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Experimental and Simulations Study of Thermal Performance of Cell-to-Pack Structure for a Li-ion Battery Pack 锂离子电池组电池-电池组结构热性能的实验与模拟研究
IF 2.5 4区 工程技术 Q3 ELECTROCHEMISTRY Pub Date : 2022-10-28 DOI: 10.1115/1.4056112
Kai Shen, Linsen Yang, Jieyu Sun, Chengshan Xu, Huaibin Wang, Yuejiu Zheng, Xuning Feng
A new model for simulating battery temperature changes from the lower surface to the upper surface is proposed. The cell model is established with experimental calibration. Simultaneously, the Cell-to-Pack model is established through experimental benchmarking. In addition, the thermal properties of Cell-to-Pack and an ordinary battery pack that has an enclosure on the basis were compared under four different working conditions. The results indicate that adding an enclosure to the Cell-to-Pack has little effect on the thermal performance of the battery pack. Adding an enclosure to the Cell-to-Pack hardly improve the temperature uniformity of the battery under cooling conditions; the temperature difference between the upper and lower surfaces of the batteries at both ends of the module drops by approximately 0.5°C, while the central temperature difference is basically unchanged. Compared with fast charging without cooling, the battery temperature dropped by more than 12°C under the fast charge condition with cooling. More importantly, the specific energy and packaging efficiency of the battery dropped from 160.27Wh·kg−1 and 73.1% to 148.72 Wh·kg−1 and 67.8%, respectively, after the Cell-to-Pack was added with an enclosure.
提出了一种新的模拟电池温度从下表面到上表面变化的模型。通过实验标定,建立了单元模型。同时,通过实验对标建立了电池-电池组模型。此外,还比较了Cell-to-Pack和在此基础上有外壳的普通电池组在四种不同工况下的热性能。结果表明,在电池-电池组中增加外壳对电池组的热性能影响不大。在电池-电池组中增加一个外壳几乎不能改善电池在冷却条件下的温度均匀性;模块两端电池上下表面温差下降约0.5℃,中心温差基本不变。与无冷却快速充电相比,有冷却快速充电电池温度下降超过12℃。更重要的是,电池的比能量和封装效率分别从160.27Wh·kg - 1和73.1%下降到148.72 Wh·kg - 1和67.8%。
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引用次数: 0
Investigation of Gradient Platinum-Loading and Porosity Distribution for Anion Exchange Membrane Fuel Cells 阴离子交换膜燃料电池梯度铂负载及孔隙分布研究
IF 2.5 4区 工程技术 Q3 ELECTROCHEMISTRY Pub Date : 2022-10-20 DOI: 10.1115/1.4056029
H. Mousa, L. Xing, P. Das
Anion exchange membrane fuel cells (AEMFCs) are in development as a low-cost alternative to proton exchange membrane fuel cells (PEMFCs). AEMFCs produce water at the anode side and consume it at the cathode side, resulting in no cathode water-flooding like in PEMFCS. However, it brings complexity to water transportation behaviour and requires appropriate water balance to avoid membrane drying out. In this study, a two-dimensional two-phase multi-physics model has been developed to investigate the impacts of three key electrode parameters (porosity, catalyst loading, and ionomer content) that are responsible for water production and transport as well as the performance of an AEMFC. A piecewise constant function along the x-direction (reactant diffusion direction) is used to apply the gradient on the porosity and platinum loading. The present results show that a larger porosity gradient near the cathode gas-diffusion layer (GDL)/flow-channel interface and lower near the GDL/microporous layer (MPL) interface can enhance mass transport and water removal, which is benefited the AEMFC performance. However, anode GDL porosity gradients show a lower AEMFC performance compared to the cathode porosity gradients. Moreover, it was confirmed that for both electrodes, the performance of AEMFC was significantly dependent on each electrode parameter.
阴离子交换膜燃料电池(aemfc)作为质子交换膜燃料电池(pemfc)的低成本替代品正在发展中。aemfc在阳极侧产生水,并在阴极侧消耗水,因此不会像PEMFCS那样产生阴极水淹。然而,它给水的输送行为带来了复杂性,需要适当的水平衡来避免膜的干燥。在这项研究中,开发了一个二维两相多物理模型来研究三个关键电极参数(孔隙率、催化剂负载和离聚物含量)对水的产生和输送以及AEMFC性能的影响。沿着x方向(反应物扩散方向)的分段常数函数用于对孔隙率和铂载荷施加梯度。研究结果表明,阴极气扩散层(GDL)/流道界面附近孔隙度梯度越大,GDL/微孔层(MPL)界面附近孔隙度梯度越小,有利于AEMFC的传质和脱水,有利于AEMFC的性能。然而,与阴极孔隙度梯度相比,阳极GDL孔隙度梯度显示出较低的AEMFC性能。此外,还证实了对于两种电极,AEMFC的性能显著依赖于每个电极参数。
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引用次数: 0
State-of-charge estimation of lithium-ion batteries using convolutional neural network with self-attention mechanism 基于自关注机制的卷积神经网络的锂离子电池电量状态估计
IF 2.5 4区 工程技术 Q3 ELECTROCHEMISTRY Pub Date : 2022-10-14 DOI: 10.1115/1.4055985
Jianlong Chen, Chenghao Zhang, Cong Chen, Chenlei Lu, Xuan Dongji
State of charge (SOC) of lithium-ion battery is an indispensable performance indicator in battery management system (BMS), which is essential to ensure the safe operation of the battery and avoid potential hazards. However, SOC can't be directly measured by sensors or tools. In order to accurately estimate the SOC, this paper proposes a convolutional neural network based on self-attention mechanism. Firstly, the one-dimensional convolution is introduced to extract features from battery voltage, current, and temperature data. Then the self-attention mechanism can reduce the dependence on external information and well capture the internal correlation of features extracted by the convolutional layer. Finally, the proposed method is validated on four dynamic driving conditions at five temperatures and compared with other two deep learning methods. The experimental results show that the proposed method has good accuracy and robustness.
锂离子电池的充电状态(SOC)是电池管理系统(BMS)中不可或缺的性能指标,对确保电池的安全运行和避免潜在危险至关重要。然而,SOC不能通过传感器或工具直接测量。为了准确估计SOC,本文提出了一种基于自注意机制的卷积神经网络。首先,引入一维卷积从电池电压、电流和温度数据中提取特征。然后,自注意机制可以减少对外部信息的依赖,并很好地捕捉卷积层提取的特征的内部相关性。最后,在五种温度下的四种动态驾驶条件下对所提出的方法进行了验证,并与其他两种深度学习方法进行了比较。实验结果表明,该方法具有良好的精度和鲁棒性。
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引用次数: 1
Balancing method of retired battery pack based on variable domain fuzzy control 基于变域模糊控制的退役电池组平衡方法
IF 2.5 4区 工程技术 Q3 ELECTROCHEMISTRY Pub Date : 2022-10-06 DOI: 10.1115/1.4055880
Tiezhou Wu, Liuliang Chen, Yuhong Xu, Xiaoxing Zhang
For the problem of performance gap between individual cells in retired lithium batteries after group use, which affects the usable capacity of battery pack, a grouping bi-directional equalization method based on variable domain fuzzy control is proposed. Equalization circuits based on single inductor and LC oscillation circuit are respectively used for inter-cell and inter-cell group, to achieve inter-cell equalization and inter-cell group equalization; Variable domain fuzzy control strategy is used to determine the reasonable range of operating current according to State of Health (SOH) of the battery, combined with the relationship between the capacity decay coefficient and the average operational range of State of Charge (SOC); the equalization current is dynamically adjusted according to its mathematical relationship with operating current. To verify the effectiveness of this equalization method, an experimental platform was built and verification simulations were performed. The result of experiments shows, the equalization speed is increased by 25%, comparing to fixed equalization current control strategy; the capacity decay is reduced by 6% and the service life is extended after experiments of 1200 charge-discharge cycles, comparing to traditional fuzzy equalization strategy.
针对退役锂电池组使用后单体电池性能差距影响电池组可用容量的问题,提出了一种基于变域模糊控制的分组双向均衡方法。基于单电感的均衡电路和LC振荡电路分别用于单元间和单元间组,以实现单元间均衡和单元组间均衡;根据电池的健康状态,结合容量衰减系数与荷电状态平均工作范围之间的关系,采用变域模糊控制策略确定合理的工作电流范围;均衡电流是根据其与工作电流的数学关系来动态调整的。为了验证这种均衡方法的有效性,搭建了一个实验平台,并进行了验证仿真。实验结果表明,与固定均衡电流控制策略相比,均衡速度提高了25%;与传统的模糊均衡策略相比,经过1200次充放电循环的实验,容量衰减降低了6%,使用寿命延长。
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引用次数: 2
Simple and effective fault diagnosis method of power lithium-ion battery based on GWA-DBN 基于GWA-DBN的简单有效的动力锂离子电池故障诊断方法
IF 2.5 4区 工程技术 Q3 ELECTROCHEMISTRY Pub Date : 2022-09-27 DOI: 10.1115/1.4055801
Bin Pan, Wen Gao, Yuhang Peng, Zhilin Hu, Lujun Wang, Jiuchun Jiang
In order to improve the accuracy of battery pack inconsistency fault detection, an optimal deep belief network (DBN) single battery inconsistency fault detection model based on Grey Wolf Algorithm (GWA) was proposed. The performance of the DBN model is affected by the weights and bias parameters, and the gray wolf algorithm has a good ability to seek optimization, so the gray wolf algorithm is used to optimize the connection weights of the DBN network. Therefore, the accuracy rate of battery inconsistency diagnosis is improved. The battery voltage characteristic data is used as the input signal of the DBN model. The health and faults of the single cells are used as the output signals of the DBN model. The battery inconsistency fault detection model of GWA-DBN is established. Through the comparison and simulation with other algorithms, it is proved that the designed model has higher diagnostic accuracy, better fitting effect and good application prospect.
为了提高电池组不一致性故障检测的准确性,提出了一种基于灰太狼算法(GWA)的最优深度信任网络(DBN)单电池不一致性检测模型。DBN模型的性能受权值和偏置参数的影响,而灰狼算法具有良好的寻优能力,因此采用灰狼算法对DBN网络的连接权值进行优化。因此,提高了电池不一致性诊断的准确率。电池电压特性数据被用作DBN模型的输入信号。单个细胞的健康状况和故障被用作DBN模型的输出信号。建立了GWA-DBN的电池不一致性故障检测模型。通过与其他算法的比较和仿真,证明了所设计的模型具有较高的诊断精度、较好的拟合效果和良好的应用前景。
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引用次数: 1
The characteristics of a novel after-burner used for metal-supported planar SOFC system 金属支撑平面SOFC系统新型加力燃烧器的特点
IF 2.5 4区 工程技术 Q3 ELECTROCHEMISTRY Pub Date : 2022-09-23 DOI: 10.1115/1.4055773
Siyuan Li, Zhe Zhang, Guo-xiang Li, Shuzhan Bai
A novel after-burner used for the heat-up and normal operating conditions of metal-supported planar solid oxide fuel cell (SOFC) system, is designed and experimentally studied in this paper. The burner construction and the calculation of maximum burner power are showed in detail. Meanwhile, its static characteristics are researched through the influence of excess air ratio (ER), air velocity, inlet air temperature and fuel utilization rate (Uf); its transient characteristics are researched through the processes of burner start-up, burner operating state switch and stack start-up. Results suggest that the best ER value gets larger with the increased burner power. The air velocity is better controlled within 3 m·s-1 to prevent the influence of lifted flame. High inlet air temperature can extend lean combustion range and reduce incomplete combustion products, but large ER mutation should still be avoided. In case of anode off gas combusting with cathode off gas, there are nearly zero emissions. Meanwhile, the flue gas temperature decreases to about 760 °C because of enlarged heat loss, but it is minimally influenced by Uf. Under static condition, the optimal point with both controlled temperature and lowest emissions can be obtained in wide range, and the after-burner can well adapt to various operating states of the stack. Under transient condition, the after-burner has good response performance with much shorter time in burner start-up and burner operating state switch than conventional porous media ones. It can start up the stack in 1715 seconds.
设计了一种用于金属支撑平面固体氧化物燃料电池(SOFC)系统加热和正常工作的新型加力燃烧器,并对其进行了实验研究。详细介绍了燃烧器的结构和最大功率的计算方法。同时,通过过量空气比(ER)、风速、进气温度和燃料利用率(Uf)对其静态特性的影响进行了研究;通过燃烧器启动、燃烧器工作状态切换和炉膛启动过程,研究了其瞬态特性。结果表明,最佳ER值随着燃烧器功率的增大而增大。风速最好控制在3 m·s-1以内,以防止火焰上升的影响。高进气温度可以延长稀薄燃烧范围,减少不完全燃烧产物,但仍应避免较大的ER突变。在阳极废气与阴极废气混合燃烧的情况下,几乎没有排放。同时,由于热损失增大,烟气温度降至760℃左右,但Uf对烟气温度的影响最小。在静态条件下,可以在较宽的范围内获得温度可控和排放最低的最优点,加力燃烧室可以很好地适应烟台的各种工作状态。在瞬态条件下,加力燃烧器具有较好的响应性能,与传统多孔介质燃烧器相比,加力燃烧器启动和运行状态切换的时间大大缩短。它可以在1715秒内启动堆栈。
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引用次数: 1
Effect of Mn substitution on the structure and hydrogen storage properties of La0.75Ce0.25Ni5-xMnx alloy Mn取代对La0.75Ce0.25Ni5-xMnx合金结构和储氢性能的影响
IF 2.5 4区 工程技术 Q3 ELECTROCHEMISTRY Pub Date : 2022-09-21 DOI: 10.1115/1.4055694
J. Duan, Zhenwei Wang, Jian Lin, Lijun Lv, Xingbo Han, W. Liu, Jun Li
In this study, La0.75Ce0.25Ni5-xMnx (x = 0, 0.1, 0.2, 0.3) alloys were prepared by vacuum arc melting. The effect of the addition of Mn on the alloy microstructure and hydrogen absorption/desorption properties were explored by characterizing X-ray diffraction (XRD), scanning electron microscopy (SEM), laser particle size test, hydrogen absorption kinetic test, and P-C-T test. The XRD results show that the series of alloys are single-phase alloys composed of the LaNi5 phase, and the cell volume of the alloy gradually increases as the amount of Mn replacing Ni increases. The P-C-T curve of the alloy shows that the alloy has obvious hydrogen absorption/desorption plateau regions, which gradually decrease with increasing Mn content, while the hydrogen storage capacity remains unchanged. The hydrogen absorption kinetic curve of the alloy was tested, and it was found that the hydrogen absorption rate of the alloy increased with the increase of Mn content. These studies show that doping the Mn element in the La0.75Ce0.25Ni5-xMnx (x = 0, 0.1, 0.2, 0.3) alloys may regulate plateau pressure without affecting the hydrogen storage capacity or kinetics properties, providing a reference for the application of this type of alloy in hydrogen pressurization, purification, etc.
本研究采用真空电弧熔炼法制备La0.75Ce0.25Ni5-xMnx (x = 0,0.1, 0.2, 0.3)合金。通过x射线衍射(XRD)、扫描电镜(SEM)、激光粒度测试、吸氢动力学测试、P-C-T测试等手段,探讨Mn的加入对合金微观组织和吸氢/解吸性能的影响。XRD结果表明,该合金系由LaNi5相组成的单相合金,合金的胞体体积随着Mn取代Ni量的增加而逐渐增大。合金的P-C-T曲线表明,合金具有明显的吸氢/解吸平台区,随着Mn含量的增加,吸氢/解吸平台区逐渐减小,而储氢能力保持不变。对合金的吸氢动力学曲线进行了测试,发现合金的吸氢速率随着Mn含量的增加而增加。这些研究表明,在La0.75Ce0.25Ni5-xMnx (x = 0,0.1, 0.2, 0.3)合金中掺杂Mn元素可以在不影响储氢能力和动力学性能的情况下调节平台压力,为该类合金在氢气增压、净化等方面的应用提供参考。
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引用次数: 0
Controllable dealloying of a Cu-Ga alloy and its application as an anode material for lithium-ion batteries Cu-Ga合金的可控脱合金及其作为锂离子电池负极材料的应用
IF 2.5 4区 工程技术 Q3 ELECTROCHEMISTRY Pub Date : 2022-09-21 DOI: 10.1115/1.4055695
Jiayu Yu, Shuai Yin, Gangyi Xiong, Xianggang Guan, J. Xia, Jiajie Li, Shichao Zhang, Yalan Xing, P. Yang
Porous metallic materials are widely used for lithium-ion battery (LIB) electrodes because of their low density, efficient ionic/electron pathways, and high specific surface area. In this study, we fabricate nanoporous Cu using chemical and electrochemical dealloying methods based on a Cu-Ga alloy. The effects of the dealloying conditions on the derived microstructure of the nanoporous metal and its evolution mechanisms are discussed. Analysis and control of the electrochemical dealloying process reveal that the sample morphology can be adjusted and the phase component can be controlled. Accordingly, a 3D CuGa2 electrode with a nanoporous structure is controllable synthesized, and it exhibits a higher specific capacity and cyclic stability than a 2D CuGa2 electrode when used as a LIB anode.
多孔金属材料因其低密度、高效的离子/电子路径和高比表面积而被广泛应用于锂离子电池电极。在本研究中,我们以Cu- ga合金为基础,采用化学和电化学脱合金的方法制备了纳米多孔Cu。讨论了脱合金条件对纳米多孔金属衍生微观结构的影响及其演化机制。对电化学脱合金过程的分析和控制表明,样品的形貌是可以调节的,相组分是可以控制的。在此基础上,可控合成了具有纳米孔结构的三维CuGa2电极,该电极作为锂离子电池阳极具有比二维CuGa2电极更高的比容量和循环稳定性。
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引用次数: 0
Preparation and characterization of Red Mud modified Chitosan-PVA composite membrane for direct methanol fuel cell 直接甲醇燃料电池用赤泥改性壳聚糖-聚乙烯醇复合膜的制备与表征
IF 2.5 4区 工程技术 Q3 ELECTROCHEMISTRY Pub Date : 2022-09-21 DOI: 10.1115/1.4055693
Rabiranjan Murmu, Debashis Roy, Sarat Chandra Patra, H. Sutar, Bishnu Choudhary
A novel cost effective Chitosan-PVA-Red Mud (RM) hybrid membranes are developed and their morphological and physiochemical properties are studied. The addition of RM enhanced IEC and bound water content in a composite membranes. The hydroxyl groups are consumed due to the interaction with silica oxides and depleted the crystalline phase of the composites. The tensile strength and modulus of the composite membranes were reduced. The addition of RM improves the thermal stability of the composite membrane and shifts the degradation process to a higher temperature. The RM nanoparticles depleted the hooping sites for methanol transport in the composite membrane and the permeability value reported in the modified membrane was one order lower than the Nafion (N117) membrane. The proton conductivity of the composite membranes are obtained by fitting the EIS data in an equivalent circuit model. The composite membrane provides higher proton conductivity at reduced relative humidity conditions and the proton transport was governed by Grotthus mechanism. The modified membrane provides the maximum power density of 44mW/cm2 at a current density of 140mA/cm2. The durability test was conducted at a current density of 0.15 Acm2 and 70°C for 144h to evaluate fuel cell performance and voltage decay. The durability study confirms that the modified membrane provides higher cell stability with marginal drop in cell voltage (1.76%). The reduction of methanol cross-over and the enhancement of membrane selectivity increases power density of the direct methanol fuel cell.
研制了一种经济高效的壳聚糖-聚乙烯醇-赤泥(RM)杂化膜,并对其形态和理化性质进行了研究。RM的加入提高了复合膜中的IEC和结合水含量。羟基由于与二氧化硅氧化物的相互作用而被消耗,并耗尽了复合材料的结晶相。复合膜的拉伸强度和模量降低。RM的加入提高了复合膜的热稳定性,并将降解过程转移到更高的温度。RM纳米颗粒耗尽了复合膜中甲醇传输的环位点,并且在改性膜中报道的渗透值比Nafion(N117)膜低一个数量级。通过在等效电路模型中拟合EIS数据,获得了复合膜的质子电导率。复合膜在降低的相对湿度条件下提供更高的质子传导性,并且质子传输由Grotthus机制控制。改性膜在140mA/cm2的电流密度下提供44mW/cm2的最大功率密度。耐久性测试在0.15Acm2的电流密度和70°C下进行144小时,以评估燃料电池性能和电压衰减。耐久性研究证实,改性膜提供了更高的电池稳定性,电池电压略有下降(1.76%)。甲醇交叉的减少和膜选择性的提高提高了直接甲醇燃料电池的功率密度。
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引用次数: 3
A fault diagnosis method for lithium batteries based on optimal variational modal decomposition and dimensionless feature parameters 基于最优变分模态分解和无量纲特征参数的锂电池故障诊断方法
IF 2.5 4区 工程技术 Q3 ELECTROCHEMISTRY Pub Date : 2022-09-07 DOI: 10.1115/1.4055536
C. Chang, Chengcheng Tao, Shaojin Wang, Ruhang Zhang, Aina Tian, Jiuchun Jiang
Due to the frequent occurrence of electric vehicles safety accidents caused by battery system failures, in order to ensure the normal operation of the vehicle, it is crucial to do fault diagnosis of the electric vehicle lithium battery. This paper presents a fault diagnosis method for lithium batteries based on optimal variational modal decomposition and dimensionless feature parameters for identifying faulty batteries. The method firstly preprocesses the voltage signal of lithium battery by optimal variable mode decomposition to obtain the high and low frequency components of the signal, and reconstructs the high and low frequency components. Then the dimensionless feature parameters are extracted according to the reconstructed signal and feature reduction of the dimensionless feature parameters is carried out by a local linear embedding algorithm. Finally, a local outlier factor algorithm is used to detect faulty batteries. After verified by the operation data before the real electric vehicles thermal runaway failure, this method can detect the faulty battery timely and accurately.
由于电池系统故障引起的电动汽车安全事故频繁发生,为了保证车辆的正常运行,对电动汽车锂电池进行故障诊断至关重要。提出了一种基于最优变分模态分解和无量纲特征参数的锂电池故障诊断方法。该方法首先通过最优变模分解对锂电池电压信号进行预处理,得到信号的高低频分量,并对高低频分量进行重构。然后根据重构信号提取无量纲特征参数,利用局部线性嵌入算法对无量纲特征参数进行特征约简。最后,采用局部离群因子算法对故障电池进行检测。通过对真实电动汽车热失控故障发生前运行数据的验证,该方法能够及时、准确地检测出故障电池。
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引用次数: 0
期刊
Journal of Electrochemical Energy Conversion and Storage
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