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Crosslinked PVA/Citric Acid Nanofibrous Separators with Enhanced Mechanical and Thermal Properties for Lithium-Ion Batteries 用于锂离子电池的具有增强机械和热性能的交联 PVA/柠檬酸纳米纤维隔膜
IF 4 4区 化学 Q2 ELECTROCHEMISTRY Pub Date : 2023-11-15 DOI: 10.3390/batteries9110556
Shuangyang Cai, Yuexi Liang, Jialu Wu, Haizhen Chen, Zhenzhen Wei, Yan Zhao
Electrospinning polyvinyl alcohol (PVA) nanofibrous membranes have gained increased attention for their uses as separators for lithium-ion batteries (LIBs) due to their high porosity and excellent electrolyte wettability, but their poor mechanical and thermal properties have limited their further development. In this work, a crosslinked PVA composite separator (PVA/CA-H) was first prepared via the electrospinning of the PVA and citric acid (CA) mixed solution and then the heating of the nanofibrous membrane, and the effects of the amount of CA on the structure and performance of the PVA/CA-H separator were investigated. The hydroxyl group of PVA and the carboxyl group of CA were crosslinked under the heat treatment, resulting in a slight reduction in the porosity and pore size of the composite separator compared to pure PVA, and to compensate for this issue, the mechanical strengths, as well as the thermal dimensional stability of the PVA/CA-H separator, were significantly improved. Meanwhile, the PVA/CA-H separator exhibited good electrolyte uptake (158.1%) and high ionic conductivity (1.63 mS cm−1), and, thus, the battery assembled with the PVA/CA-H separator exhibited a capacity retention of 96.3% after 150 cycles at 1 C. These features mean that the crosslinked PVA composite separator can be considered as a prospective high-safety and high-performance separator for LIBs.
电纺丝聚乙烯醇(PVA)纳米纤维膜具有高孔隙率和优异的电解质润湿性,因此被用作锂离子电池(LIB)的隔膜而受到越来越多的关注,但其较差的机械和热性能限制了其进一步发展。在这项工作中,首先通过电纺丝制备出 PVA 和柠檬酸(CA)混合溶液,然后加热纳米纤维膜,制备出交联 PVA 复合隔膜(PVA/CA-H),并研究了 CA 的用量对 PVA/CA-H 隔膜结构和性能的影响。在热处理过程中,PVA 的羟基和 CA 的羧基发生了交联,与纯 PVA 相比,复合隔膜的孔隙率和孔径略有减小,但为了弥补这一缺陷,PVA/CA-H 隔膜的机械强度和热尺寸稳定性都得到了显著提高。同时,PVA/CA-H 隔膜表现出良好的电解质吸收率(158.1%)和较高的离子电导率(1.63 mS cm-1),因此,在 1 C 下循环 150 次后,使用 PVA/CA-H 隔膜组装的电池容量保持率达到 96.3%。
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引用次数: 0
Lithium-Ion Battery Manufacturing: Industrial View on Processing Challenges, Possible Solutions and Recent Advances 锂离子电池制造:关于加工挑战、可能的解决方案和最新进展的工业观点
IF 4 4区 化学 Q2 ELECTROCHEMISTRY Pub Date : 2023-11-15 DOI: 10.3390/batteries9110555
Aslihan Örüm Aydin, Franziska Zajonz, Till Günther, K. B. Dermenci, M. Berecibar, Lisset Urrutia
Developments in different battery chemistries and cell formats play a vital role in the final performance of the batteries found in the market. However, battery manufacturing process steps and their product quality are also important parameters affecting the final products’ operational lifetime and durability. In this review paper, we have provided an in-depth understanding of lithium-ion battery manufacturing in a chemistry-neutral approach starting with a brief overview of existing Li-ion battery manufacturing processes and developing a critical opinion of future prospectives, including key aspects such as digitalization, upcoming manufacturing technologies and their scale-up potential. In this sense, the review paper will promote an understanding of the process parameters and product quality.
不同电池化学成分和电池形式的发展对市场上电池的最终性能起着至关重要的作用。然而,电池制造工艺步骤及其产品质量也是影响最终产品运行寿命和耐用性的重要参数。在这篇综述论文中,我们以化学中立的方法深入了解了锂离子电池的制造工艺,首先简要概述了现有的锂离子电池制造工艺,然后对未来前景提出了重要意见,包括数字化、即将出现的制造技术及其规模化潜力等关键方面。从这个意义上说,这篇综述论文将促进对工艺参数和产品质量的理解。
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引用次数: 0
A Facile Two-Step Thermal Process for Producing a Dense, Phase-Pure, Cubic Ta-Doped Lithium Lanthanum Zirconium Oxide Electrolyte for Upscaling 一种简单的两步热工艺,用于生产致密,相纯,立方掺ta的锂镧氧化锆电解质,用于升级
4区 化学 Q2 ELECTROCHEMISTRY Pub Date : 2023-11-13 DOI: 10.3390/batteries9110554
Diwakar Karuppiah, Dmitrii Komissarenko, Nur Sena Yüzbasi, Yang Liu, Pradeep Vallachira Warriam Sasikumar, Amir Hadian, Thomas Graule, Frank Clemens, Gurdial Blugan
An inorganic solid electrolyte is the most favorable candidate for replacing flammable liquid electrolytes in lithium batteries. Lithium lanthanum zirconium oxide (LLZO) is considered a promising solid electrolyte due to its safe operating potential window (0–5 V) combined with its good electrochemical stability. In this work, 250 g batches of pre-sintered Ta-doped LLZO (Li7La3Zr1.6Ta0.4O12, Ta-LLZO) were synthesized for bulk production of a dense LLZO electrolyte. A simple two-step thermal treatment process was developed. The first thermal step at 950 °C initiates nucleation of LLZO, with carefully controlled process parameters such as heating atmosphere, temperature, and dopant concentration. In the second thermal step at 1150 °C, sintered discs were obtained as solid electrolytes, with relative densities of 96%. X-ray diffraction analysis confirmed the phase purity of the sintered Ta-LLZO disc, and refined data were used to calculate the lattice parameter (12.944 Å). Furthermore, the presence of the Ta dopant in the disc was confirmed through X-ray photoelectron spectroscopy (XPS) analysis. The ionic and electronic conductivity values of the Ta-LLZO disc were 10−4 S cm−1 and 10−10 S cm−1, respectively. These values confirm that the prepared (Ta-LLZO) discs exhibit ionic conductivity while being electronically insulating, being suitable for use as solid electrolytes with the requisite electrical properties.
无机固体电解质是替代锂电池中可燃液体电解质的最佳选择。氧化镧锆锂(LLZO)具有安全的工作电位窗口(0-5 V)和良好的电化学稳定性,被认为是一种很有前途的固体电解质。在本工作中,制备了250 g批次的预烧结掺ta的LLZO (Li7La3Zr1.6Ta0.4O12, Ta-LLZO),用于批量生产致密的LLZO电解质。开发了一种简单的两步热处理工艺。在950°C下的第一个热步骤启动LLZO的成核,并仔细控制工艺参数,如加热气氛,温度和掺杂剂浓度。在1150°C的第二热步骤中,烧结圆盘作为固体电解质得到,相对密度为96%。x射线衍射分析证实了烧结Ta-LLZO圆盘的相纯度,并利用精细化数据计算了晶格参数(12.944 Å)。此外,通过x射线光电子能谱(XPS)分析证实了Ta掺杂剂的存在。Ta-LLZO圆盘的离子电导率和电子电导率分别为10−4 S cm−1和10−10 S cm−1。这些值证实了制备的(Ta-LLZO)圆盘在电子绝缘的同时表现出离子导电性,适合用作具有必要电性能的固体电解质。
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引用次数: 0
Comprehensive Study of Failure Mechanisms of Field-Aged Automotive Lead Batteries 汽车铅蓄电池野外老化失效机理的综合研究
4区 化学 Q2 ELECTROCHEMISTRY Pub Date : 2023-11-13 DOI: 10.3390/batteries9110553
Rafael Conradt, Philipp Schröer, Martin Dazer, Jonathan Wirth, Florian Jöris, Dominik Schulte, Kai Peter Birke
Modern vehicles have increasing safety requirements and a need for reliable low-voltage power supply in their on-board power supply systems. Understanding the causes and probabilities of failures in a 12 V power supply is crucial. Field analyses of aged and failed 12 V lead batteries can provide valuable insights regarding this topic. In a previous study, non-invasive electrical testing was used to objectively determine the reasons for failure and the lifetime of individual batteries. By identifying all of the potential failure mechanisms, the Latin hypercube sampling method was found to effectively reduce the required sample size. To ensure sufficient confidence in validating diagnostic algorithms and calculating time-dependent failure rates, all identified aging phenomena must be considered. This study presents a probability distribution of the failure mechanisms that occur in the field, as well as provides insights into potential opportunities, but it also challenges diagnostic approaches for current and future vehicles.
现代车辆的车载电源系统对安全性的要求越来越高,对可靠的低压电源的需求也越来越大。了解12v电源故障的原因和概率至关重要。对老化和失效的12v铅电池的现场分析可以为这一主题提供有价值的见解。在之前的一项研究中,使用非侵入性电测试来客观地确定故障原因和单个电池的寿命。通过识别所有潜在的失效机制,发现拉丁超立方体采样方法可以有效地减少所需的样本量。为了确保在验证诊断算法和计算时间相关故障率时有足够的信心,必须考虑所有已识别的老化现象。该研究提出了现场发生故障机制的概率分布,并提供了潜在机会的见解,但它也对当前和未来车辆的诊断方法提出了挑战。
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引用次数: 0
Experimental Investigation of Thermal Runaway Propagation in a Lithium-Ion Battery Pack: Effects of State of Charge and Coolant Flow Rate 锂离子电池组热失控传播的实验研究:充电状态和冷却剂流量的影响
4区 化学 Q2 ELECTROCHEMISTRY Pub Date : 2023-11-12 DOI: 10.3390/batteries9110552
Wanyi Wu, Qiaomin Ke, Jian Guo, Yiwei Wang, Yishu Qiu, Jiwen Cen, Fangming Jiang
Lithium-ion batteries (LIBs) are widely used as power sources for electric vehicles due to their various advantages, including high energy density and low self-discharge rate. However, the safety challenges associated with LIB thermal runaway (TR) still need to be addressed. In the present study, the effects of the battery SOC value and coolant flow rate on the TR behavior in a LIB pack are comprehensively investigated. The battery pack consists of 10 18650-type LIBs applied with the serpentine channel liquid-cooling thermal management system (TMS). The TR tests for various SOC values (50%, 75% and 100%) and coolant flow rates (0 L/h, 32 L/h, 64 L/h and 96 L/h) are analyzed. The retarding effect of the TMS on TR propagation is found to be correlated with both the coolant flow rate and the battery SOC value, and a larger coolant flow rate and lower SOC generally result in fewer TR batteries. Furthermore, the TR propagation rate, evaluated by the time interval of TR occurrence between the adjacent batteries, increases with the battery SOC. The battery pack with 100% SOC shows more rapid TR propagation, which can be completed in just a few seconds, in contrast to several minutes for 50% and 75% SOC cases. In addition, the impact of the battery SOC and coolant flow rate on the maximum temperature of the TR battery is also examined, and no determined association is observed between them. However, it is found that the upstream batteries (closer to the external heater) show a slightly higher maximum temperature than the downstream ones, indicating a weak association between the TR battery maximum temperature and the external heating duration or the battery temperature at which the TR starts to take place.
锂离子电池以其能量密度高、自放电率低等优点被广泛应用于电动汽车的动力源。然而,与LIB热失控(TR)相关的安全挑战仍然需要解决。在本研究中,全面研究了电池荷电状态值和冷却剂流量对LIB电池组TR行为的影响。电池组由10个18650型锂电池组成,采用蛇形通道液冷热管理系统(TMS)。分析了不同SOC值(50%、75%和100%)和冷却剂流量(0 L/h、32 L/h、64 L/h和96 L/h)下的TR试验。研究发现,TMS对TR传播的阻滞作用与冷却剂流量和电池荷电状态有关,冷却剂流量越大,电池荷电状态越低,TR电池数量越少。此外,通过相邻电池之间TR发生的时间间隔来评估的TR传播速率随着电池SOC的增加而增加。100% SOC的电池组显示出更快的TR传播速度,可以在几秒钟内完成,而50%和75% SOC的电池组则需要几分钟。此外,还研究了电池SOC和冷却液流量对TR电池最高温度的影响,并没有发现两者之间存在确定的关联。然而,我们发现上游电池(靠近外部加热器)的最高温度略高于下游电池,这表明TR电池的最高温度与外部加热持续时间或TR开始时的电池温度之间存在弱关联。
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引用次数: 0
Melt-Spinning Mesophase Pitch-Based Graphite Fibers as Anode Materials for High-Rate Lithium-Ion Batteries 熔融纺丝中间相沥青基石墨纤维作为高倍率锂离子电池负极材料
4区 化学 Q2 ELECTROCHEMISTRY Pub Date : 2023-11-10 DOI: 10.3390/batteries9110550
Jianlin Li, Qian Wang, Jianhui Zhang
Lithium-ion batteries have rapidly become the most widely used energy storage devices in mobile electronic equipment, electric vehicles, power grid energy storage devices and other applications. Due to their outstanding stability and high conductivity, carbon materials are among the most preferred anode materials for lithium-ion batteries. In this study, mesophase pitch-based graphite fibers (GFs) were successfully prepared through melt-spinning, thermo-oxidative stabilization, carbonization and graphitization and used as anode materials. The radial fiber structure can lower the activation energy and minimize the distance of the Li+ diffusion, while the highly conductive cross-linked network within the fibers benefits the speed up charge transmission. Thus, the as-synthesized graphite fibers demonstrate superior rate capability and cycle stability. GFs exhibit a capacity retention rate of 97.94% and reversible capacity of 327.8 mA h g−1 after 100 cycles at 0.1 C, which is higher than that of natural graphite anode materials (85.66% and 289.7 mA h g−1, respectively). Moreover, the as-synthesized graphite fibers deliver a capacity retention of 64.7% at a high rate of 5 C, which is considerably higher than that of natural graphite (19.7%).
锂离子电池已迅速成为移动电子设备、电动汽车、电网储能装置等应用最广泛的储能装置。由于其优异的稳定性和高导电性,碳材料是锂离子电池最优选的负极材料之一。本研究通过熔融纺丝、热氧化稳定、碳化和石墨化制备了中间相沥青基石墨纤维(GFs),并将其用作阳极材料。径向光纤结构可以降低激活能,减小Li+扩散距离,而光纤内部的高导电性交联网络有利于加速电荷传输。因此,合成的石墨纤维表现出优越的速率性能和循环稳定性。石墨烯负极材料在0.1℃下循环100次后的容量保持率为97.94%,可逆容量为327.8 mA h g−1,高于天然石墨负极材料的85.66%和289.7 mA h g−1。此外,合成的石墨纤维在5℃高温下的容量保持率为64.7%,大大高于天然石墨的19.7%。
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引用次数: 0
Bi-Continuous Si/C Anode Materials Derived from Silica Aerogels for Lithium-Ion Batteries 锂离子电池用硅气凝胶制备的双连续硅/碳负极材料
4区 化学 Q2 ELECTROCHEMISTRY Pub Date : 2023-11-10 DOI: 10.3390/batteries9110551
Yunpeng Shan, Junzhang Wang, Zhou Xu, Shengchi Bai, Yingting Zhu, Xiaoqi Wang, Xingzhong Guo
Poor cycling performance caused by massive volume expansion of silicon (Si) has always hindered the widespread application of silicon-based anode materials. Herein, bi-continuous silicon/carbon (Si/C) anode materials are prepared via magnesiothermic reduction of silica aerogels followed by pitch impregnation and carbonization. To fabricate the expected bi-continuous structure, mesoporous silica aerogel is selected as the raw material for magnesiothermic reduction. It is successfully reduced to mesoporous Si under the protection of NaCl. The as-obtained mesoporous Si is then injected with molten pitch via vacuuming, and the pitch is subsequently converted into carbon at a high temperature. The innovative point of this strategy is the construction of a bi-continuous structure, which features both Si and carbon with a cross-linked structure, which provides an area to accommodate the colossal volume change of Si. The pitch-derived carbon facilitates fast lithium ion transfer, thereby increasing the conductivity of the Si/C anode. It can also diminish direct contact between Si and the electrolyte, minimizing side reactions between them. The obtained bi-continuous Si/C anodes exhibit excellent electrochemical performance with a high initial discharge capacity of 1481.7 mAh g−1 at a current density of 300 mA g−1 and retaining as 813.5 mAh g−1 after 200 cycles and an improved initial Coulombic efficiency of 82%. The as-prepared bi-continuous Si/C anode may have great potential applications in high-performance lithium-ion batteries.
硅(Si)大量体积膨胀导致的循环性能差一直阻碍着硅基负极材料的广泛应用。本文通过硅气凝胶的镁热还原、沥青浸渍和碳化制备了双连续硅/碳(Si/C)阳极材料。为了制备出预期的双连续结构,选择介孔二氧化硅气凝胶作为镁热还原原料。在NaCl的保护下成功还原为介孔Si。然后将得到的介孔硅通过真空注入熔融沥青,沥青随后在高温下转化为碳。该策略的创新点在于双连续结构的构建,其特点是硅和碳具有交联结构,这为容纳硅的巨大体积变化提供了一个区域。沥青衍生的碳促进了锂离子的快速转移,从而增加了Si/C阳极的导电性。它还可以减少硅和电解质之间的直接接触,最大限度地减少它们之间的副反应。所制备的双连续Si/C阳极具有优异的电化学性能,在300 mA g - 1电流密度下初始放电容量为1481.7 mAh g - 1,在200次循环后保持在813.5 mAh g - 1,初始库仑效率提高82%。所制备的双连续Si/C阳极在高性能锂离子电池中具有很大的应用潜力。
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引用次数: 0
Sequential Recovery of Critical Metals from Leached Liquor of Processed Spent Lithium-Ion Batteries 废旧锂离子电池浸出液中关键金属的顺序回收
4区 化学 Q2 ELECTROCHEMISTRY Pub Date : 2023-11-09 DOI: 10.3390/batteries9110549
Ayorinde Emmanuel Ajiboye, Trevor L. Dzwiniel
The processing and extraction of critical metals from black mass is important to battery recycling. Separation and recovery of critical metals (Co, Ni, Li, and Mn) from other metal impurities must yield purified metal salts, while avoiding substantial losses of critical metals. Solvent extraction in batch experiments were conducted using mixed metal sulphates obtained from the leach liquor obtained from spent and shredded lithium-ion batteries. Selective extraction of Mn2+, Fe3+, Al3+ and Cu2+ from simulated and real leached mixed metals solution was carried out using di-2-ethylhexylphophoric acid (D2EPHA) and Cyanex-272 at varying pH. Further experiments with the preferred extractant (D2EPHA) were performed under different conditions: changing the concentration of extractant, organic to aqueous ratio, and varying the diluents. At optimum conditions (40% v/v D2EPHA in kerosene, pH 2.5, O:A = 1:1, 25 °C, and 20 min), 85% Mn2+, 98% Al3+, 100% Fe3+, and 43% Cu2+ were extracted with losses of only trace amounts (<5.0%) of Co2+, Ni2+, and Li+. The order of extraction efficiency for the diluents was found to be kerosene > Exxal-10 >>> dichloromethane (CH2Cl2) > toluene. Four stages of stripping of metals loaded on D2EPHA were performed as co-extracted metal impurities were selectively stripped, and a purified MnSO4 solution was produced. Spent extractant was regenerated after Fe3+ and Al3+ were completely stripped using 1.0 M oxalic acid (C2H2O4).
从黑质中提取关键金属对电池的回收利用具有重要意义。从其他金属杂质中分离和回收关键金属(Co、Ni、Li和Mn)必须产生纯化的金属盐,同时避免关键金属的大量损失。采用从废锂离子电池和碎锂离子电池的浸出液中获得的混合金属硫酸盐进行了批量溶剂萃取实验。用二乙基己基磷酸(D2EPHA)和Cyanex-272在不同ph值下对模拟和真实的混合金属浸出液中Mn2+、Fe3+、Al3+和Cu2+进行了选择性萃取,并在不同的萃取剂浓度、有机水比和稀释剂条件下对优选萃取剂D2EPHA进行了实验。在最佳条件下(煤油中40% v/v D2EPHA, pH 2.5, O:A = 1:1, 25°C, 20 min),可提取85% Mn2+, 98% Al3+, 100% Fe3+和43% Cu2+,仅损失微量(<5.0%) Co2+, Ni2+和Li+。稀释剂的萃取效率依次为煤油和煤油;Exxal-10祝辞祝辞祝辞二氯甲烷(CH2Cl2);甲苯。对负载在D2EPHA上的金属进行了4个阶段的剥离,并对共萃取金属杂质进行了选择性剥离,得到了纯化的MnSO4溶液。用1.0 M草酸(C2H2O4)完全剥离Fe3+和Al3+,再生废萃取剂。
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引用次数: 0
Gaining a New Technological Readiness Level for Laser-Structured Electrodes in High-Capacity Lithium-Ion Pouch Cells 获得高容量锂离子袋状电池中激光结构电极的新技术准备水平
4区 化学 Q2 ELECTROCHEMISTRY Pub Date : 2023-11-09 DOI: 10.3390/batteries9110548
Alexandra Meyer, Penghui Zhu, Anna Smith, Wilhelm Pfleging
For the first time, the laser structuring of large-footprint electrodes with a loading of 4 mAh cm−2 has been validated in a relevant environment, including subsequent multi-layer stack cell assembly and electrochemical characterization of the resulting high-capacity lithium-ion pouch cell prototypes, i.e., a technological readiness level of 6 has been achieved for the 3D battery concept. The structuring was performed using a high-power ultrashort-pulsed laser, resulting in well-defined line structures in electrodes without damaging the current collector, and without melting or altering the battery active materials. For cells containing structured electrodes, higher charge and discharge capacities were measured for C-rates >1C compared to reference cells based on unstructured electrodes. In addition, cells with structured electrodes showed a three-fold increase in cycle lifetime at a C-rate of 1C compared to those with reference electrodes.
首次在相关环境中验证了负载为4mah cm−2的大尺寸电极的激光结构,包括随后的多层堆叠电池组装和由此产生的高容量锂离子袋电池原型的电化学表征,即3D电池概念的技术成熟度已达到6级。该结构使用高功率超短脉冲激光进行,在不损坏集流器,不熔化或改变电池活性材料的情况下,在电极上产生了明确的线结构。对于含有结构化电极的电池,与基于非结构化电极的参考电池相比,在c -rate >1C下测量了更高的充放电容量。此外,与使用参考电极的细胞相比,使用结构化电极的细胞在1C的c速率下的循环寿命增加了三倍。
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引用次数: 0
Adaptation of Deep Network in Transfer Learning for Estimating State of Health in Electric Vehicles during Operation 基于迁移学习的深度网络在电动汽车运行状态评估中的应用
4区 化学 Q2 ELECTROCHEMISTRY Pub Date : 2023-11-07 DOI: 10.3390/batteries9110547
Wenbin Zheng, Xinyu Zhou, Chenyu Bai, Di Zhou, Ping Fu
Battery state of health (SOH) is a significant metric for evaluating battery life and predicting battery safety. Currently, SOH research is largely based on laboratory data, with a dearth of research on electric vehicle (EV) operating data. Due to the difficulty in obtaining complete charge data under EV operating conditions, this study presents a SOH estimation method utilizing deep network adaptation. First, a data-driven approach is employed to extract voltage, current, state of charge (SOC), and incremental capacity (IC) data features. To compensate for the lack of aging information in the EV operation data domain, transfer learning is employed to construct the SOH estimation model. Additionally, to resolve inconsistent data distribution between the source laboratory battery data domain and the target EV operation data domain, an adaptive layer is added to the network, and adaptation of deep network (ADN) is utilized to enhance the model’s performance. Finally, the model is validated using electric bus operational data. Results indicate that this model’s average Mean Absolute Error (MAE) is less than 3.0%, and, compared to support vector machine (SVM) regression and Gaussian Process Regression (GPR) algorithms, the MAE is reduced by 27.7% and 38.4%, respectively.
电池健康状态(SOH)是评估电池寿命和预测电池安全性的重要指标。目前,SOH研究主要基于实验室数据,缺乏对电动汽车运行数据的研究。针对电动汽车运行工况下难以获得完整充电数据的问题,本文提出了一种基于深度网络自适应的SOH估计方法。首先,采用数据驱动方法提取电压、电流、荷电状态(SOC)和增量容量(IC)数据特征。为了弥补电动汽车运行数据域中老化信息的不足,采用迁移学习方法构建了SOH估计模型。此外,为了解决源实验室电池数据域与目标电动汽车运行数据域数据分布不一致的问题,在网络中增加自适应层,利用深度网络自适应(ADN)增强模型的性能。最后,利用电动客车运行数据对模型进行了验证。结果表明,该模型的平均平均绝对误差(MAE)小于3.0%,与支持向量机(SVM)和高斯过程回归(GPR)算法相比,MAE分别降低了27.7%和38.4%。
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引用次数: 0
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