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Optimal Planning of Standalone Rural Microgrid With Effective Dispatch Strategies and Battery Technology 利用有效调度策略和电池技术优化独立农村微电网规划
Pub Date : 2024-11-10 DOI: 10.1002/est2.70092
Md. Mustafa Kamal

Microgrids are a viable substitute for traditional power systems because they may deliver cleaner, more dependable, affordable power with fewer losses. However, the microgrid's performance is impacted by the variable nature of renewable energy sources. Battery storage is a crucial component of microgrid planning since it defines the system's techno-economic feasibility. A standalone rural microgrid is designed in the current study, employing three distinct battery types: lithium-ion, lead acid, and zinc-bromine flow. The suggested microgrid's techno-economic analysis employs three distinct dispatch mechanisms, that is, cycle charging, load flow, and complete dispatch. The case study of the suggested framework is carried out in Lucknow (India). The system comprises PV/battery/wind energy system/diesel and battery. The simulation results suggest that the optimal system with the least electrification cost is 0.113 $/kWh using complete dispatch strategies and a zinc-bromine battery. It has 206 kWh zinc-bromine flow batteries, a 10 kW converter, a 20 kW PV, a 13-kW diesel generator, and a Combined dispatch strategy. The system's net present cost per unit cost of energy is $40 275 and 0.113 $/kWh for the chosen region, respectively. Compared to the other two battery technologies for hybrid systems, the zinc-bromine flow battery technology is also shown to be the most environmentally friendly. Among the three battery technologies available, zinc-bromine flow is best used in a particular location's hybridized operation.

微电网是传统电力系统的可行替代品,因为它们可以提供更清洁、更可靠、更经济的电力,而且损耗更少。然而,微电网的性能会受到可再生能源多变性的影响。电池储能是微电网规划的重要组成部分,因为它决定了系统的技术经济可行性。本研究设计了一个独立的农村微电网,采用了三种不同类型的电池:锂离子电池、铅酸电池和锌溴液流电池。建议的微电网技术经济分析采用了三种不同的调度机制,即循环充电、负载流和完全调度。建议框架的案例研究在印度勒克瑙进行。系统包括光伏/电池/风能系统/柴油和电池。模拟结果表明,采用完全调度策略和锌溴电池,电气化成本最低的最优系统为 0.113 美元/千瓦时。该系统包括 206 千瓦时锌溴液流电池、10 千瓦变流器、20 千瓦光伏发电、13 千瓦柴油发电机和联合调度策略。在所选地区,该系统的单位能源净现值成本分别为 40 275 美元和 0.113 美元/千瓦时。与混合动力系统的其他两种电池技术相比,锌溴液流电池技术也被证明是最环保的。在现有的三种电池技术中,锌溴液流电池最适合用于特定地点的混合运行。
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引用次数: 0
Potential of the Use of Sodium Chloride (NaCl) in Thermal Energy Storage Applications 氯化钠(NaCl)在热能储存应用中的潜力
Pub Date : 2024-11-10 DOI: 10.1002/est2.70091
Luisa F. Cabeza, Franklin R. Martínez, Gabriel Zsembinszki, Emiliano Borri

Energy storage is a group of technologies that decrease the gap between energy supply and energy demand. Thermal energy storage (TES) reduces this gap at not only different temperatures but also at different places or power. Design criteria include the integration of the storage system into the whole application system, maximum load, and high-energy density. Since energy density is given by the material used, the selection of the storage material is key to the success of any energy storage system. In this paper, the potential of sodium chloride (NaCl) to be used in TES, both using sensible TES and latent TES, is evaluated for low-temperature applications and for high-temperature ones. This material is found to have high potential for successful applications, both in buildings and in industry.

储能是一组减少能源供应与能源需求之间差距的技术。热能储存(TES)不仅能在不同温度下,还能在不同地点或功率下缩小这种差距。设计标准包括将储能系统集成到整个应用系统中、最大负荷和高能量密度。由于能量密度由所使用的材料决定,因此选择储能材料是任何储能系统成功的关键。本文评估了氯化钠(NaCl)在 TES 中的应用潜力,包括在低温应用和高温应用中使用显热 TES 和潜热 TES。结果发现,这种材料在建筑和工业领域都有很大的成功应用潜力。
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引用次数: 0
Efficient Hybrid Electric Vehicle Power Management: Dual Battery Energy Storage Empowered by Bidirectional DC–DC Converter 高效混合动力电动汽车电源管理:由双向 DC-DC 转换器驱动的双电池储能器
Pub Date : 2024-11-10 DOI: 10.1002/est2.70042
Ananth Angel Z., Kumar S.S.

This work offers a fuel cell power system with the ability to distribute power to the load from the electrical source and charge an auxiliary battery utilizing regenerative power flows created by the load. The approach is established on a bidirectional closed-loop DC converter. A bidirectional DC–DC converter is presented as a means of achieving extremely high voltage energy storage systems (ESSs) for a DC bus or supply of electricity in power applications. This paper presents a novel dual-active-bridge (DAB) bidirectional DC–DC converter power management system for hybrid electric vehicles (HEVs). The proposed system makes it possible to charge an additional battery with regenerative power flows and distributes power from the electrical source to the load efficiently. The two main stages of the DAB converter, which are the focus of this work, are an interleaved buck/boost converter on the battery and a three-phase wye-wye series resonating converter on the DC bus. Each switch's current stress is greatly reduced by this design, which lowers transmission losses and enhances thermal performance. The interleaved buck conversion on the battery allows for lesser current stress in each switch, resulting in lower transmission loss. The increasing complexity and power of automotive embedded electronic systems have made the use of more potent power electronic converters in automobiles necessary. In recent years, many dual volt (42 V/14 V) bidirectional inverter topologies for automotive systems have been presented. However, the majority of them are either inefficient or use a huge number of transistors and magnetic devices in both parallel and series arrangements. As a result, in this study, a bidirectional high-efficiency inverter with fewer components is provided. The design, modes of operation, and performance metrics of the DAB converter are examined, emphasizing its ability to achieve zero-voltage switching (ZVS) and zero current switching (ZCS) throughout its operating range. The suggested system seeks to maximize EV power management, guaranteeing high dependability and efficiency. To test all of the aforementioned qualities, an evaluation version was created, with an average efficiency of 97.5%. This research could have a substantial impact on the advancement of power electronic converters for automotive applications, leading to better EV power management, increased system reliability, and increased overall efficiency.

这项研究提供了一种燃料电池供电系统,该系统能够将电力分配给负载,并利用负载产生的再生电力流为辅助电池充电。该方法基于双向闭环直流转换器。本文介绍了一种双向直流-直流转换器,它是实现直流母线或电力应用中电力供应的超高压储能系统(ESS)的一种手段。本文介绍了一种用于混合动力电动汽车(HEV)的新型双有源桥(DAB)双向 DC-DC 转换器电源管理系统。该系统可利用再生电力流为额外的电池充电,并将电力从电源有效地分配到负载。DAB 转换器的两个主要阶段是电池上的交错降压/升压转换器和直流母线上的三相ye-wye 串联谐振转换器。这种设计大大降低了每个开关的电流应力,从而降低了传输损耗,提高了散热性能。电池上的交错降压转换可减少每个开关的电流应力,从而降低传输损耗。汽车嵌入式电子系统的复杂性和功率不断增加,使得在汽车中使用更强大的电力电子转换器成为必要。近年来,出现了许多用于汽车系统的双电压(42 V/14 V)双向逆变器拓扑结构。然而,其中大多数要么效率低下,要么在并联和串联排列中使用了大量晶体管和磁性器件。因此,本研究提供了一种元件较少的双向高效逆变器。研究考察了 DAB 转换器的设计、工作模式和性能指标,强调了其在整个工作范围内实现零电压开关 (ZVS) 和零电流开关 (ZCS) 的能力。所建议的系统旨在最大限度地实现电动汽车电源管理,保证高可靠性和高效率。为了测试上述所有特性,我们创建了一个评估版本,其平均效率为 97.5%。这项研究将对汽车应用中电力电子转换器的发展产生重大影响,从而改善电动汽车电源管理,提高系统可靠性和整体效率。
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引用次数: 0
Half-Heusler Alloy CoMnZ (Z = Sb/Sn): Electrode Material for Lithium-Ion Batteries 半休斯勒合金 CoMnZ(Z = Sb/Sn):锂离子电池电极材料
Pub Date : 2024-11-10 DOI: 10.1002/est2.70094
Sadhana Matth, Raghavendra Pal, Himanshu Pandey

Heusler alloys (HAs) are a well-known family of compounds generating promising interest due to their robust structure, ease of tailoring their unique properties, and potential applications. The investigations in the direction of the electrochemical performance of these materials as electrodes for rechargeable lithium-ion batteries (LIBs) have been established theoretically and experimentally. Alloying of alkali metal ions into half-HAs unit cells can be another route to improve LIBs performance. This work presents our investigations on thermodynamically stable half-HAs CoMnZ (Z: Sb/Sn) as electrode materials for rechargeable LIBs using the first-principle calculations based on the density functional theory. The negative formation energies validate the thermodynamic stability of the alloys considered in this study. With increasing Li doping, a structural change from cubic to tetragonal and orthorhombic phase is observed in the host structure, and upon full lithiation (LiMnZ), a cubic structure is attained. The band structure calculations of the host structure and its lithiated phase indicate a metallic nature in these alloys. The calculations are also performed to investigate the structural stability of parent alloys and corresponding lithiated phases. We calculated a storage capacity of around 14.5 Ah/kg for 0.125 atomic fraction of Li atoms, which is increased by nearly 10 times upon full lithiation. A maximum open circuit voltage of around 9.8 V is calculated for Li0.125Co0.875MnSb and CoLi0.125Mn0.875Sb. Thus, all these remarkable results suggest that these intermetallic compounds have a strong potential as the cathode material for LIBs with a robust life and a large capacity.

Heusler 合金(HAs)是一个著名的化合物家族,因其结构坚固、易于定制的独特性能和潜在的应用而备受关注。有关这些材料作为可充电锂离子电池(LIB)电极的电化学性能的研究已在理论和实验上得到证实。将碱金属离子合金化到半砷化镓单元电池中是提高锂离子电池性能的另一条途径。本研究采用基于密度泛函理论的第一性原理计算,对热力学稳定的 CoMnZ(Z:Sb/Sn)半氢化砷作为可充电 LIB 的电极材料进行了研究。负形成能验证了本研究中考虑的合金的热力学稳定性。随着锂掺杂量的增加,在宿主结构中观察到了从立方相到四方相和正方相的结构变化,在完全锂化(LiMnZ)后,达到了立方结构。主结构及其锂化相的带状结构计算表明,这些合金具有金属性质。计算还研究了母合金和相应锂化相的结构稳定性。我们计算出 0.125 原子分数的锂原子的存储容量约为 14.5 Ah/kg,完全锂化后存储容量增加了近 10 倍。计算得出 Li0.125Co0.875MnSb 和 CoLi0.125Mn0.875Sb 的最大开路电压约为 9.8 V。因此,所有这些显著的结果表明,这些金属间化合物作为锂离子电池的阴极材料具有很强的潜力,而且寿命长、容量大。
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引用次数: 0
Performance Enhancement of Thermoelectric Generator-Radiative Cooling System With Thermal and Electrical Energy Storage 带热能和电能存储的热电发电机-辐射冷却系统的性能提升
Pub Date : 2024-11-10 DOI: 10.1002/est2.70081
Aysu Yigit, Muhammed Yilmaz, Aminu Yusuf, Sedat Ballikaya

A thermoelectric generator (TEG) converts thermal energy into electrical energy when temperature gradients are created across its two surfaces. Integrating the TEG with a phase change material (PCM) and radiative cooling (RC) can increase the temperature gradient across its two surfaces. In this study, a two-layer RC paint has been developed and applied to the cold side of a TEG, and its performance was compared with TEG-white paint and TEG-no paint. The RC lowers the temperature of the cold side by 3.5°C and 4.7°C compared to TEGs with white paint and no paint, respectively. Integrating PCM with TEG–RC ensured a high electrical output, enabling continuous power for a typical weather sensor. The PCM–TEG–RC generated 2.7and 0.61 mW during summer and winter days in Istanbul, and nighttime outputs of 0.302 W and 0.395 mW, respectively. Despite similar costs, the electrical performance of TEG–RC was nearly double that of the TEG-white paint. It has also been determined that a storage capacitor with a value of 0.5 F can provide 24-h power backup to the typical weather sensor.

当热电发生器(TEG)的两个表面产生温度梯度时,它就能将热能转化为电能。将 TEG 与相变材料 (PCM) 和辐射冷却 (RC) 相结合,可以增加其两个表面的温度梯度。本研究开发了一种双层 RC 涂料,并将其应用于 TEG 的冷面,将其性能与 TEG 白色涂料和 TEG 无涂料进行了比较。与涂有白色涂料和无涂料的 TEG 相比,RC 使冷侧温度分别降低了 3.5°C 和 4.7°C。PCM 与 TEG-RC 的集成确保了高电力输出,使典型的天气传感器能够持续供电。PCM-TEG-RC 在伊斯坦布尔的夏日和冬季分别产生 2.7 和 0.61 mW,夜间输出分别为 0.302 W 和 0.395 mW。尽管成本相似,但 TEG-RC 的电气性能几乎是 TEG 白色涂料的两倍。此外,还确定了一个 0.5 F 值的存储电容器可为典型的气象传感器提供 24 小时的备用电源。
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引用次数: 0
Integrating Phase Change Materials Into Cotton Ring Spun Yarn Structure for Thermoregulating Function 将相变材料融入棉纤维环锭纺纱结构以实现热调节功能
Pub Date : 2024-11-10 DOI: 10.1002/est2.70089
Demet Yılmaz, Sennur Alay Aksoy

Phase change materials (PCMs) have been incorporated into textiles to provide thermoregulation and temperature buffering effects on the human body. From this point of view, the aim of this study was to develop the phase change material (PCM) incorporated into the yarns for the production of textiles with a thermo-regulating function. In the study, two types of capsules poly(methyl methacrylate-co-methacrylic acid) (P(MMA-co-MAA)) walled and 1-tetradecanol core, and gelatin-gum Arabic walled and n-octadecane core were synthesized and applied to cotton textile fibers using an alternative application method developed by the authors. PCM dispersion with 6% concentration was incorporated into cotton ring spun yarns at 62.5 and 80 mL/h feeding rates. Morphological and thermal properties of the capsules and spun yarns were investigated. Thermoregulation properties of fabricated yarns were detailed evaluated by segmenting thermal history (T-history) curves into four phases and logarithmic and linear trendlines were applied to the temperature change data for unloaded and PCM incorporated yarns. Data including temperature range (°C), R2 (coefficient of determination or regression factor), rate coefficient (a) and duration of phase (s) were analyzed for both capsule types and feeding rate values. The results indicated that PCM capsules with ideal spherical morphology and enough energy storage capacity were successfully applied into the cotton fibers. All cotton yarns with PCM additives exhibited lower surface temperature values greater than 2°C which is considered sufficient for the thermoregulation effect although with some distinct variations in their temperature profiles and rate coefficients. Compared to untreated cotton ring spun yarn, the temperature difference for 1-tetradecanol core@P(MMA-co-MAA) walled capsules was found to be around 4.29°C–4.56°C, whereas it was around 8.2°C–9°C for n-octadecane core@gelatin-gum Arabic walled capsules. With respect to all the results, obtained novel heat storage cotton yarn is a promising material for thermal energy storage and desirable thermal comfort applications.

在纺织品中加入相变材料(PCM),可为人体提供体温调节和温度缓冲作用。从这一角度出发,本研究的目的是开发将相变材料(PCM)融入纱线中,用于生产具有体温调节功能的纺织品。研究采用作者开发的另一种应用方法,合成了聚甲基丙烯酸甲酯-甲基丙烯酸共聚物(P(MMA-co-MAA))壁和 1-十四烷醇芯以及明胶-阿拉伯胶壁和正十八烷芯两种胶囊,并将其应用于棉纺织纤维。以 62.5 mL/h 和 80 mL/h 的喂料速率将浓度为 6% 的 PCM 分散液加入棉环锭纺纱中。研究了胶囊和纱线的形态和热性能。通过将热历史(T-历史)曲线划分为四个阶段,并对未加载和加入 PCM 的纱线的温度变化数据应用对数和线性趋势线,详细评估了制成纱线的热调节特性。分析了两种胶囊类型和喂料速率值的数据,包括温度范围(℃)、R2(决定系数或回归系数)、速率系数(a)和阶段持续时间(秒)。结果表明,具有理想球形形态和足够储能能力的 PCM 胶囊成功地应用到了棉纤维中。所有添加了 PCM 添加剂的棉纱的表面温度值都低于 2°C,这足以达到恒温效果,尽管它们的温度曲线和速率系数存在一些明显的差异。与未经处理的棉环锭纱线相比,1-十四醇芯@P(MMA-co-MAA)壁胶囊的温差约为 4.29°C-4.56°C ,而正十八烷芯@明胶-阿拉伯胶壁胶囊的温差约为 8.2°C-9°C 。从所有结果来看,所获得的新型蓄热棉纱是一种很有前途的材料,可用于热能储存和理想的热舒适应用。
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引用次数: 0
Dendrite-Free Zinc Anode for Zinc-Based Batteries by Pre-Deposition of a Cu–Zn Alloy Layer on Copper Surface via an In Situ Electrochemical Oxidation–Reduction Reaction 通过原位电化学氧化还原反应在铜表面预沉积铜锌合金层,为锌基电池制造无枝晶的锌阳极
Pub Date : 2024-11-10 DOI: 10.1002/est2.70086
Daiphi Davis, Jeena C. Balakrishnan, Joy Vadakkan Thomas

The prevention of uncontrollable growth of zinc dendrites on the zinc electrodes is one of the key challenges, hindering the widespread commercialization of zinc-based energy storage technologies. Herein, we report a facile method to mitigate dendrite growth on a copper surface by an initial in situ coating of a Cu–Zn alloy layer, before zinc deposition. During further zinc deposition, the initially formed Cu–Zn alloy layer provides uniform nucleating sites and promotes homogeneous zinc deposition. A symmetrical cell, assembled using a Cu–Zn/Cu electrode could be stably cycled for over 1000 cycles in ZnSO4 solution, at a current density of 30 mA/cm2 and a coulombic efficiency of 99.9%. A zinc–air cell, assembled using Zn@Cu–Zn/Cu as the anode and rGO/Co3O4 composite as the cathode, exhibited a very stable performance at a high current density of 50 mA/cm2 and coulombic efficiency of ~93%, for over 400 cycles. After cycling experiments, the X-ray photoelectron spectroscopy and the X-ray diffraction analysis confirmed the formation of the Cu–Zn alloy layer. Hence, the present method provides an easy route for fabricating a dendrite-free zinc electrode, for a wide range of zinc anode-based batteries.

如何防止锌电极上出现无法控制的锌枝晶生长,是阻碍锌基储能技术广泛商业化的关键挑战之一。在此,我们报告了一种简便的方法,即在锌沉积之前,先在铜表面原位镀上一层铜锌合金层,以减缓枝晶在铜表面的生长。在锌的进一步沉积过程中,最初形成的铜锌合金层可提供均匀的成核点,促进锌的均匀沉积。使用 Cu-Zn/Cu 电极组装的对称电池可在 ZnSO4 溶液中稳定循环 1000 次以上,电流密度为 30 mA/cm2,库仑效率为 99.9%。以 Zn@Cu-Zn/Cu 为阳极、rGO/Co3O4 复合材料为阴极组装的锌-空气电池在 50 mA/cm2 的高电流密度下表现出非常稳定的性能,库仑效率达到约 93%,循环次数超过 400 次。循环实验后,X 射线光电子能谱和 X 射线衍射分析证实了铜锌合金层的形成。因此,本方法为制造无枝晶的锌电极提供了一条简便的途径,适用于各种锌阳极电池。
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引用次数: 0
Evaluation of Structural, Thermal, and Electrochemical Properties of PEO/Ionic Liquid Based Quasi-Solid-State Electrolytes for Electrical Double Layer Capacitor Devices 评估双电层电容器设备中基于 PEO/ 离子液体的准固态电解质的结构、热和电化学性质
Pub Date : 2024-11-07 DOI: 10.1002/est2.70085
Sarika Sachan, Danuta Kruk, Anil Kumar, Sushama Yadav, Pramod Kumar, Manoj K. Singh, Sujeet Kumar Chaurasia

In this paper, quasi-solid electrolytes (QSEs) “PEO + xwt.% BMIMPF6” for x = 0–20 were prepared by the immobilization of ionic liquid (IL), 1-butyl-3-methylimidazolium hexafluorophosphate (BMIMPF6) to the PEO polymer matrix by solution casting technique. These quasi-solid electrolytes (QSEs) are in the thin film form of good mechanical integrity. The QSEs are characterized by X-ray diffraction (XRD), Attenuated total reflectance Infrared (ATR-IR) spectroscopy, differential scanning calorimetry (DSC)/thermogravimetric analysis (TGA), field emission scanning electron microscopy (FESEM), impedance spectroscopy, and electrochemical techniques. XRD/DSC results confirm an increase in the flexibility (and hence polymer chain mobility) with the increasing amount of IL in the QSEs, as confirmed by the analysis of degree of crystallinity (Xc). The maximum room temperature ionic conductivity ~1.32 × 10−5 S. cm−1 is obtained for the 20 wt.% IL (BMIMPF6) added QSEs. The interaction/complexation between the dopant IL-cation BMIM+ with the ether oxygen (i.e., COC bond of PEO) has been confirmed by FTIR spectroscopic analysis. FESEM results confirm the appearance of crystalline spherical grains (spherulites), whose size decreases with the increasing amount of IL in the membranes and shows overall semicrystalline microstructures. The TGA analysis confirmed that the onset decomposition temperature of the QSEs is found to be ~175°C, which is the sufficient temperature range of operation for the solid-state electrochemical devices. The electrochemical performances of the QSEs were examined by fabricating the symmetrical electrical double-layer capacitor (EDLC) device. The fabricated EDLC cell with optimized QSE “PEO + 20 wt.% BMIMPF6” with biomass-based honeycomb activated carbon (HCAC) electrodes offers specific energy ~5.8 Wh kg−1 at power density ~ 79.9 W kg−1. It also displays excellent cycling stability with 81.3% of the initial specific capacitance after 2500 charge–discharge cycles.

本文通过溶液浇铸技术将离子液体(IL)--1-丁基-3-甲基咪唑六氟磷酸盐(BMIMPF6)固定到 PEO 聚合物基体上,制备了 x = 0-20 的 "PEO + xwt.% BMIMPF6 "准固体电解质(QSEs)。这些准固体电解质(QSE)呈薄膜状,具有良好的机械完整性。X 射线衍射(XRD)、衰减全反射红外(ATR-IR)光谱、差示扫描量热法(DSC)/热重分析(TGA)、场发射扫描电子显微镜(FESEM)、阻抗光谱和电化学技术对准固态电解质进行了表征。XRD/DSC 结果证实,随着 QSE 中 IL 含量的增加,柔韧性(以及聚合物链的流动性)也会增加,结晶度 (Xc) 分析也证实了这一点。添加了 20 wt.% IL(BMIMPF6)的 QSE 具有最大室温离子电导率 ~1.32 × 10-5 S. cm-1。傅里叶变换红外光谱分析证实了掺杂剂 IL 阳离子 BMIM+ 与醚氧(即 PEO 的 COC 键)之间的相互作用/络合。FESEM 结果证实出现了结晶球形晶粒(球粒),其大小随膜中 IL 含量的增加而减小,并显示出整体半结晶微结构。TGA 分析证实,QSE 的起始分解温度约为 175°C,符合固态电化学器件的工作温度范围。通过制造对称双电层电容器(EDLC)器件,检验了 QSE 的电化学性能。使用优化的 QSE "PEO + 20 wt.% BMIMPF6 "和生物质蜂窝活性炭(HCAC)电极制造的 EDLC 电池在功率密度 ~ 79.9 W kg-1 的条件下可提供 ~5.8 Wh kg-1 的比能量。它还显示出卓越的循环稳定性,在 2500 次充放电循环后,比电容为初始比电容的 81.3%。
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引用次数: 0
Long-Term Estimation of SoH Using Cascaded LSTM-RNN for Lithium Batteries Subjected to Aging and Accelerated Degradation 使用级联 LSTM-RNN 对老化和加速退化锂电池的 SoH 进行长期估算
Pub Date : 2024-11-05 DOI: 10.1002/est2.70066
Y. K. Bharath, V. P. Anandu, U. Vinatha, Shetty Sudeep

Accurate estimation of state of health (SoH) of the battery over long-term is a critical challenge for the battery management systems in electric vehicles. This is due to the challenges in accurately modeling the accelerated aging and degradation phenomena caused by diverse operating conditions of the battery. This paper presents a cascaded recurrent neural networks (RNN) with long short-term memory (LSTM) to estimate the internal resistance and SoH, taking account of various abnormal operating conditions of the battery. A datasheet-based degradation model of the battery is developed using fade equations. The training and validation data set for LSTM-RNN are generated by subjecting the battery model to various factors that cause accelerated degradation, such as fast charging, varying operating temperatures, overutilization, and cell imbalance. The cascaded LSTM-RNN is trained to estimate SoH only once after the completion of every charge–discharge cycle. The training error index parameters of the proposed SoH estimator are well within 1%, demonstrating the reliability and robustness of the estimator to diverse operating conditions of the battery.

准确估算电池的长期健康状况(SoH)是电动汽车电池管理系统面临的一项重大挑战。这是因为对电池在不同工作条件下造成的加速老化和退化现象进行精确建模是一项挑战。本文提出了一种具有长短期记忆(LSTM)的级联递归神经网络(RNN),用于估计电池的内阻和 SoH,同时考虑到电池的各种异常工作条件。使用衰减方程开发了基于数据表的电池衰减模型。LSTM-RNN 的训练和验证数据集是在电池模型受到快速充电、工作温度变化、过度使用和电池失衡等各种加速退化因素影响的情况下生成的。级联 LSTM-RNN 只在每个充放电周期结束后进行一次估计 SoH 的训练。所提出的 SoH 估计器的训练误差指数参数完全在 1% 以内,证明了该估计器在电池的不同工作条件下的可靠性和鲁棒性。
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引用次数: 0
A Deep Learning Dependent Controller for Advanced Ultracapacitor SoC Concept to Increase Battery Life Span of Electric Vehicles 用于先进超级电容器 SoC 概念的深度学习相关控制器,可提高电动汽车的电池寿命
Pub Date : 2024-11-05 DOI: 10.1002/est2.70072
Vijay Kumar, Vaibhav Jain

On a global scale, significant progress is being made in the field of battery technology for Electric Vehicle (EV) applications, driven by the need to combat carbon emissions and mitigate the effects of global warming. Accurately determining critical parameters, making sure battery storage system diagnosis, and functioning are correct are critical to the feasibility of EVs. However, insufficient supervision and safety measures for these storage systems may lead to serious problems like a thermal runaway, overcharging, overheating, cell imbalances, and fire hazards. To tackle these challenges, the presence of an efficient battery management system becomes paramount. By facilitating accurate monitoring, managing heat dissipation, regulating charging-discharging procedures, guaranteeing battery safety, and offering protection measures, this system is essential to maximizing battery performance. The key intention of this innovative approach is to improve the longevity of EV batteries during extended periods of operation. By assessing vehicle velocity, remaining battery energy, and State of Charge (SoC), the proposed method effectively manages SoC in both the battery and ultracapacitor. This control is accomplished through a two-stage convolutional neural network-based system known as the Charge Sustain-CNN Controller and the Charge Deplete-CNN Controller. These controllers are fine-tuned using the Fractional Latrans-Hunt optimization (FLHO) algorithm to optimize the performance. The evaluation criteria encompass the battery and ultracapacitor's energy efficiency, as well as vehicle velocity. This novel approach significantly improves the energy storage system in EVs, leading to enhanced energy efficiency and prolonged battery life. Ultimately, experimental results validate the practicality and effectiveness of this developed method. Specifically, the proposed approach attained the Battery's SoC of 72.47%, 91.99%, and 82.88% for the different drive cycles including the FTP75, J1015, and UDDS, respectively.

在全球范围内,电动汽车(EV)应用的电池技术领域正在取得重大进展,其驱动力是应对碳排放和减轻全球变暖的影响。准确确定关键参数,确保电池存储系统的诊断和功能正确,对于电动汽车的可行性至关重要。然而,如果对这些存储系统的监控和安全措施不足,可能会导致热失控、过充电、过热、电池失衡和火灾等严重问题。为了应对这些挑战,高效的电池管理系统变得至关重要。通过促进精确监控、管理散热、调节充放电程序、保证电池安全并提供保护措施,该系统对于最大限度地提高电池性能至关重要。这种创新方法的主要目的是延长电动汽车电池的使用寿命。通过评估车辆速度、电池剩余能量和充电状态(SoC),所提出的方法可有效管理电池和超级电容器中的 SoC。这种控制是通过一个基于卷积神经网络的两级系统来实现的,该系统被称为 "充电持续-CNN 控制器 "和 "充电耗尽-CNN 控制器"。这些控制器采用分数拉特兰-亨特优化(FLHO)算法进行微调,以优化性能。评估标准包括电池和超级电容器的能效以及车辆速度。这种新方法大大改善了电动汽车的储能系统,提高了能源效率,延长了电池寿命。实验结果最终验证了这一方法的实用性和有效性。具体而言,在不同的驱动循环(包括 FTP75、J1015 和 UDDS)中,所提出的方法分别实现了 72.47%、91.99% 和 82.88% 的电池 SoC。
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Energy Storage
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