaway triggering risk and the propagation mechanism remain... In electrochemical energy storage systems,the sodium-ion battery is typically integrated in the form of a“cell-module-cluster”,but its cross-scale thermal runaway triggering risk and the propagation mechanism remain unclear.This study reveals the cross-scale thermal runaway triggering and propagation behavior of sodium-ion batteries of“cell-module-cluster”under overcharge conditions,and investigates the effects of key factors,including module spacing,triggering cell location,and heat dissipation condition,on the thermal runaway propagation behavior.Results demonstrate that the thermal runaway propagation in a module containing the overcharged cell follows a sequential triggering mode,while thermal runaway in the downstream module exhibits a simultaneous triggering mode with greater severity.Furthermore,increasing the module spacing or enhancing the heat dissipation capacity can effectively reduce the heat accumulation and prevent the trigger of thermal runaway.On the above basis,the multi-dimensional evaluation strategy is proposed to quantitatively assess the hazard of sodium-ion battery cluster thermal runaway.The findings serve as a foundation for the safe design of sodium-ion batteries in energy storage systems. 展开更多
关键词 Cross-scale Sodium-ion battery OVERCHARGE Thermal runaway Propagation mechanism
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The NTP Anode for Aqueous Sodium Ion Batteries:Recent Advances and Future Perspectives
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作者 Ming-Li Wang Xue-Ying Su +4 位作者 Zheng-Xiang Shan Shu-Zhe Yang Heng-Rui Guo Hao Luo Dong-Liang Chao 《电化学(中英文)》 北大核心 2026年第1期27-41,共15页
Aqueous sodium-ion batteries(ASIBs)have attracted great attention in aqueous batteries due to their merit of high safety.However,the constrained work potential and insufficient chemical stability of anode materials in... Aqueous sodium-ion batteries(ASIBs)have attracted great attention in aqueous batteries due to their merit of high safety.However,the constrained work potential and insufficient chemical stability of anode materials in aqueous electro-lytes hinder the large-scale application of ASIBs.Sodium titanium phosphate,NaTi_(2)(PO_(4))_(3)(NTP),is considered one of the most promising anode materials for ASIBs due to its excellent electrochemical performance and tunable structure.Recently,great achievements have been made in the development of NTP,however,a comprehensive review of existing studies is still lacking.This article firstly introduces the basic properties of NTP and analyzes the existing challenges.Subsequently,it will provide a comprehensive overview of the key strategies related to the design and modification of NTP materials with optimized electrochemical performance.Finally,based on the current research status and practical needs,suggestions,and future perspectives for advancing NTP in practical applications of ASIBs are presented.This review aims to guide the future research trajectory from basic material innovation to industrial applications,thus promoting the large-scale commercializa-tion of ASIBs. 展开更多
关键词 Aqueous sodium ion battery Anode material NaTi^(2)(PO_(4))_(3) Energy storage
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Hemin with strong adsorption on zinc anode as a multi-functional interface layer for highly reversible Zn-ion batteries
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作者 Liang Wang Weitao Li +9 位作者 Lei Zheng Mengmin Jia Dai-Huo Liu Dongmei Dai Zhuangzhuang Zhang Chunyu Ma Bao Wang Shengli Zhang Li Su Bao Li 《Chinese Chemical Letters》 2026年第1期716-721,共6页
Aqueous zinc-ion batteries(AZIBs) are regarded as one of the most promising energy conversion and storage devices.Nevertheless,side reactions and dendrite growth on the zinc metal anode hinder their widespread applica... Aqueous zinc-ion batteries(AZIBs) are regarded as one of the most promising energy conversion and storage devices.Nevertheless,side reactions and dendrite growth on the zinc metal anode hinder their widespread application.In this study,hemin was employed as a multi-functional artificial interface for the first time to inhibit the disordered growth of zinc dendrites and mitigate side reactions.Theoretical calculations indicate that hemin is preferentially adsorbed onto the zinc anode,thus blocking the interaction between the active zinc anode and electrolyte.Compared with zinc foil,the Hemin@Zn anode demonstrates enhanced corrosion resistance,a decrease in hydrogen evolution,and more orderly deposition of zinc.As expected,the symmetric cell with Hemin@Zn anode can sustain up to 4000 h at 0.2 mA/cm^(2),0.2 mAh/cm^(2).Asymmetric Zn//Cu cells exhibit an average coulombic efficiency exceeding 99.72 % during 500 cycles.Moreover,the full cell Hemin@Zn//NH_(4)V_(4)O_(10) delivers a superior capacity up to 367 m Ah/g and the discharge capacity retention reaches 124 mAh/g after 1200 cycles even at a current density of 5 A/g.This work provides a simple and effective method for constructing a robust artificial interface to promote the application of long-life AZIBs. 展开更多
关键词 HEMIN Zn-ion batteries Interface DENDRITES Strong adsorption Drop coating
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Alloying-driven 3d orbital charge transfer for enhanced polysulfide adsorption and conversion in room temperature sodium-sulfur batteries
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作者 Miao Huang Jiakai Zhang +5 位作者 Shaobo Jia Yihui Jiang Hao Zhang Shengqiang Zhang Jinxiang Diao Xiaojie Liu 《Journal of Energy Chemistry》 2026年第1期229-242,I0006,共15页
The severe shuttle effect and sluggish reaction kinetics in room-temperature sodium-sulfur(RT Na-S)batteries have been major bottlenecks hindering their practical application.To overcome these challenges,a straightfor... The severe shuttle effect and sluggish reaction kinetics in room-temperature sodium-sulfur(RT Na-S)batteries have been major bottlenecks hindering their practical application.To overcome these challenges,a straightforward reduction approach was employed to design three bimetallic alloy nanoparticles(FeNi,FeCo,and NiCo)supported on multistage porous carbon substrates.Experimental and theoretical calculations reveal that the charge transfer within the alloy catalyst influences the position of its d-band center and its degree of hybridization with sodium polysulfides(NaPSs).An increased charge transfer leads to a shift of the alloy’s d-band center closer to the Fermi energy level,thereby enhancing its adsorption and catalytic capabilities.Among the three alloy compositions,the FeNi alloy exhibits the highest charge transfer.Consequently,the FeNi alloy demonstrates the superior electrochemical performance,achieving a high reversible specific capacity of 848.2 mA h g^(−1),with an average capacity degradation rate of only 0.037%per cycle over 1000 cycles at 1.2 C.The S/FeNi/NC cathode exhibits a low electrolyte-to-sulfur(E/S)ratio of 6.6µL mg^(−1),while maintaining a high reversible specific capacity of 568.1 mA h g^(−1).This offers valuable insights for the application of alloy catalysts in the S/FeNi/NC cathode of RT Na-S batteries. 展开更多
关键词 RT Na-S batteries Alloys catalyst Charge transfer ADSORPTION ELECTROCATALYSIS
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MELODI:An explainable machine learning method for mechanistic disentanglement of battery calendar aging
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作者 Wenkai Ye Xiaoru Chen +6 位作者 Xu Hao Yilin Xie Fuda Gong Liangxi He Xuebing Han Hewu Wang Minggao Ouyang 《Journal of Energy Chemistry》 2026年第1期804-813,I0018,共11页
Lithium-ion batteries(LIBs)are widely deployed,from grid-scale storage to electric vehicles.LIBs remain stationary most of their service life,where calendar aging degrades capacity.Understanding the mechanisms of LIB ... Lithium-ion batteries(LIBs)are widely deployed,from grid-scale storage to electric vehicles.LIBs remain stationary most of their service life,where calendar aging degrades capacity.Understanding the mechanisms of LIB calendar aging is crucial for extending battery lifespan.However,LIB calendar aging is influenced by multiple factors,including battery material,its state,and storage environment.Calendar aging experiments are also time-consuming,costly,and lack standardized testing conditions.This study employs a data-driven approach to establish a cross-scale database linking materials,side-reaction mechanisms,and calendar aging of LIBs.MELODI(Mechanism-informed,Explainable,Learning-based Optimization for Degradation Identification)is proposed to identify calendar aging mechanisms and quantify the effects of multi-scale factors.Results reveal that cathode material loss drives up to 91.42%of calendar aging degradation in high-nickel(Ni)batteries,while solid electrolyte interphase growth dominates in lithium iron phosphate(LFP)and low-Ni batteries,contributing up to 82.43%of degradation in LFP batteries and 99.10%of decay in low-Ni batteries,respectively.This study systematically quantifies calendar aging in commercial LIBs under varying materials,states of charge,and temperatures.These findings offer quantitative guidance for experimental design or battery use,and implications for emerging applications like aerial robotics,vehicle-to-grid,and embodied intelligence systems. 展开更多
关键词 Data-driven model Degradation mechanism Lithium-ion battery Machine learning
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A theory perspective of the polysulfide absorbing materials for room-temperature sodium-sulfur batteries
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作者 Chhail Bihari Soni Vipin Kumar 《Journal of Energy Chemistry》 2026年第1期584-604,I0013,共22页
Though the formation of polysulfide is desirable,as it contributes to the capacity build-up,it must not leak into the electrolyte.The loss of polysulfide causes capacity fade,a change in the local chemistry of the ele... Though the formation of polysulfide is desirable,as it contributes to the capacity build-up,it must not leak into the electrolyte.The loss of polysulfide causes capacity fade,a change in the local chemistry of the electrolyte,and anode poisoning.Constant efforts are in progress to find suitable polysulfide-absorbing materials;however,the magical polysulfide absorber is yet to be discovered or developed.Experimental methods alone often fall short in accelerating the investigations may be due to the complex Nature of the testing.This review focuses on the importance of computational methods,particularly density functional theory(DFT),in screening suitable polysulfide absorbers.It highlights the critical role of anchoring materials in improving Na-S battery performance,including pristine and doped graphene,metal–organic frameworks,carbon Nanofibers,vanadium disulfide,MXenes,and metal sulfides.By examining adsorption energies,charge transfer mechanisms,and catalytic properties,this review provides insights into the design of advanced materials that can effectively immobilize polysulfides and enhance battery stability.The review aims to guide future research efforts toward the development of high-performance RT Na-S batteries through a comprehensive understanding of the polysulfide-absorbing materials. 展开更多
关键词 Na-S battery Computational theory Polysulfide absorbing materials DFT
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Parameter identification method of multi-particle model for lithium-ion batteries
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作者 Junfu Li Xiaolong Li +2 位作者 Xueli Hu Quanqing Yu Zhaowei Zhang 《Chinese Journal of Mechanical Engineering》 2026年第1期440-452,共13页
Electrochemical models,characterized by high fidelity and physical interpretability,have been applied in var-ious fields such as fast charging,battery state estimation,and battery material design.Currently,widely util... Electrochemical models,characterized by high fidelity and physical interpretability,have been applied in var-ious fields such as fast charging,battery state estimation,and battery material design.Currently,widely utilized single particle-based model exhibits high computational efficiency but suffers from low simulation accuracy under high-rate charge/discharge conditions.In this work,an electrochemical model for lithium-ion batteries based on multi-particle hypothesis is developed.Two particles are employed to represent the electrode char-acteristics of the positive and negative electrodes,respectively.Through theoretical derivation,mathematical equations are established to describe various processes within the battery,including solid-phase diffusion,li-quidphase diffusion,reaction polarization,and ohmic polarization.In addition,a method for obtaining model parameters is proposed.Finally,the model is experimentally validated by using lithium iron phosphate and nickel-cobalt-manganese lithium-ion batteries under constant current conditions.The identified battery elec-trochemical model parameters are within reasonable accuracy as evidenced by the experimental validation results. 展开更多
关键词 Lithium-ion battery Electrochemical model Multi-particle assumption Parameter identification
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Multifunctional Dipoles Enabling Enhanced Ionic and Electronic Transport for High‑Energy Batteries
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作者 Shihai Cao Yuntong Sun +4 位作者 Yinghao Li Ao Wang Wenyao Zhang Zhendong Hao Jong‑Min Lee 《Nano-Micro Letters》 2026年第3期685-724,共40页
Achieving high-energy density remains a key objective for advanced energy storage systems.However,challenges,such as poor cathode conductivity,anode dendrite formation,polysulfide shuttling,and electrolyte degradation... Achieving high-energy density remains a key objective for advanced energy storage systems.However,challenges,such as poor cathode conductivity,anode dendrite formation,polysulfide shuttling,and electrolyte degradation,continue to limit performance and stability.Molecular and ionic dipole interactions have emerged as an effective strategy to address these issues by regulating ionic transport,modulating solvation structures,optimizing interfacial chemistry,and enhancing charge transfer kinetics.These interactions also stabilize electrode interfaces,suppress side reactions,and mitigate anode corrosion,collectively improving the durability of high-energy batteries.A deeper understanding of these mechanisms is essential to guide the design of next-generation battery materials.Herein,this review summarizes the development,classification,and advantages of dipole interactions in high-energy batteries.The roles of dipoles,including facilitating ion transport,controlling solvation dynamics,stabilizing the electric double layer,optimizing solid electrolyte interphase and cathode–electrolyte interface layers,and inhibiting parasitic reactions—are comprehensively discussed.Finally,perspectives on future research directions are proposed to advance dipole-enabled strategies for high-performance energy storage.This review aims to provide insights into the rational design of dipole-interactive systems and promote the progress of electrochemical energy storage technologies. 展开更多
关键词 High-energy batteries Electrochemical processes Ionic transport Electronic migration DIPOLES
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