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Li Decorated Graphdiyne Nanosheets: A Theoretical Study for an Electrode Material for Nonaqueous Lithium Batteries 锂装饰石墨二炔纳米片:非水锂电池电极材料的理论研究
IF 5.1 4区 材料科学 Q2 ELECTROCHEMISTRY Pub Date : 2024-10-14 DOI: 10.1002/batt.202400514
M. J. Jiménez, J. Juan, M.S. Sandoval, P. Bechthold, P. V. Jasen, E. A. González, A. Juan

In this work, Density Functional Theory (DFT) is used to study pristine and defective GDY. We investigate the effect of Li atom adsorption on the electronic and structural properties of this 2D material. In both cases, the Li atom is located at the corner of the triangular-like pore (H1), but with a slight shift for the defective system. In the perfect system, the Li−C bond distances range from 2.289 Å to 2.461 Å, while in the defective case, they range from 2.237 Å to 3.184 Å. In the perfect case, the GDY−Li system becomes metallic and the Li 2 s states are stabilized. Charge transfer to the surfaces occurs near the vicinity of the Li atom. The C vacancy generates new C=C bonds similar to double bonds, enhancing the interaction with Li through strong conjugation. After Li adsorption, the sum of bond order for all the C atoms increases in both structures, from 0.4 % to 6 %. The Li storage capacity without significant restructuring is six Li atoms. When the atom concentration increases, the OCV values for Li decrease from 0.93 V to 0.23 V. For defective GDY, the specific capacity is 788 mAhg−1, which is slightly higher than for pristine case.

本文采用密度泛函理论(DFT)对原始GDY和缺陷GDY进行了研究。我们研究了Li原子吸附对这种二维材料的电子和结构性能的影响。在这两种情况下,Li原子都位于三角形孔(H1)的角落,但在缺陷体系中有轻微的移位。在完美体系中,Li−C键的键距在2.289 Å ~ 2.461 Å之间,而在缺陷体系中,键距在2.237 Å ~ 3.184 Å之间。在理想情况下,GDY−Li体系变成金属,Li 2s态稳定。电荷向表面的转移发生在Li原子附近。C空位产生新的类似双键的C=C键,通过强共轭作用增强了与Li的相互作用。吸附Li后,两种结构中所有C原子的键序之和均从0.4%增加到6%。没有明显重构的锂存储容量为6个锂原子。随着原子浓度的增加,Li的OCV值从0.93 V降低到0.23 V。缺陷GDY的比容量为788 mAhg−1,略高于原始GDY。
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引用次数: 0
Thermal Runaway of Na-Ion Batteries with Na3V2O2(PO4)2F Cathodes
IF 5.1 4区 材料科学 Q2 ELECTROCHEMISTRY Pub Date : 2024-10-14 DOI: 10.1002/batt.202400386
Tatiana K. Zakharchenko, Dmitriy I. Nikiforov, Georgiy D. Serdyukov, Pavel V. Komissarov, Mikhail O. Shkuratov, Alexander V. Dzuban, Grigorii P. Lakienko, Yuriy A. Gordienko, Lada V. Yashina, Daniil M. Itkis

The metal-ion battery manufacturing growth rates increase attention to the safety issues. For promising sodium-ion batteries, this topic has been studied in much less detail than for the lithium-ion ones. Here, we explored the thermal runaway process of Na-ion pouch cells with the Na3V2O2(PO4)2F (NVOPF)-based cathode. The thermal runaway onset temperature for such cells is noticeably higher than that for the NMC-based LIBs. We show that thermal runaway is triggered by the anode and the separator decomposition rather than by the processes at the cathode. The composition of the gas mixture released during thermal runaway process is similar to that for Li-ion batteries. The results suggest that sodium-ion batteries based on polyanionic cathodes can pave the way to safer metal-ion energy storage technologies.

{"title":"Thermal Runaway of Na-Ion Batteries with Na3V2O2(PO4)2F Cathodes","authors":"Tatiana K. Zakharchenko,&nbsp;Dmitriy I. Nikiforov,&nbsp;Georgiy D. Serdyukov,&nbsp;Pavel V. Komissarov,&nbsp;Mikhail O. Shkuratov,&nbsp;Alexander V. Dzuban,&nbsp;Grigorii P. Lakienko,&nbsp;Yuriy A. Gordienko,&nbsp;Lada V. Yashina,&nbsp;Daniil M. Itkis","doi":"10.1002/batt.202400386","DOIUrl":"https://doi.org/10.1002/batt.202400386","url":null,"abstract":"<p>The metal-ion battery manufacturing growth rates increase attention to the safety issues. For promising sodium-ion batteries, this topic has been studied in much less detail than for the lithium-ion ones. Here, we explored the thermal runaway process of Na-ion pouch cells with the Na<sub>3</sub>V<sub>2</sub>O<sub>2</sub>(PO<sub>4</sub>)<sub>2</sub>F (NVOPF)-based cathode. The thermal runaway onset temperature for such cells is noticeably higher than that for the NMC-based LIBs. We show that thermal runaway is triggered by the anode and the separator decomposition rather than by the processes at the cathode. The composition of the gas mixture released during thermal runaway process is similar to that for Li-ion batteries. The results suggest that sodium-ion batteries based on polyanionic cathodes can pave the way to safer metal-ion energy storage technologies.</p>","PeriodicalId":132,"journal":{"name":"Batteries & Supercaps","volume":"8 2","pages":""},"PeriodicalIF":5.1,"publicationDate":"2024-10-14","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143431163","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"材料科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Development of Tailored Hydrocarbon-Based Pentablock Copolymer Membranes for Sodium-Polysulfide Flow Batteries
IF 5.1 4区 材料科学 Q2 ELECTROCHEMISTRY Pub Date : 2024-10-10 DOI: 10.1002/batt.202400401
Michelle Lehmann, Tomonori Saito, Mohamed Kamaludeen, Guang Yang

Long-duration energy storage (LDES) technologies are pivotal for the adoption of renewables like wind and solar. Non-aqueous redox flow batteries (NARFBs) with a sodium-polysulfide hybrid system feature high energy density independent of power density, yet face challenges with polysulfide shuttling. This study investigates a hydrocarbon-based penta-block copolymer membrane, Nexar, to mitigate crossover effects by balancing TFSI conversion and their crosslink density. The membranes are annealed to induce crosslinking for reducing electrolyte uptake and enhancing mechanical stability while demonstrating excellent ionic conductivity. The hydrocarbon-based membranes address environmental concerns associated with perfluoroalkyl substances and improve the performance and durability of NARFBs. Our findings suggest that annealed Nexar membranes with tailored TFSI functionality offer a scalable, cost-effective solution for enhancing the efficiency of high-capacity energy storage systems, pivotal for grid integration of renewable sources.

{"title":"Development of Tailored Hydrocarbon-Based Pentablock Copolymer Membranes for Sodium-Polysulfide Flow Batteries","authors":"Michelle Lehmann,&nbsp;Tomonori Saito,&nbsp;Mohamed Kamaludeen,&nbsp;Guang Yang","doi":"10.1002/batt.202400401","DOIUrl":"https://doi.org/10.1002/batt.202400401","url":null,"abstract":"<p>Long-duration energy storage (LDES) technologies are pivotal for the adoption of renewables like wind and solar. Non-aqueous redox flow batteries (NARFBs) with a sodium-polysulfide hybrid system feature high energy density independent of power density, yet face challenges with polysulfide shuttling. This study investigates a hydrocarbon-based penta-block copolymer membrane, Nexar, to mitigate crossover effects by balancing TFSI conversion and their crosslink density. The membranes are annealed to induce crosslinking for reducing electrolyte uptake and enhancing mechanical stability while demonstrating excellent ionic conductivity. The hydrocarbon-based membranes address environmental concerns associated with perfluoroalkyl substances and improve the performance and durability of NARFBs. Our findings suggest that annealed Nexar membranes with tailored TFSI functionality offer a scalable, cost-effective solution for enhancing the efficiency of high-capacity energy storage systems, pivotal for grid integration of renewable sources.</p>","PeriodicalId":132,"journal":{"name":"Batteries & Supercaps","volume":"8 2","pages":""},"PeriodicalIF":5.1,"publicationDate":"2024-10-10","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143431650","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"材料科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Constructing High-Performance Zn-Iodine Batteries with CuI-PVP Composite Layer Coated Zn Anodes
IF 5.1 4区 材料科学 Q2 ELECTROCHEMISTRY Pub Date : 2024-10-10 DOI: 10.1002/batt.202400427
Rui Zhang, Xiangyu Liu, Xiaojing Wu, Tan Guo, Shan Yun, Lingyu Du, Litao Kang

Aqueous zinc-iodine (Zn-I2) batteries featuring abundant raw materials, inherent safety, excellent cost competitiveness and environmental benignity have been identified as one kind of important electrochemical energy storage devices. However, these batteries always suffer from inferior electrochemical performance, because of dendrite growth and corrosion/passivation of the anodes. Herein, a copper iodide-polyvinylpyrrolidone (CuI-PVP) composite layer is proposed to suppress the parasitic reactions and protect the Zn anodes. In this layer, the CuI can spontaneously react with metallic Zn and convert into Cu and Cu5Zn8 (2CuI+Zn→2Cu+ZnI2; 5Cu+8ZnCu5Zn8). The highly zincophilic Cu and Cu5Zn8, as heterogeneous seeds, can guide the uniform Zn nucleation and deposition, while alleviating corrosion of the Zn anodes. At the same time, the iodide species releasing from the composite layer can be oxidized and deposited on the cathodes, contributing additional capacity. As a result, the symmetric cell prepared with the CuI-PVP@Zn anodes demonstrates a long cycling lifetime of 1400 hours at 1 mA cm−2 and 1 mAh cm−2. Under an even higher current density of 5 mA cm−2, the CuI-PVP@Zn cell can still stably work for more than 660 hours. The practical application of this CuI-PVP@Zn electrode has been further demonstrated in Zn-I2 full batteries, which achieve 60 % higher specific capacity than the untreated ones (251.4 vs. 157.1 mAh g−1 after 2800 cycles).

{"title":"Constructing High-Performance Zn-Iodine Batteries with CuI-PVP Composite Layer Coated Zn Anodes","authors":"Rui Zhang,&nbsp;Xiangyu Liu,&nbsp;Xiaojing Wu,&nbsp;Tan Guo,&nbsp;Shan Yun,&nbsp;Lingyu Du,&nbsp;Litao Kang","doi":"10.1002/batt.202400427","DOIUrl":"https://doi.org/10.1002/batt.202400427","url":null,"abstract":"<p>Aqueous zinc-iodine (Zn-I<sub>2</sub>) batteries featuring abundant raw materials, inherent safety, excellent cost competitiveness and environmental benignity have been identified as one kind of important electrochemical energy storage devices. However, these batteries always suffer from inferior electrochemical performance, because of dendrite growth and corrosion/passivation of the anodes. Herein, a copper iodide-polyvinylpyrrolidone (CuI-PVP) composite layer is proposed to suppress the parasitic reactions and protect the Zn anodes. In this layer, the CuI can spontaneously react with metallic Zn and convert into Cu and Cu<sub>5</sub>Zn<sub>8</sub> (2<i>CuI</i>+<i>Zn</i>→2<i>Cu</i>+<i>ZnI<sub>2</sub></i>; 5<i>Cu</i>+8<i>Zn</i>→<i>Cu<sub>5</sub>Zn<sub>8</sub></i>). The highly zincophilic Cu and Cu<sub>5</sub>Zn<sub>8</sub>, as heterogeneous seeds, can guide the uniform Zn nucleation and deposition, while alleviating corrosion of the Zn anodes. At the same time, the iodide species releasing from the composite layer can be oxidized and deposited on the cathodes, contributing additional capacity. As a result, the symmetric cell prepared with the CuI-PVP@Zn anodes demonstrates a long cycling lifetime of 1400 hours at 1 mA cm<sup>−2</sup> and 1 mAh cm<sup>−2</sup>. Under an even higher current density of 5 mA cm<sup>−2</sup>, the CuI-PVP@Zn cell can still stably work for more than 660 hours. The practical application of this CuI-PVP@Zn electrode has been further demonstrated in Zn-I<sub>2</sub> full batteries, which achieve 60 % higher specific capacity than the untreated ones (251.4 vs. 157.1 mAh g<sup>−1</sup> after 2800 cycles).</p>","PeriodicalId":132,"journal":{"name":"Batteries & Supercaps","volume":"8 2","pages":""},"PeriodicalIF":5.1,"publicationDate":"2024-10-10","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143431649","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"材料科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Experimental Set-Up for Measurement of Half-Cell- and Over-Potentials of Flow Batteries During Operation
IF 5.1 4区 材料科学 Q2 ELECTROCHEMISTRY Pub Date : 2024-10-08 DOI: 10.1002/batt.202400394
Gabriel Gonzalez, Prof. Pekka Peljo

The study of flow batteries (FBs) requires the development of tools able to evaluate their performance during operation in a reliable and simple way. In this work, we present an experimental set-up that allows the on-line monitoring of the half-cells state of charge and apparent overpotentials on the positive and negative electrodes during battery operation. These measurements are feasible by using additional flow cells that include a reference electrode on each side. We used the experimental set-up to study the performance of the vanadium system as well as a previously reported stable organic couple. The studies consisted on short cycling operation at different current densities and polarization curves at different flow rates and states of charge. By confirming previous results obtained for vanadium-FBs and extending the analysis to further systems, we demonstrated that this approach provides a reliable deeper insight into the battery performance and the processes taking place during operation.

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引用次数: 0
Cover Feature: Can Prussian Blue Analogues be Holy Grail for Advancing Post-Lithium Batteries? (Batteries & Supercaps 10/2024) 封面专题:普鲁士蓝类似物能否成为推动后锂电池发展的圣杯?(电池与超级电容器 10/2024)
IF 5.1 4区 材料科学 Q2 ELECTROCHEMISTRY Pub Date : 2024-10-07 DOI: 10.1002/batt.202481002
Mecaelah S. Palaganas, Jayson S. Garcia, Giancarlo Dominador D. Sanglay, Lora Monique E. Sapanta, Dr. Lawrence A. Limjuco, Prof. Joey D. Ocon

The Cover Feature showcases the diverse applications of Prussian Blue analogue (PBA)–based post-lithium batteries (PLBs). The circles on the left of the battery depict their current use in supporting the transition to clean energy. The circles on the right highlight potential future industries that PBA-based PLBs could transform, including aerospace, electronics, and mobility applications. The development of PBA cathodes is poised to be a significant breakthrough in enhancing PLBs, unlocking a wide array of applications. More information can be found in the Review by J. D. Ocon and co-workers (DOI: 10.1002/batt.202400280).

封面专题展示了基于普鲁士蓝类似物 (PBA) 的后锂电池 (PLB) 的各种应用。电池左侧的圆圈描绘了它们目前在支持向清洁能源过渡方面的用途。右边的圆圈突出了基于 PBA 的后锂电池未来可能改变的行业,包括航空航天、电子和移动应用。PBA阴极的开发有望成为增强PLB的重大突破,从而开启广泛的应用领域。更多信息可参见 J. D.Ocon 及其合作者的评论中(DOI: 10.1002/batt.202400280)。
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引用次数: 0
Organic All-Solid-State Lithium Metal Battery Using Polymer/Covalent Organic Framework Electrolyte
IF 5.1 4区 材料科学 Q2 ELECTROCHEMISTRY Pub Date : 2024-10-07 DOI: 10.1002/batt.202400357
Jef Canals, Boris Irié-Bi, Franck Dolhem, Matthieu Becuwe, Eric Gautron, Vincent Seznec, Rémi Dedryvère

In this work, we have designed an all-organic and all-solid-state lithium metal battery based on 7,7,8,8-tetracyano-p-quinodimethane (TCNQ) as the organic electroactive material and a COF (Covalent Organic Framework)/PEO (PolyEthylene Oxide) composite as solid electrolyte. The use of a solid electrolyte allows fixing the solubility problem of organic electroactive materials in classical liquid electrolytes. This is the first time an all-solid-state organic battery based on TCNQ versus lithium metal is reported, since no liquid additive was included in the formulation of the electrolyte. We obtained a reversible capacity of 88 mAh g−1 at the second discharge, and still 58 mAh g−1 at the tenth discharge. The redox processes were investigated by X-ray Photoelectron Spectroscopy (XPS). We could evidence the involvement of the two lithiation steps of TCNQ (LiTCNQ and Li2TCNQ) in the reversible capacity. Optimization of the electrode manufacturing and formulation, and replacing the salt (LiI) by alternative ones opens the door to future improvements in the electrochemical performances. This study demonstrates the interest of COF-type organic structures in the formulation of organic solid electrolytes.

{"title":"Organic All-Solid-State Lithium Metal Battery Using Polymer/Covalent Organic Framework Electrolyte","authors":"Jef Canals,&nbsp;Boris Irié-Bi,&nbsp;Franck Dolhem,&nbsp;Matthieu Becuwe,&nbsp;Eric Gautron,&nbsp;Vincent Seznec,&nbsp;Rémi Dedryvère","doi":"10.1002/batt.202400357","DOIUrl":"https://doi.org/10.1002/batt.202400357","url":null,"abstract":"<p>In this work, we have designed an all-organic and all-solid-state lithium metal battery based on 7,7,8,8-tetracyano-<i>p</i>-quinodimethane (TCNQ) as the organic electroactive material and a COF (Covalent Organic Framework)/PEO (PolyEthylene Oxide) composite as solid electrolyte. The use of a solid electrolyte allows fixing the solubility problem of organic electroactive materials in classical liquid electrolytes. This is the first time an all-solid-state organic battery based on TCNQ versus lithium metal is reported, since no liquid additive was included in the formulation of the electrolyte. We obtained a reversible capacity of 88 mAh g<sup>−1</sup> at the second discharge, and still 58 mAh g<sup>−1</sup> at the tenth discharge. The redox processes were investigated by X-ray Photoelectron Spectroscopy (XPS). We could evidence the involvement of the two lithiation steps of TCNQ (LiTCNQ and Li<sub>2</sub>TCNQ) in the reversible capacity. Optimization of the electrode manufacturing and formulation, and replacing the salt (LiI) by alternative ones opens the door to future improvements in the electrochemical performances. This study demonstrates the interest of COF-type organic structures in the formulation of organic solid electrolytes.</p>","PeriodicalId":132,"journal":{"name":"Batteries & Supercaps","volume":"8 1","pages":""},"PeriodicalIF":5.1,"publicationDate":"2024-10-07","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143112882","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"材料科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Cover Picture: Ethanol-Based Solution Synthesis of a Functionalized Sulfide Solid Electrolyte: Investigation and Application (Batteries & Supercaps 10/2024) 封面图片:乙醇基溶液合成功能化硫化物固体电解质:研究与应用(电池与超级电容器 10/2024)
IF 5.1 4区 材料科学 Q2 ELECTROCHEMISTRY Pub Date : 2024-10-07 DOI: 10.1002/batt.202481001
Yusuke Morino, Kentaro Takase, Kazuhiro Kamiguchi, Daisuke Ito

The Front Cover illustrates an ethanol solution phase–synthesized sulfide solid electrolyte with a characteristic core–shell structure; it produces a suitable functionalized interface at the sulfide solid electrolyte/cathode active material interface for all-solid-state batteries (ASSBs). This study is expected to provide fundamental and industrial insights for the practical implementation of ASSBs. More information can be found in the Research Article by Y. Morino and co-workers (DOI: 10.1002/batt.202400264).

封面展示了一种乙醇溶液相合成的硫化物固体电解质,它具有特征的核壳结构;在硫化物固体电解质/阴极活性材料界面上产生了适合全固态电池(ASSB)的功能化界面。这项研究有望为全固态电池的实际应用提供基础和工业见解。更多信息,请参阅 Y. Morino 及其合作者的研究文章(DOI: 10.1002/batt.202400264)。
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引用次数: 0
Cover Feature: Combining a Data Driven and Mechanistic Model to Predict Capacity and Potential Curve-Degradation (Batteries & Supercaps 10/2024) 封面专题:结合数据驱动模型和机理模型预测容量和电位曲线降解(电池与超级电容器 10/2024)
IF 5.1 4区 材料科学 Q2 ELECTROCHEMISTRY Pub Date : 2024-10-07 DOI: 10.1002/batt.202481003
Jochen Stadler, Dr. Johannes Fath, Dr. Madeleine Ecker, Prof. Arnulf Latz

The Cover Feature illustrates lithium-ion battery degradation. It demonstrates how individual aging modes—the loss of accessible active material from an electrode or the depletion of cyclable lithium ions—affect the capacities and balancing between the electrodes. These changes are visualized by color-coded surfaces that represent electrode potentials in the full cell′s cyclation window, transitioning from green to red to indicate degradation. Such alterations lead to a measurable capacity fade and changes in the full cell′s potential curve, as depicted by the differential voltage curve. The underlying work combines this mechanistic model with a data-driven model approach of the individual aging modes to predict both capacity fade and changes to the potential curve under various aging conditions. This will help to enhance understanding and prediction of battery degradation and can be the basis for a more precise onboard state-of-charge and state-of-health estimation of degraded batteries. More information can be found in the Research Article by J. Stadler and co-workers (DOI: 10.1002/batt.202400211).

封面特写展示了锂离子电池的老化过程。它展示了各种老化模式--电极上可获得活性材料的损失或可循环锂离子的耗尽--如何影响电极之间的容量和平衡。这些变化可通过彩色编码表面直观地显示出来,彩色编码表面代表整个电池循环窗口中的电极电位,从绿色过渡到红色表示退化。这种变化会导致可测量的容量衰减和全电池电位曲线的变化,如电压差曲线所示。基础研究工作将这一机理模型与单个老化模式的数据驱动模型方法相结合,以预测各种老化条件下的容量衰减和电位曲线变化。这将有助于加强对电池老化的理解和预测,并为更精确地评估车载电池的充电状态和健康状态奠定基础。更多信息,请参阅 J. Stadler 及其合作者的研究文章(DOI: 10.1002/batt.202400211)。
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引用次数: 0
An Adaptive Combined Method for Lithium-Ion Battery State of Charge Estimation Using Long Short-Term Memory Network and Unscented Kalman Filter Considering Battery Aging 考虑电池老化的长短期记忆网络与无气味卡尔曼滤波的锂离子电池状态自适应组合估计方法
IF 5.1 4区 材料科学 Q2 ELECTROCHEMISTRY Pub Date : 2024-09-26 DOI: 10.1002/batt.202400441
Longchen Lyu, Bo Jiang, Jiangong Zhu, Xuezhe Wei, Haifeng Dai

The accurate estimation of battery state of charge (SOC) enables the reliable and safe operation of lithium-ion batteries. Data-driven SOC estimation is considered an emerging and effective solution. However, existing data-driven SOC estimation methods typically involve direct estimation and lack effective feedback correction. Moreover, battery degradation poses additional challenges to accurate SOC estimation. Therefore, this study proposes an adaptive combined method for battery SOC estimation based on a long short-term memory (LSTM) network and unscented Kalman filter (UKF) algorithm considering battery aging status. First, an LSTM model is constructed to characterize the battery's dynamic performance instead of traditional battery models. Then, the UKF algorithm is employed to perform SOC estimation through the feedback of terminal voltage prediction. To enhance estimation accuracy under different aging statuses, a proportional-integral-derivative controller is employed to correct the capacity fading during the SOC estimation process. Validation results indicate that the terminal voltage prediction model demonstrates exceptional robustness against interference from current and voltage noise. Compared to the traditional estimation method combining the deep learning model and Kalman filter algorithm, the proposed method demonstrates superior estimation accuracy under various complex operating conditions. Furthermore, the proposed method outperforms the traditional method in estimation performance during battery aging.

准确估算电池荷电状态(SOC)是锂离子电池可靠、安全运行的基础。数据驱动的SOC评估被认为是一种新兴的有效解决方案。然而,现有的数据驱动SOC估计方法通常是直接估计,缺乏有效的反馈校正。此外,电池退化给准确的SOC估计带来了额外的挑战。因此,本研究提出了一种考虑电池老化状态的基于LSTM网络和UKF算法的自适应组合电池SOC估计方法。首先,构建LSTM模型来表征电池的动态性能,取代传统的电池模型。然后,利用UKF算法通过对终端电压预测的反馈进行荷电状态估计。为了提高在不同老化状态下的估计精度,采用比例-积分-导数控制器对SOC估计过程中的容量衰落进行校正。验证结果表明,该终端电压预测模型对电流和电压噪声的干扰具有良好的鲁棒性。与传统的深度学习模型与卡尔曼滤波算法相结合的估计方法相比,该方法在各种复杂工况下都具有更高的估计精度。此外,该方法在电池老化性能估计方面优于传统方法。
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引用次数: 0
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