首页 > 最新文献

Batteries最新文献

英文 中文
Recurrent Neural Networks for Estimating the State of Health of Lithium-Ion Batteries 用于估计锂离子电池健康状况的循环神经网络
IF 4 4区 化学 Q2 Engineering Pub Date : 2024-03-20 DOI: 10.3390/batteries10030111
Rafael S. D. Teixeira, R. Calili, Maria Fatima Almeida, Daniel R. Louzada
Rapid technological changes and disruptive innovations have resulted in a significant shift in people’s behavior and requirements. Electronic gadgets, including smartphones, notebooks, and other devices, are indispensable to everyday routines. Consequently, the demand for high-capacity batteries has surged, which has enabled extended device autonomy. An alternative approach to address this demand is battery swapping, which can potentially extend the battery life of electronic devices. Although battery sharing in electric vehicles has been well studied, smartphone applications still need to be explored. Crucially, assessing the batteries’ state of health (SoH) presents a challenge, necessitating consensus on the best estimation methods to develop effective battery swap strategies. This paper proposes a model for estimating the SoH curve of lithium-ion batteries using the state of charge curve. The model was designed for smartphone battery swap applications utilizing Gated Recurrent Unit (GRU) neural networks. To validate the model, a system was developed to conduct destructive tests on batteries and study their behavior over their lifetimes. The results demonstrated the high precision of the model in estimating the SoH of batteries under various charge and discharge parameters. The proposed approach exhibits low computational complexity, low cost, and easily measurable input parameters, making it an attractive solution for smartphone battery swap applications.
快速的技术变革和颠覆性创新导致人们的行为和需求发生了重大转变。智能手机、笔记本电脑和其他设备等电子产品已成为人们日常生活中不可或缺的东西。因此,对大容量电池的需求激增,从而延长了设备的使用寿命。解决这一需求的另一种方法是电池交换,它有可能延长电子设备的电池寿命。虽然电动汽车中的电池共享已得到充分研究,但智能手机的应用仍有待探索。最关键的是,评估电池的健康状况(SoH)是一项挑战,需要就最佳估算方法达成共识,以制定有效的电池交换策略。本文提出了一种利用充电状态曲线估算锂离子电池 SoH 曲线的模型。该模型是利用门控递归单元(GRU)神经网络为智能手机电池更换应用而设计的。为了验证该模型,我们开发了一套系统来对电池进行破坏性测试,并研究电池在整个寿命期间的行为。结果表明,该模型能在各种充放电参数下高精度地估算电池的 SoH 值。所提出的方法具有计算复杂度低、成本低、输入参数易于测量等特点,因此是智能手机电池交换应用的一个极具吸引力的解决方案。
{"title":"Recurrent Neural Networks for Estimating the State of Health of Lithium-Ion Batteries","authors":"Rafael S. D. Teixeira, R. Calili, Maria Fatima Almeida, Daniel R. Louzada","doi":"10.3390/batteries10030111","DOIUrl":"https://doi.org/10.3390/batteries10030111","url":null,"abstract":"Rapid technological changes and disruptive innovations have resulted in a significant shift in people’s behavior and requirements. Electronic gadgets, including smartphones, notebooks, and other devices, are indispensable to everyday routines. Consequently, the demand for high-capacity batteries has surged, which has enabled extended device autonomy. An alternative approach to address this demand is battery swapping, which can potentially extend the battery life of electronic devices. Although battery sharing in electric vehicles has been well studied, smartphone applications still need to be explored. Crucially, assessing the batteries’ state of health (SoH) presents a challenge, necessitating consensus on the best estimation methods to develop effective battery swap strategies. This paper proposes a model for estimating the SoH curve of lithium-ion batteries using the state of charge curve. The model was designed for smartphone battery swap applications utilizing Gated Recurrent Unit (GRU) neural networks. To validate the model, a system was developed to conduct destructive tests on batteries and study their behavior over their lifetimes. The results demonstrated the high precision of the model in estimating the SoH of batteries under various charge and discharge parameters. The proposed approach exhibits low computational complexity, low cost, and easily measurable input parameters, making it an attractive solution for smartphone battery swap applications.","PeriodicalId":8755,"journal":{"name":"Batteries","volume":null,"pages":null},"PeriodicalIF":4.0,"publicationDate":"2024-03-20","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"140227225","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"化学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
A Review of 3D Printing Batteries 3D 打印电池回顾
IF 4 4区 化学 Q2 Engineering Pub Date : 2024-03-18 DOI: 10.3390/batteries10030110
Maryam Mottaghi, Joshua M. Pearce
To stabilize the Earth’s climate, large-scale transition is needed to non-carbon-emitting renewable energy technologies like wind and solar energy. Although these renewable energy sources are now lower-cost than fossil fuels, their inherent intermittency makes them unable to supply a constant load without storage. To address these challenges, rechargeable electric batteries are currently the most promising option; however, their high capital costs limit current deployment velocities. To both reduce the cost as well as improve performance, 3D printing technology has emerged as a promising solution. This literature review provides state-of-the-art enhancements of battery properties with 3D printing, including efficiency, mechanical stability, energy and power density, customizability and sizing, production process efficiency, material conservation, and environmental sustainability as well as the progress in solid-state batteries. The principles, advantages, limitations, and recent advancements associated with the most common types of 3D printing are reviewed focusing on their contributions to the battery field. 3D printing battery components as well as full batteries offer design flexibility, geometric freedom, and material flexibility, reduce pack weight, minimize material waste, increase the range of applications, and have the potential to reduce costs. As 3D printing technologies become more accessible, the prospect of cost-effective production for customized batteries is extremely promising.
为了稳定地球气候,需要大规模过渡到风能和太阳能等不排放碳的可再生能源技术。虽然目前这些可再生能源的成本低于化石燃料,但其固有的间歇性使其在没有存储的情况下无法提供恒定的负载。为了应对这些挑战,可充电电池是目前最有前途的选择;然而,其高昂的资本成本限制了目前的部署速度。为了降低成本并提高性能,3D 打印技术已成为一种前景广阔的解决方案。本文献综述介绍了利用三维打印技术提高电池性能的最新进展,包括效率、机械稳定性、能量和功率密度、可定制性和尺寸、生产过程效率、材料节约、环境可持续性以及固态电池的进展。该书回顾了与最常见的 3D 打印类型相关的原理、优势、局限性和最新进展,重点介绍了它们在电池领域的贡献。三维打印电池组件和完整电池具有设计灵活性、几何自由度和材料灵活性,可减轻电池组重量,最大限度地减少材料浪费,扩大应用范围,并有可能降低成本。随着三维打印技术越来越普及,以成本效益生产定制电池的前景极为广阔。
{"title":"A Review of 3D Printing Batteries","authors":"Maryam Mottaghi, Joshua M. Pearce","doi":"10.3390/batteries10030110","DOIUrl":"https://doi.org/10.3390/batteries10030110","url":null,"abstract":"To stabilize the Earth’s climate, large-scale transition is needed to non-carbon-emitting renewable energy technologies like wind and solar energy. Although these renewable energy sources are now lower-cost than fossil fuels, their inherent intermittency makes them unable to supply a constant load without storage. To address these challenges, rechargeable electric batteries are currently the most promising option; however, their high capital costs limit current deployment velocities. To both reduce the cost as well as improve performance, 3D printing technology has emerged as a promising solution. This literature review provides state-of-the-art enhancements of battery properties with 3D printing, including efficiency, mechanical stability, energy and power density, customizability and sizing, production process efficiency, material conservation, and environmental sustainability as well as the progress in solid-state batteries. The principles, advantages, limitations, and recent advancements associated with the most common types of 3D printing are reviewed focusing on their contributions to the battery field. 3D printing battery components as well as full batteries offer design flexibility, geometric freedom, and material flexibility, reduce pack weight, minimize material waste, increase the range of applications, and have the potential to reduce costs. As 3D printing technologies become more accessible, the prospect of cost-effective production for customized batteries is extremely promising.","PeriodicalId":8755,"journal":{"name":"Batteries","volume":null,"pages":null},"PeriodicalIF":4.0,"publicationDate":"2024-03-18","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"140234796","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"化学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Multi-Scale Heterogeneity of Electrode Reaction for 18650-Type Lithium-Ion Batteries during Initial Charging Process 18650 型锂离子电池在初始充电过程中电极反应的多尺度异质性
IF 4 4区 化学 Q2 Engineering Pub Date : 2024-03-18 DOI: 10.3390/batteries10030109
Dechao Meng, Zifeng Ma, Linsen Li
The improvement of fast-charging capabilities for lithium-ion batteries significantly influences the widespread application of electric vehicles. Fast-charging performance depends not only on materials but also on the battery’s inherent structure and the heterogeneity of the electrode reaction. Herein, we utilized advanced imaging techniques to explore how the internal structure of cylindrical batteries impacts macroscopic electrochemical performance. Our research unveiled the natural 3D structural non-uniformity of the electrodes, causing heterogeneity of electrode reaction. This non-uniformity of reaction exhibited a macro–meso–micro-scale feature in four dimensions: the exterior versus the interior of the electrode, the middle versus the sides of the cell, the inside versus the outside of the cell, and the surface versus the body of the electrode. Furthermore, the single-coated side of the anode demonstrated notably faster reaction than the double-coated sides, leading to the deposition of island-like lithium during fast charging. These discoveries offer novel insights into multi-scale fast-charging mechanisms for commercial batteries, inspiring innovative approaches to battery design.
锂离子电池快速充电能力的提高极大地影响着电动汽车的广泛应用。快速充电性能不仅取决于材料,还取决于电池的固有结构和电极反应的异质性。在此,我们利用先进的成像技术探索了圆柱形电池的内部结构如何影响宏观电化学性能。我们的研究揭示了电极天然的三维结构不均匀性,从而导致电极反应的异质性。这种反应的不均匀性在四个维度上呈现出宏观-中观-微观尺度的特征:电极外部与内部、电池中间与两侧、电池内部与外部、电极表面与主体。此外,阳极单面涂层的反应速度明显快于双面涂层,从而导致在快速充电过程中出现岛状锂沉积。这些发现为商业电池的多尺度快速充电机制提供了新的见解,激发了电池设计的创新方法。
{"title":"Multi-Scale Heterogeneity of Electrode Reaction for 18650-Type Lithium-Ion Batteries during Initial Charging Process","authors":"Dechao Meng, Zifeng Ma, Linsen Li","doi":"10.3390/batteries10030109","DOIUrl":"https://doi.org/10.3390/batteries10030109","url":null,"abstract":"The improvement of fast-charging capabilities for lithium-ion batteries significantly influences the widespread application of electric vehicles. Fast-charging performance depends not only on materials but also on the battery’s inherent structure and the heterogeneity of the electrode reaction. Herein, we utilized advanced imaging techniques to explore how the internal structure of cylindrical batteries impacts macroscopic electrochemical performance. Our research unveiled the natural 3D structural non-uniformity of the electrodes, causing heterogeneity of electrode reaction. This non-uniformity of reaction exhibited a macro–meso–micro-scale feature in four dimensions: the exterior versus the interior of the electrode, the middle versus the sides of the cell, the inside versus the outside of the cell, and the surface versus the body of the electrode. Furthermore, the single-coated side of the anode demonstrated notably faster reaction than the double-coated sides, leading to the deposition of island-like lithium during fast charging. These discoveries offer novel insights into multi-scale fast-charging mechanisms for commercial batteries, inspiring innovative approaches to battery design.","PeriodicalId":8755,"journal":{"name":"Batteries","volume":null,"pages":null},"PeriodicalIF":4.0,"publicationDate":"2024-03-18","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"140233500","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"化学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Design and Development of Flow Fields with Multiple Inlets or Outlets in Vanadium Redox Flow Batteries 设计和开发钒氧化还原液流电池中具有多个入口或出口的流场
IF 4 4区 化学 Q2 Engineering Pub Date : 2024-03-16 DOI: 10.3390/batteries10030108
M. Cecchetti, M. Messaggi, A. Casalegno, M. Zago
In vanadium redox flow batteries, the flow field geometry plays a dramatic role on the distribution of the electrolyte and its design results from the trade-off between high battery performance and low pressure drops. In the literature, it was demonstrated that electrolyte permeation through the porous electrode is mainly regulated by pressure difference between adjacent channels, leading to the presence of under-the-rib fluxes. With the support of a 3D computational fluid dynamic model, this work presents two novel flow field geometries that are designed to tune the direction of the pressure gradients between channels in order to promote the under-the-rib fluxes mechanism. The first geometry is named Two Outlets and exploits the splitting of the electrolyte flow into two adjacent interdigitated layouts with the aim to give to the pressure gradient a more transverse direction with respect to the channels, raising the intensity of under-the-rib fluxes and making their distribution more uniform throughout the electrode area. The second geometry is named Four Inlets and presents four inlets located at the corners of the distributor, with an interdigitated-like layout radially oriented from each inlet to one single central outlet, with the concept of reducing the heterogeneity of the flow velocity within the electrode. Subsequently, flow fields performance is verified experimentally adopting a segmented hardware in symmetric cell configuration with positive electrolyte, which permits the measurement of local current distribution and local electrochemical impedance spectroscopy. Compared to a conventional interdigitated geometry, both the developed configurations permit a significant decrease in the pressure drops without any reduction in battery performance. In the Four Inlets flow field the pressure drop reduction is more evident (up to 50%) due to the lower electrolyte velocities in the feeding channels, while the Two Outlets configuration guarantees a more homogeneous current density distribution.
在钒氧化还原液流电池中,流场的几何形状对电解液的分布起着至关重要的作用,其设计需要在高电池性能和低压降之间进行权衡。文献表明,电解质在多孔电极中的渗透主要受相邻通道之间压力差的调节,从而导致肋下通量的存在。在三维计算流体动力学模型的支持下,本研究提出了两种新型流场几何形状,旨在调整通道间压力梯度的方向,以促进肋下通量机制。第一种几何形状被命名为 "双出口",利用电解质流分成两个相邻的相互交错的布局,目的是使压力梯度相对于通道的方向更加横向,从而提高肋下通量的强度,并使其在整个电极区域的分布更加均匀。第二种几何形状被命名为 "四入口",即在分配器的四个角上有四个入口,从每个入口到一个中心出口的径向布局类似于相互咬合,目的是减少电极内流速的不均匀性。随后,实验验证了流场性能,采用了对称电池配置中的正电解质分段硬件,允许测量局部电流分布和局部电化学阻抗光谱。与传统的插接式几何形状相比,所开发的两种配置都能在不降低电池性能的情况下显著减少压降。在 "四入口 "流场中,由于进料通道中电解液速度较低,压降降低更为明显(可达 50%),而 "两出口 "配置则保证了更均匀的电流密度分布。
{"title":"Design and Development of Flow Fields with Multiple Inlets or Outlets in Vanadium Redox Flow Batteries","authors":"M. Cecchetti, M. Messaggi, A. Casalegno, M. Zago","doi":"10.3390/batteries10030108","DOIUrl":"https://doi.org/10.3390/batteries10030108","url":null,"abstract":"In vanadium redox flow batteries, the flow field geometry plays a dramatic role on the distribution of the electrolyte and its design results from the trade-off between high battery performance and low pressure drops. In the literature, it was demonstrated that electrolyte permeation through the porous electrode is mainly regulated by pressure difference between adjacent channels, leading to the presence of under-the-rib fluxes. With the support of a 3D computational fluid dynamic model, this work presents two novel flow field geometries that are designed to tune the direction of the pressure gradients between channels in order to promote the under-the-rib fluxes mechanism. The first geometry is named Two Outlets and exploits the splitting of the electrolyte flow into two adjacent interdigitated layouts with the aim to give to the pressure gradient a more transverse direction with respect to the channels, raising the intensity of under-the-rib fluxes and making their distribution more uniform throughout the electrode area. The second geometry is named Four Inlets and presents four inlets located at the corners of the distributor, with an interdigitated-like layout radially oriented from each inlet to one single central outlet, with the concept of reducing the heterogeneity of the flow velocity within the electrode. Subsequently, flow fields performance is verified experimentally adopting a segmented hardware in symmetric cell configuration with positive electrolyte, which permits the measurement of local current distribution and local electrochemical impedance spectroscopy. Compared to a conventional interdigitated geometry, both the developed configurations permit a significant decrease in the pressure drops without any reduction in battery performance. In the Four Inlets flow field the pressure drop reduction is more evident (up to 50%) due to the lower electrolyte velocities in the feeding channels, while the Two Outlets configuration guarantees a more homogeneous current density distribution.","PeriodicalId":8755,"journal":{"name":"Batteries","volume":null,"pages":null},"PeriodicalIF":4.0,"publicationDate":"2024-03-16","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"140236767","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"化学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Quantifying the Impact of Battery Degradation in Electric Vehicle Driving through Key Performance Indicators 通过关键性能指标量化电池退化对电动汽车驾驶的影响
IF 4 4区 化学 Q2 Engineering Pub Date : 2024-03-15 DOI: 10.3390/batteries10030103
Maite Etxandi-Santolaya, Alba Mora-Pous, L. Canals Casals, Cristina Corchero, Josh Eichman
As the Electric Vehicle market grows, understanding the implications of battery degradation on the driving experience is key to fostering trust among users and improving End of Life estimations. This study analyses various road types, charging behaviours and Electric Vehicle models to evaluate the impact of degradation on the performance. Key indicators related to the speed, acceleration, driving times and regenerative capabilities are obtained for different degradation levels to quantify the performance decay. Results show that the impact is highly dependent on the road type and nominal battery capacity. Vehicles with long and medium ranges show a robust performance for common driving conditions. Short-range vehicles perform adequately in urban and rural road conditions, but on highways, speed and acceleration reductions of up to 6.7 km/h and 3.96 (km/h)/s have been observed. The results of this study suggest that degradation should not be a concern for standard driving conditions and mid- and long-range vehicles currently dominate the market. In addition, the results are used to define a functional End of Life criterion based on performance loss, beyond the oversimplified 70–80% State-of-Health threshold, which does not consider individual requirements.
随着电动汽车市场的发展,了解电池老化对驾驶体验的影响是培养用户信任感和改善报废评估的关键。本研究分析了各种道路类型、充电行为和电动汽车型号,以评估电池退化对性能的影响。针对不同的退化程度,获得了与速度、加速度、驾驶时间和再生能力有关的关键指标,以量化性能衰减。结果表明,这种影响在很大程度上取决于道路类型和标称电池容量。在普通驾驶条件下,中长续航里程的车辆表现强劲。短程车辆在城市和乡村道路条件下表现良好,但在高速公路上,速度和加速度分别降低了 6.7 公里/小时和 3.96(公里/小时)/秒。这项研究的结果表明,在标准行驶条件下,中长程车辆目前在市场上占主导地位,因此不应担心降级问题。此外,研究结果还用于定义基于性能损失的功能性寿命终止标准,而不是过于简单的 70-80% 健康状态阈值,因为后者没有考虑个性化需求。
{"title":"Quantifying the Impact of Battery Degradation in Electric Vehicle Driving through Key Performance Indicators","authors":"Maite Etxandi-Santolaya, Alba Mora-Pous, L. Canals Casals, Cristina Corchero, Josh Eichman","doi":"10.3390/batteries10030103","DOIUrl":"https://doi.org/10.3390/batteries10030103","url":null,"abstract":"As the Electric Vehicle market grows, understanding the implications of battery degradation on the driving experience is key to fostering trust among users and improving End of Life estimations. This study analyses various road types, charging behaviours and Electric Vehicle models to evaluate the impact of degradation on the performance. Key indicators related to the speed, acceleration, driving times and regenerative capabilities are obtained for different degradation levels to quantify the performance decay. Results show that the impact is highly dependent on the road type and nominal battery capacity. Vehicles with long and medium ranges show a robust performance for common driving conditions. Short-range vehicles perform adequately in urban and rural road conditions, but on highways, speed and acceleration reductions of up to 6.7 km/h and 3.96 (km/h)/s have been observed. The results of this study suggest that degradation should not be a concern for standard driving conditions and mid- and long-range vehicles currently dominate the market. In addition, the results are used to define a functional End of Life criterion based on performance loss, beyond the oversimplified 70–80% State-of-Health threshold, which does not consider individual requirements.","PeriodicalId":8755,"journal":{"name":"Batteries","volume":null,"pages":null},"PeriodicalIF":4.0,"publicationDate":"2024-03-15","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"140238346","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"化学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Effect of Aging Path on Degradation Characteristics of Lithium-Ion Batteries in Low-Temperature Environments 老化路径对低温环境下锂离子电池降解特性的影响
IF 4 4区 化学 Q2 Engineering Pub Date : 2024-03-15 DOI: 10.3390/batteries10030107
Zhizu Zhang, Changwei Ji, Yangyi Liu, Yanan Wang, Bing Wang, Dianqing Liu
Typical usage scenarios for energy storage and electric vehicles (EVs) require lithium-ion batteries (LIBs) to operate under extreme conditions, including varying temperatures, high charge/discharge rates, and various depths of charge and discharge, while also fulfilling vehicle-to-grid (V2G) interaction requirements. This study empirically investigates the impact of ambient temperature, charge/discharge rate, and charge/discharge cut-off voltage on the capacity degradation rate and internal resistance growth of 18,650 commercial LIBs. The charge/discharge rate was found to have the most significant influence on these parameters, particularly the charging rate. These insights contribute to a better understanding of the risks associated with low-temperature aging and can aid in the prevention or mitigation of safety incidents.
储能和电动汽车(EV)的典型使用场景要求锂离子电池(LIB)在极端条件下工作,包括不同的温度、高充放电率和不同的充放电深度,同时还要满足车辆到电网(V2G)的交互要求。本研究根据经验调查了环境温度、充电/放电率和充电/放电截止电压对 18650 块商用 LIB 的容量衰减率和内阻增长的影响。研究发现,充电/放电速率对这些参数的影响最大,尤其是充电速率。这些见解有助于更好地理解与低温老化相关的风险,并有助于预防或减轻安全事故。
{"title":"Effect of Aging Path on Degradation Characteristics of Lithium-Ion Batteries in Low-Temperature Environments","authors":"Zhizu Zhang, Changwei Ji, Yangyi Liu, Yanan Wang, Bing Wang, Dianqing Liu","doi":"10.3390/batteries10030107","DOIUrl":"https://doi.org/10.3390/batteries10030107","url":null,"abstract":"Typical usage scenarios for energy storage and electric vehicles (EVs) require lithium-ion batteries (LIBs) to operate under extreme conditions, including varying temperatures, high charge/discharge rates, and various depths of charge and discharge, while also fulfilling vehicle-to-grid (V2G) interaction requirements. This study empirically investigates the impact of ambient temperature, charge/discharge rate, and charge/discharge cut-off voltage on the capacity degradation rate and internal resistance growth of 18,650 commercial LIBs. The charge/discharge rate was found to have the most significant influence on these parameters, particularly the charging rate. These insights contribute to a better understanding of the risks associated with low-temperature aging and can aid in the prevention or mitigation of safety incidents.","PeriodicalId":8755,"journal":{"name":"Batteries","volume":null,"pages":null},"PeriodicalIF":4.0,"publicationDate":"2024-03-15","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"140240923","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"化学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Hybrid Neural Networks for Enhanced Predictions of Remaining Useful Life in Lithium-Ion Batteries 用于增强锂离子电池剩余使用寿命预测的混合神经网络
IF 4 4区 化学 Q2 Engineering Pub Date : 2024-03-15 DOI: 10.3390/batteries10030106
Alireza Rastegarparnah, Mohammed Eesa Asif, Rustam Stolkin
With the proliferation of electric vehicles (EVs) and the consequential increase in EV battery circulation, the need for accurate assessments of battery health and remaining useful life (RUL) is paramount, driven by environmentally friendly and sustainable goals. This study addresses this pressing concern by employing data-driven methods, specifically harnessing deep learning techniques to enhance RUL estimation for lithium-ion batteries (LIB). Leveraging the Toyota Research Institute Dataset, consisting of 124 lithium-ion batteries cycled to failure and encompassing key metrics such as capacity, temperature, resistance, and discharge time, our analysis substantially improves RUL prediction accuracy. Notably, the convolutional long short-term memory deep neural network (CLDNN) model and the transformer LSTM (temporal transformer) model have emerged as standout remaining useful life (RUL) predictors. The CLDNN model, in particular, achieved a remarkable mean absolute error (MAE) of 84.012 and a mean absolute percentage error (MAPE) of 25.676. Similarly, the temporal transformer model exhibited a notable performance, with an MAE of 85.134 and a MAPE of 28.7932. These impressive results were achieved by applying Bayesian hyperparameter optimization, further enhancing the accuracy of predictive methods. These models were bench-marked against existing approaches, demonstrating superior results with an improvement in MAPE ranging from 4.01% to 7.12%.
随着电动汽车(EV)的普及和电动汽车电池流通量的随之增加,在环保和可持续发展目标的驱动下,准确评估电池健康状况和剩余使用寿命(RUL)成为当务之急。本研究采用数据驱动方法,特别是利用深度学习技术来提高锂离子电池(LIB)的剩余使用寿命评估,从而解决了这一迫切问题。我们的分析利用了丰田研究所的数据集,该数据集由 124 个循环至失效的锂离子电池组成,包含容量、温度、电阻和放电时间等关键指标,大大提高了 RUL 预测的准确性。值得注意的是,卷积长短期记忆深度神经网络(CLDNN)模型和变压器 LSTM(时间变压器)模型已成为出色的剩余使用寿命(RUL)预测器。其中,CLDNN 模型的平均绝对误差 (MAE) 为 84.012,平均绝对百分比误差 (MAPE) 为 25.676。同样,时变模型的表现也很突出,MAE 为 85.134,MAPE 为 28.7932。这些令人印象深刻的结果是通过应用贝叶斯超参数优化实现的,进一步提高了预测方法的准确性。这些模型与现有方法进行了比对,结果表明其性能优越,MAPE 提高了 4.01% 到 7.12%。
{"title":"Hybrid Neural Networks for Enhanced Predictions of Remaining Useful Life in Lithium-Ion Batteries","authors":"Alireza Rastegarparnah, Mohammed Eesa Asif, Rustam Stolkin","doi":"10.3390/batteries10030106","DOIUrl":"https://doi.org/10.3390/batteries10030106","url":null,"abstract":"With the proliferation of electric vehicles (EVs) and the consequential increase in EV battery circulation, the need for accurate assessments of battery health and remaining useful life (RUL) is paramount, driven by environmentally friendly and sustainable goals. This study addresses this pressing concern by employing data-driven methods, specifically harnessing deep learning techniques to enhance RUL estimation for lithium-ion batteries (LIB). Leveraging the Toyota Research Institute Dataset, consisting of 124 lithium-ion batteries cycled to failure and encompassing key metrics such as capacity, temperature, resistance, and discharge time, our analysis substantially improves RUL prediction accuracy. Notably, the convolutional long short-term memory deep neural network (CLDNN) model and the transformer LSTM (temporal transformer) model have emerged as standout remaining useful life (RUL) predictors. The CLDNN model, in particular, achieved a remarkable mean absolute error (MAE) of 84.012 and a mean absolute percentage error (MAPE) of 25.676. Similarly, the temporal transformer model exhibited a notable performance, with an MAE of 85.134 and a MAPE of 28.7932. These impressive results were achieved by applying Bayesian hyperparameter optimization, further enhancing the accuracy of predictive methods. These models were bench-marked against existing approaches, demonstrating superior results with an improvement in MAPE ranging from 4.01% to 7.12%.","PeriodicalId":8755,"journal":{"name":"Batteries","volume":null,"pages":null},"PeriodicalIF":4.0,"publicationDate":"2024-03-15","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"140241222","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"化学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Comparison of Electronic Resistance Measurement Methods and Influencing Parameters for LMFP and High-Nickel NCM Cathodes LMFP 和高镍 NCM 阴极的电子电阻测量方法和影响参数比较
IF 4 4区 化学 Q2 Engineering Pub Date : 2024-03-15 DOI: 10.3390/batteries10030105
Christoph Seidl, Sören Thieme, Martin Frey, Kristian Nikolowski, Alexander Michaelis
The automotive industry aims for the highest possible driving range (highest energy density) in combination with a fast charge ability (highest power density) of electric vehicles. With both targets being intrinsically contradictory, it is important to understand and optimize resistances within lithium-ion battery (LIB) electrodes. In this study, the properties and magnitude of electronic resistance contributions in LiMn0.7Fe0.3PO4 (LMFP)- and LiNixCoyMnzO2 (NCM, x = 0.88~0.90, x + y + z = 1)-based electrodes are comprehensively investigated through the use of different measurement methods. Contact resistance properties are characterized via electrochemical impedance spectroscopy (EIS) on the example of LMFP cathodes. The EIS results are compared to a two-point probe as well as to the results obtained using a novel commercial 46-point probe system. The magnitude and ratio of contact resistance and compound electronic resistance for LMFP- and NCM-based cathodes are discussed on the basis of the 46-point probe measurement results. The results show that the 46-point probe yields significantly lower resistance values than those in EIS studies. Further results show that electronic resistance values in cathodes can vary over several orders of magnitude. Various influence parameters such as electrode porosity, type of current collector and the impact of solvent soaking on electronic resistance are investigated.
汽车行业的目标是将电动汽车的最高行驶里程(最高能量密度)与快速充电能力(最高功率密度)结合起来。由于这两个目标在本质上相互矛盾,因此了解和优化锂离子电池(LIB)电极内部的电阻非常重要。在本研究中,通过使用不同的测量方法,全面研究了基于 LiMn0.7Fe0.3PO4 (LMFP) 和 LiNixCoyMnzO2 (NCM, x = 0.88~0.90, x + y + z = 1) 的电极中电子电阻贡献的特性和大小。以 LMFP 阴极为例,通过电化学阻抗谱(EIS)对接触电阻特性进行了表征。EIS 结果与两点探针以及使用新型商用 46 点探针系统获得的结果进行了比较。在 46 点探针测量结果的基础上,讨论了基于 LMFP 和 NCM 的阴极的接触电阻和复合电子电阻的大小和比率。结果表明,46 点探针得出的电阻值明显低于 EIS 研究得出的电阻值。进一步的结果表明,阴极中的电子电阻值可能相差几个数量级。研究了各种影响参数,如电极孔隙率、集流体类型和溶剂浸泡对电子电阻的影响。
{"title":"Comparison of Electronic Resistance Measurement Methods and Influencing Parameters for LMFP and High-Nickel NCM Cathodes","authors":"Christoph Seidl, Sören Thieme, Martin Frey, Kristian Nikolowski, Alexander Michaelis","doi":"10.3390/batteries10030105","DOIUrl":"https://doi.org/10.3390/batteries10030105","url":null,"abstract":"The automotive industry aims for the highest possible driving range (highest energy density) in combination with a fast charge ability (highest power density) of electric vehicles. With both targets being intrinsically contradictory, it is important to understand and optimize resistances within lithium-ion battery (LIB) electrodes. In this study, the properties and magnitude of electronic resistance contributions in LiMn0.7Fe0.3PO4 (LMFP)- and LiNixCoyMnzO2 (NCM, x = 0.88~0.90, x + y + z = 1)-based electrodes are comprehensively investigated through the use of different measurement methods. Contact resistance properties are characterized via electrochemical impedance spectroscopy (EIS) on the example of LMFP cathodes. The EIS results are compared to a two-point probe as well as to the results obtained using a novel commercial 46-point probe system. The magnitude and ratio of contact resistance and compound electronic resistance for LMFP- and NCM-based cathodes are discussed on the basis of the 46-point probe measurement results. The results show that the 46-point probe yields significantly lower resistance values than those in EIS studies. Further results show that electronic resistance values in cathodes can vary over several orders of magnitude. Various influence parameters such as electrode porosity, type of current collector and the impact of solvent soaking on electronic resistance are investigated.","PeriodicalId":8755,"journal":{"name":"Batteries","volume":null,"pages":null},"PeriodicalIF":4.0,"publicationDate":"2024-03-15","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"140241425","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"化学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Developing Preventative Strategies to Mitigate Thermal Runaway in NMC532-Graphite Cylindrical Cells Using Forensic Simulations 利用取证模拟开发预防性策略,缓解 NMC532 石墨圆柱电池的热失控现象
IF 4 4区 化学 Q2 Engineering Pub Date : 2024-03-15 DOI: 10.3390/batteries10030104
J. Holloway, M. Maharun, Irma Houmadi, Guillaume Remy, L. Piper, Mark A. Williams, M. Loveridge
The ubiquitous deployment of Li-ion batteries (LIBs) in more demanding applications has reinforced the need to understand the root causes of thermal runaway. Herein, we perform a forensic simulation of a real-case failure scenario, using localised heating of Li(Ni0.5Mn0.3Co0.2)O2 versus graphite 18650 cylindrical cells. This study determined the localised temperatures that would lead to venting and thermal runaway of these cells, as well as correlating the gases produced as a function of the degradation pathway. Catastrophic failure, involving melting (with internal cell temperatures exceeding 1085 °C), deformation and ejection of the cell componentry, was induced by locally applying 200 °C and 250 °C to a fully charged cell. Conversely, catastrophic failure was not observed when the same temperatures were applied to the cells at a lower state of charge (SOC). This work highlights the importance of SOC, chemistry and heat in driving the thermal failure mode of Ni-rich LIB cells, allowing for a better understanding of battery safety and the associated design improvements.
随着锂离子电池(LIB)在要求更高的应用中的普及,人们更加需要了解热失控的根本原因。在此,我们利用锂(Ni0.5Mn0.3Co0.2)O2 与石墨 18650 圆柱形电池的局部加热,对真实的失效情况进行了取证模拟。这项研究确定了导致这些电池排气和热失控的局部温度,并将产生的气体与降解途径相关联。对充满电的电池局部施加 200 ℃ 和 250 ℃ 的温度会诱发灾难性故障,包括熔化(电池内部温度超过 1085 ℃)、变形和电池组件弹出。相反,在较低的充电状态(SOC)下对电池施加相同的温度时,并没有观察到灾难性的失效。这项研究强调了SOC、化学和热量在驱动富镍锂电池热失效模式中的重要性,有助于更好地理解电池安全性和相关设计改进。
{"title":"Developing Preventative Strategies to Mitigate Thermal Runaway in NMC532-Graphite Cylindrical Cells Using Forensic Simulations","authors":"J. Holloway, M. Maharun, Irma Houmadi, Guillaume Remy, L. Piper, Mark A. Williams, M. Loveridge","doi":"10.3390/batteries10030104","DOIUrl":"https://doi.org/10.3390/batteries10030104","url":null,"abstract":"The ubiquitous deployment of Li-ion batteries (LIBs) in more demanding applications has reinforced the need to understand the root causes of thermal runaway. Herein, we perform a forensic simulation of a real-case failure scenario, using localised heating of Li(Ni0.5Mn0.3Co0.2)O2 versus graphite 18650 cylindrical cells. This study determined the localised temperatures that would lead to venting and thermal runaway of these cells, as well as correlating the gases produced as a function of the degradation pathway. Catastrophic failure, involving melting (with internal cell temperatures exceeding 1085 °C), deformation and ejection of the cell componentry, was induced by locally applying 200 °C and 250 °C to a fully charged cell. Conversely, catastrophic failure was not observed when the same temperatures were applied to the cells at a lower state of charge (SOC). This work highlights the importance of SOC, chemistry and heat in driving the thermal failure mode of Ni-rich LIB cells, allowing for a better understanding of battery safety and the associated design improvements.","PeriodicalId":8755,"journal":{"name":"Batteries","volume":null,"pages":null},"PeriodicalIF":4.0,"publicationDate":"2024-03-15","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"140239706","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"化学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
[SBP]BF4 Additive Stabilizing Zinc Anode by Simultaneously Regulating the Solvation Shell and Electrode Interface [SBP]BF4添加剂通过同时调节溶壳和电极界面稳定锌阳极
IF 4 4区 化学 Q2 Engineering Pub Date : 2024-03-14 DOI: 10.3390/batteries10030102
Xingyun Zhang, Kailimai Su, Yue Hu, Kaiyuan Xue, Yan Wang, Minmin Han, Junwei Lang
The zinc anode mainly faces technical problems such as short circuits caused by the growth of dendrite, low coulomb efficiency, and a short cycle life caused by side reactions, which impedes the rapid development of aqueous zinc-ion batteries (AZIBs). Herein, a common ionic liquid, 1,1-Spirobipyrrolidinium tetrafluoroborate ([SBP]BF4), is selected as a new additive for pure ZnSO4 electrolyte. It is found that this additive could regulate the solvation sheath of hydrated Zn2+ ions, promote the ionic mobility of Zn2+, homogenize the flux of Zn2+, avoid side reactions between the electrolyte and electrode, and inhibit the production of zinc dendrites by facilitating the establishment of an inorganic solid electrolyte interphase layer. With the 1% [SBP]BF4-modified electrolyte, the Zn||Zn symmetric cell delivers an extended plating/stripping cycling life of 2000 h at 1 mA cm−2, which is much higher than that of the cell without additives (330 h). As a proof of concept, the Zn‖V2O5 battery using the [SBP]BF4 additive shows excellent cycling stability, maintaining its specific capacity at 97 mAh g−1 after 2000 cycles at 5 A g−1, which is much greater than the 46 mAh g−1 capacity of the non-additive battery. This study offers zinc anode stabilization through high-efficiency electrolyte engineering.
锌阳极主要面临枝晶生长导致短路、库仑效率低、副反应导致循环寿命短等技术问题,阻碍了水性锌离子电池(AZIBs)的快速发展。本文选择了一种常见的离子液体--1,1-螺双吡咯烷鎓四氟硼酸盐([SBP]BF4)作为纯 ZnSO4 电解液的新添加剂。研究发现,这种添加剂可以调节水合 Zn2+ 离子的溶解鞘,促进 Zn2+ 的离子迁移率,均匀 Zn2+ 的通量,避免电解质和电极之间的副反应,并通过促进无机固体电解质相间层的建立来抑制锌枝晶的产生。使用 1%[SBP]BF4改性电解质后,Zn||Zn 对称电池在 1 mA cm-2 下的电镀/剥离循环寿命延长至 2000 小时,远高于不使用添加剂的电池(330 小时)。作为概念验证,使用[SBP]BF4 添加剂的 "锌 "V2O5 电池显示出卓越的循环稳定性,在 5 A g-1 条件下循环 2000 次后,比容量仍保持在 97 mAh g-1,远高于无添加剂电池的 46 mAh g-1 容量。这项研究通过高效电解质工程实现了锌阳极的稳定。
{"title":"[SBP]BF4 Additive Stabilizing Zinc Anode by Simultaneously Regulating the Solvation Shell and Electrode Interface","authors":"Xingyun Zhang, Kailimai Su, Yue Hu, Kaiyuan Xue, Yan Wang, Minmin Han, Junwei Lang","doi":"10.3390/batteries10030102","DOIUrl":"https://doi.org/10.3390/batteries10030102","url":null,"abstract":"The zinc anode mainly faces technical problems such as short circuits caused by the growth of dendrite, low coulomb efficiency, and a short cycle life caused by side reactions, which impedes the rapid development of aqueous zinc-ion batteries (AZIBs). Herein, a common ionic liquid, 1,1-Spirobipyrrolidinium tetrafluoroborate ([SBP]BF4), is selected as a new additive for pure ZnSO4 electrolyte. It is found that this additive could regulate the solvation sheath of hydrated Zn2+ ions, promote the ionic mobility of Zn2+, homogenize the flux of Zn2+, avoid side reactions between the electrolyte and electrode, and inhibit the production of zinc dendrites by facilitating the establishment of an inorganic solid electrolyte interphase layer. With the 1% [SBP]BF4-modified electrolyte, the Zn||Zn symmetric cell delivers an extended plating/stripping cycling life of 2000 h at 1 mA cm−2, which is much higher than that of the cell without additives (330 h). As a proof of concept, the Zn‖V2O5 battery using the [SBP]BF4 additive shows excellent cycling stability, maintaining its specific capacity at 97 mAh g−1 after 2000 cycles at 5 A g−1, which is much greater than the 46 mAh g−1 capacity of the non-additive battery. This study offers zinc anode stabilization through high-efficiency electrolyte engineering.","PeriodicalId":8755,"journal":{"name":"Batteries","volume":null,"pages":null},"PeriodicalIF":4.0,"publicationDate":"2024-03-14","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"140242079","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"化学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
期刊
Batteries
全部 Acc. Chem. Res. ACS Applied Bio Materials ACS Appl. Electron. Mater. ACS Appl. Energy Mater. ACS Appl. Mater. Interfaces ACS Appl. Nano Mater. ACS Appl. Polym. Mater. ACS BIOMATER-SCI ENG ACS Catal. ACS Cent. Sci. ACS Chem. Biol. ACS Chemical Health & Safety ACS Chem. Neurosci. ACS Comb. Sci. ACS Earth Space Chem. ACS Energy Lett. ACS Infect. Dis. ACS Macro Lett. ACS Mater. Lett. ACS Med. Chem. Lett. ACS Nano ACS Omega ACS Photonics ACS Sens. ACS Sustainable Chem. Eng. ACS Synth. Biol. Anal. Chem. BIOCHEMISTRY-US Bioconjugate Chem. BIOMACROMOLECULES Chem. Res. Toxicol. Chem. Rev. Chem. Mater. CRYST GROWTH DES ENERG FUEL Environ. Sci. Technol. Environ. Sci. Technol. Lett. Eur. J. Inorg. Chem. IND ENG CHEM RES Inorg. Chem. J. Agric. Food. Chem. J. Chem. Eng. Data J. Chem. Educ. J. Chem. Inf. Model. J. Chem. Theory Comput. J. Med. Chem. J. Nat. Prod. J PROTEOME RES J. Am. Chem. Soc. LANGMUIR MACROMOLECULES Mol. Pharmaceutics Nano Lett. Org. Lett. ORG PROCESS RES DEV ORGANOMETALLICS J. Org. Chem. J. Phys. Chem. J. Phys. Chem. A J. Phys. Chem. B J. Phys. Chem. C J. Phys. Chem. Lett. Analyst Anal. Methods Biomater. Sci. Catal. Sci. Technol. Chem. Commun. Chem. Soc. Rev. CHEM EDUC RES PRACT CRYSTENGCOMM Dalton Trans. Energy Environ. Sci. ENVIRON SCI-NANO ENVIRON SCI-PROC IMP ENVIRON SCI-WAT RES Faraday Discuss. Food Funct. Green Chem. Inorg. Chem. Front. Integr. Biol. J. Anal. At. Spectrom. J. Mater. Chem. A J. Mater. Chem. B J. Mater. Chem. C Lab Chip Mater. Chem. Front. Mater. Horiz. MEDCHEMCOMM Metallomics Mol. Biosyst. Mol. Syst. Des. Eng. Nanoscale Nanoscale Horiz. Nat. Prod. Rep. New J. Chem. Org. Biomol. Chem. Org. Chem. Front. PHOTOCH PHOTOBIO SCI PCCP Polym. Chem.
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
0
微信
客服QQ
Book学术公众号 扫码关注我们
反馈
×
意见反馈
请填写您的意见或建议
请填写您的手机或邮箱
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
现在去查看 取消
×
提示
确定
Book学术官方微信
Book学术文献互助
Book学术文献互助群
群 号:481959085
Book学术
文献互助 智能选刊 最新文献 互助须知 联系我们:info@booksci.cn
Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。
Copyright © 2023 Book学术 All rights reserved.
ghs 京公网安备 11010802042870号 京ICP备2023020795号-1