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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 Q2 Engineering 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 Q2 Engineering 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 Q2 Engineering 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
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 Q2 Engineering 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
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 Q2 Engineering 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
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 Q2 Engineering 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
Aging effect-aware finite element model and parameter identification method of Lithium-ion battery 锂离子电池老化效应感知有限元模型及参数辨识方法
IF 2.5 4区 工程技术 Q2 Engineering Pub Date : 2022-09-02 DOI: 10.1115/1.4055463
Aina Tian, Chen Yang, Yang Gao, Yan Jiang, C. Chang, Lujun Wang, Jiuchun Jiang
Battery aging is an inevitable macroscopic phenomenon in the use of the battery, which is characterized by capacity decline and power reduction. If the charging and discharging strategy does not adjusted with the aging state, it is easy to cause battery abuse and accelerate the decline. In order to avoid this situation, the aging model with consideration of the battery degradation is coupled into the pseudo-two-dimensional (P2D) model. An aging effect-aware finite element model that can describe battery physical information accurately is presented in this paper. The model parameters are divided into four parts: structure parameters, thermodynamic parameters, kinetic parameters and aging parameters. The identification experiments are designed based on the characteristics of these types of parameters. The decoupling and parameter identification methods of kinetic parameters according to the response characteristics of each parameter under specific excitation, and state of charge (SOC) partitioned range identification technology of aging parameters are proposed and verified. Finally, the aging effect-aware model and the identification parameters are verified under constant current (CC) and different dynamic conditions with different charge rate (C-rate). And the ability of the proposed model to track the aging trajectory in the whole life cycle is verified under various cycle conditions. The proposed model can be applied to aging mechanism analysis and health management from point of inner properties of the batteries.
电池老化是电池使用中不可避免的宏观现象,其特点是容量下降、功率降低。如果充放电策略不随老化状态进行调整,很容易造成电池滥用,加速衰退。为了避免这种情况,将考虑电池退化的老化模型耦合到伪二维(P2D)模型中。提出了一种能够准确描述电池物理信息的老化效应感知有限元模型。模型参数分为结构参数、热力学参数、动力学参数和时效参数四部分。根据这几类参数的特点设计了识别实验。提出并验证了根据各参数在特定激励下的响应特性对动力学参数进行解耦和参数识别的方法,以及老化参数的荷电状态(SOC)分程识别技术。最后,在恒流(CC)和不同充电速率(C-rate)下,对老化效应感知模型和识别参数进行了验证。并在不同的周期条件下验证了该模型在全生命周期内跟踪老化轨迹的能力。该模型可从电池内部特性的角度进行老化机理分析和健康管理。
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引用次数: 0
In Situ Grown CoMn-Based Metal-Organic Framework on Nickel Foam as Efficient and Robust Electrodes for Electrochemical Oxygen Evolution Reaction 泡沫镍上原位生长的CoMn基金属有机骨架作为电化学析氧反应的高效和稳健电极
IF 2.5 4区 工程技术 Q2 Engineering Pub Date : 2022-09-02 DOI: 10.1115/1.4055462
L. Hua, H. Fei, Linjie Zheng, Du Zhengyao, Tang Kewen
It is of great significance to develop efficient and robust oxygen evolution reaction (OER) electrocatalysts based on inexpensive and earth-abundant materials to enable water splitting as a future renewable energy source. Herein, the in situ grown CoMn-MOF-74 on nickel foam and their use as active electrodes for high-performance water-oxidation catalysis are reported. In alkaline media, the binder-free 3D electrode shows superior OER activity with a current density of 10 mA cm−2 at a small overpotential of 260 mV, a Tafel slope of 58.2 mV dec−1, as well as excellent stability, making it one of the most active OER catalysts. Such high performance is attributed to increased electrochemically-active areas, accelerated electron transport capability and the synergy between MOFs and Ni substrate. This work elucidates a promising electrode for electrochemical water oxidation and enriches direct application of MOF materials for future clean energy conversion and storage systems.
基于廉价且富含地球的材料开发高效、稳健的析氧反应(OER)电催化剂,使水分解成为未来的可再生能源,具有重要意义。本文报道了在泡沫镍上原位生长的CoMn-MOF-74及其作为高性能水氧化催化活性电极的应用。在碱性介质中,无粘合剂的3D电极显示出优异的OER活性,在260 mV的小过电位下,电流密度为10 mA cm−2,Tafel斜率为58.2 mV dec−1,以及优异的稳定性,使其成为最具活性的OER催化剂之一。这种高性能归因于增加的电化学活性区域、加速的电子传输能力以及MOFs和Ni衬底之间的协同作用。这项工作阐明了一种很有前途的电化学水氧化电极,并丰富了MOF材料在未来清洁能源转换和存储系统中的直接应用。
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引用次数: 0
A Review of Dispersion Film Drying Research 分散膜干燥研究综述
IF 2.5 4区 工程技术 Q2 Engineering Pub Date : 2022-08-29 DOI: 10.1115/1.4055392
Buyi Zhang, Bei Fan, Zhi Huang, Kenneth Higa, V. Battaglia, R. Prasher
Dispersion drying is an essential step in an enormous number of research and industry fields, including self-assembly, membrane fabrication, printing, battery electrode fabrication, painting, and large-scale solar cell fabrication. The drying process of a dispersion directly influences the structure and properties of the resulting dried film. Thus, it is important to investigate the underlying physics of dispersion drying and the effects of different drying parameters. This article reviews modeling studies of coating drying processes, along with corresponding experimental observations. We have divided drying processes into two conceptual stages. In the first drying stage, liquid evaporation, particle sedimentation and Brownian motion compete and affect the particle distribution during drying and thus in the final film structure. We have included a comprehensive discussion of the influences of drying parameters, such as evaporation rate, particle sizes and temperature, on the above competition and the resulting film structure. A drying regime map describing where different drying phenomena dominate was formulated based on the literature. We also extended our discussion to the practical applications of battery slurry drying an essential step in conventional battery electrode manufacturing. In the second drying stage, the physics of porous drying and crack formation are reviewed. This review aims to provide a comprehensive understanding of dispersion drying mechanisms and to provide guidance in the design of film products with favorable structures and properties for targeted practical applications.
分散干燥是大量研究和工业领域的重要步骤,包括自组装、膜制造、印刷、电池电极制造、涂装和大规模太阳能电池制造。分散体的干燥过程直接影响所得干燥膜的结构和性能。因此,研究分散干燥的基本物理特性以及不同干燥参数的影响是很重要的。本文综述了涂层干燥过程的建模研究,以及相应的实验观察结果。我们将干燥过程分为两个概念阶段。在第一干燥阶段,液体蒸发、颗粒沉淀和布朗运动在干燥过程中竞争并影响颗粒分布,从而影响最终的膜结构。我们已经全面讨论了干燥参数,如蒸发速率、颗粒尺寸和温度,对上述竞争和由此产生的膜结构的影响。在文献的基础上,制定了描述不同干燥现象占主导地位的干燥状态图。我们还将讨论扩展到电池浆料干燥的实际应用,这是传统电池电极制造中的一个重要步骤。在第二干燥阶段,综述了多孔干燥和裂纹形成的物理过程。这篇综述旨在全面了解分散干燥机理,并为设计具有良好结构和性能的薄膜产品提供指导,以供有针对性的实际应用。
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引用次数: 4
Influence of off gas recirculation on the intermediate temperature SOFC with POX reformer 烟气再循环对POX重整炉中温SOFC的影响
IF 2.5 4区 工程技术 Q2 Engineering Pub Date : 2022-08-29 DOI: 10.1115/1.4055393
Siyuan Li, Zhe Zhang, Guo-xiang Li, Shuzhan Bai
Solid oxide fuel cell(SOFC) is a clean and efficient energy utilization technology. Partial oxidation reforming(POX) can be used to simplify SOFC system structure, but its lower hydrogen production rate deteriorates system performance. A wise method may be combining anode off gas recirculation(AOGR) and cathode off gas recirculation(COGR) with POX. Thus, their influence on the coupled system of intermediate temperature SOFC and POX is researched in detail in this paper. Results show that the reforming process gradually changes from exothermic to endothermic as AOGR rate increases. Meanwhile, its oxygen demand declines sharply and the process can even be self-sustained without external air input at the AOGR rate of 0.5 and 0.6. The application of AOGR can improve electrical efficiency up to 51%, but at the expense of thermal efficiency. Excessive AOGR rates will result in decreased cell voltage and insufficient energy supply to the after-burner, so it should be restricted within a reasonable range and the best recommended value is 0.5. The application of COGR has little effect on fuel line parameters, so it cause little deterioration in electrical efficiency while improving thermal efficiency. Besides, cell voltage is also insensitive to it. The combination of AOGR and COGR can obtain better fuel economy and larger cogeneration scale simultaneously at the cost of a tiny electrical output power, while an optimal balance between three efficiencies is also achieved.
固体氧化物燃料电池(SOFC)是一种清洁高效的能源利用技术。部分氧化重整(POX)可以简化SOFC体系结构,但其较低的产氢率使系统性能下降。一种明智的方法可能是将阳极排气再循环(AOGR)和阴极排气再循环(COGR)与POX相结合。因此,本文详细研究了它们对中温SOFC和POX耦合系统的影响。结果表明,随着AOGR速率的增加,重整过程逐渐由放热向吸热转变。同时,其需氧量急剧下降,在AOGR率为0.5和0.6时,该过程甚至可以在没有外部空气输入的情况下自我维持。AOGR的应用可以提高高达51%的电效率,但以牺牲热效率为代价。过高的AOGR率会导致电池电压下降,后燃烧器的能量供应不足,因此应限制在合理范围内,最佳推荐值为0.5。COGR的应用对燃油管路参数影响不大,因此在提高热效率的同时,对电效率的影响不大。此外,电池电压对其也不敏感。AOGR和COGR结合使用,可以以很小的输出功率为代价,同时获得更好的燃油经济性和更大的热电联产规模,同时实现了三种效率的最佳平衡。
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引用次数: 2
期刊
Journal of Electrochemical Energy Conversion and Storage
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