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A comprehensive study of various carbon-free vehicle propulsion systems utilizing ammonia-hydrogen synergy fuel 利用氨氢协同燃料的各种无碳车辆推进系统的综合研究
IF 11.9 1区 工程技术 Q1 ENERGY & FUELS Pub Date : 2024-04-15 DOI: 10.1016/j.etran.2024.100332
Nuo Lei, Hao Zhang, Hu Chen, Zhi Wang

Ammonia and hydrogen, as carbon-free clean energy, can be converted and applied in various scenarios. They can also be mixed to achieve synergistic efficiency. To promote the carbon-neutral development of heavy-duty vehicles, this paper studies an ammonia-hydrogen powertrain equipped with both a fuel cell and an engine (FCEAP). This powertrain efficiently allocates energy between multiple power sources and exploits the potential of ammonia-hydrogen synergy fuel. The modeling of FCEAP is based on experimental data obtained from engine bench tests, and the control strategy enables real-time control. Additionally, FCEAP undergoes multi-objective co-optimization using the non-dominated sorting algorithm-III (NSGA-III). By optimizing ammonia consumption, acceleration time, and manufacturing cost, Pareto solutions for the configuration and control strategy parameters are obtained. Furthermore, FCEAP is compared to ammonia-hydrogen powertrains equipped with either a fuel cell (FCAP) or an engine (EAP). The trade-off solutions indicate that FCEAP effectively balances energy consumption and manufacturing cost compared with FCAP and EAP. A comprehensive analysis of the energy flow distribution within various ammonia-hydrogen powertrains is conducted, revealing the operational processes and details of each component. The proposed ammonia-hydrogen powertrain represents an important technological pathway for achieving carbon neutrality in the future heavy-duty long-haul trucks industry.

氨和氢作为无碳清洁能源,可以在各种情况下进行转换和应用。它们还可以混合使用,实现协同增效。为促进重型汽车的碳中和发展,本文研究了一种同时配备燃料电池和发动机的氨氢动力系统(FCEAP)。该动力系统可在多种动力源之间有效分配能量,并挖掘氨氢协同燃料的潜力。FCEAP 的建模基于发动机台架试验获得的实验数据,控制策略可实现实时控制。此外,FCEAP 利用非支配排序算法-III(NSGA-III)进行了多目标协同优化。通过优化氨气消耗、加速时间和制造成本,获得了配置和控制策略参数的帕累托解决方案。此外,还将 FCEAP 与配备燃料电池(FCAP)或发动机(EAP)的氨氢动力系统进行了比较。权衡解决方案表明,与 FCAP 和 EAP 相比,FCEAP 能有效平衡能耗和制造成本。对各种氨氢动力系统内部的能量流分布进行了全面分析,揭示了每个组件的运行过程和细节。所提出的氨氢动力系统是未来重型长途卡车行业实现碳中和的重要技术途径。
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引用次数: 0
Recent advances in separator design for lithium metal batteries without dendrite formation: Implications for electric vehicles 无枝晶形成的锂金属电池隔膜设计的最新进展:对电动汽车的影响
IF 11.9 1区 工程技术 Q1 ENERGY & FUELS Pub Date : 2024-04-10 DOI: 10.1016/j.etran.2024.100330
Yu Lei , Lulu Xu , Qing Nian Chan , Ao Li , Anthony Chun Yin Yuen , Yao Yuan , Guan Heng Yeoh , Wei Wang

Electric vehicle (EV) technology addresses the challenge of reducing carbon and greenhouse gas emissions. The power battery, which serves as the energy source for EVs, directly impacts their driving range, maximum speed, and service life. Considering the high energy density requirements for future EVs, lithium metal anodes possess several advantages such as high theoretical capacity, high energy and power density, and low electrochemical reduction potential which enable them to be a promising material for next-generation batteries. However, lithium metal anodes suffer from short cycle life and safety concerns due to the formation of dendritic and moss-like metal deposits that impede battery performance and reliability. This review will feature the recent advancement of functional separators to tackle these challenges. Firstly, this review presents a comprehensive review of the growth mechanism of lithium dendrites and delineates the underlying processes leading to battery failure. This aims to deepen understanding, which serves as a fundamental basis for classifying separators. Then, according to the growth of lithium dendrites and the failure process of lithium metal batteries, namely lithium-ion nucleation, growth of lithium dendrites, penetration of lithium dendrites into the separator, thermal runaway and even failure of the battery, four types of functional separators for different stages are proposed. The functions of these types of separators are to prevent the nucleation of lithium ions and regulate the uniform deposition of lithium ions, detect and eliminate dendrites, increase the mechanical strength of the separator and enhance the thermal stability and flame-retardancy of the separators, respectively. Finally, the recent advances of the above strategies are reviewed and discussed, existing critical problems are identified, and the future perspective of functional separators for the safety of lithium metal batteries is also discussed.

电动汽车(EV)技术解决了减少碳和温室气体排放的难题。作为电动汽车能源的动力电池直接影响着电动汽车的行驶里程、最高车速和使用寿命。考虑到未来电动汽车对高能量密度的要求,锂金属阳极具有理论容量大、能量和功率密度高、电化学还原电位低等优点,是下一代电池的理想材料。然而,锂金属阳极由于会形成树枝状和苔藓状金属沉积物,从而影响电池的性能和可靠性,因此存在循环寿命短和安全问题。本综述将介绍功能性隔膜的最新进展,以应对这些挑战。首先,本综述全面回顾了锂枝晶的生长机制,并描述了导致电池失效的基本过程。这样做的目的是加深理解,为隔膜分类提供基本依据。然后,根据锂枝晶的生长和锂金属电池的失效过程,即锂离子成核、锂枝晶生长、锂枝晶渗入隔膜、热失控乃至电池失效,提出了针对不同阶段的四种功能隔膜。这些隔膜的功能分别是防止锂离子成核和调节锂离子的均匀沉积、检测和消除枝晶、提高隔膜的机械强度以及增强隔膜的热稳定性和阻燃性。最后,对上述策略的最新进展进行了回顾和讨论,指出了存在的关键问题,并展望了功能性隔膜在锂金属电池安全方面的未来前景。
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引用次数: 0
Decoding range variability in electric vehicles: Unravelling the influence of cell-to-cell parameter variation and pack configuration 解码电动汽车的续航里程变化:解读电池间参数变化和电池组配置的影响
IF 11.9 1区 工程技术 Q1 ENERGY & FUELS Pub Date : 2024-04-03 DOI: 10.1016/j.etran.2024.100329
Sourabh Singh , Sarbani Mandal , Sai Krishna Mulpuri , Bikash Sah , Praveen Kumar

This study addresses the common occurrence of cell-to-cell variations arising from manufacturing tolerances and their implications during battery production. The focus is on assessing the impact of these inherent differences in cells and exploring diverse cell and module connection methods on battery pack performance and their subsequent influence on the driving range of electric vehicles (EVs). The analysis spans three battery pack sizes, encompassing various constant discharge rates and nine distinct drive cycles representative of driving behaviours across different regions of India. Two interconnection topologies, categorised as “string” and “cross”, are examined. The findings reveal that cross-connected packs exhibit reduced energy output compared to string-connected configurations, which is reflected in the driving range outcomes observed during drive cycle simulations. Additionally, the study investigates the effects of standard deviation in cell parameters, concluding that an increased standard deviation (SD) leads to decreased energy output from the packs. Notably, string-connected packs demonstrate superior performance in terms of extractable energy under such conditions.

本研究探讨了电池生产过程中常见的因制造公差引起的电池间差异及其影响。重点是评估电池中这些固有差异的影响,并探讨不同电池和模块连接方法对电池组性能的影响,以及随后对电动汽车(EV)行驶里程的影响。分析涵盖三种电池组尺寸,包括各种恒定放电率和九种不同的驱动循环,代表了印度不同地区的驾驶行为。研究了 "串联 "和 "交叉 "两种互连拓扑结构。研究结果表明,与串联配置相比,交叉连接的电池组显示出较低的能量输出,这反映在驱动循环模拟中观察到的行驶里程结果上。此外,研究还调查了电池参数中标准偏差的影响,得出的结论是标准偏差(SD)的增加会导致电池组输出的能量减少。值得注意的是,在这种条件下,串联式电池组在可提取能量方面表现出更优越的性能。
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引用次数: 0
Multidimensional fire propagation of lithium-ion phosphate batteries for energy storage 用于储能的磷酸锂离子电池的多维火势传播
IF 11.9 1区 工程技术 Q1 ENERGY & FUELS Pub Date : 2024-04-03 DOI: 10.1016/j.etran.2024.100328
Qinzheng Wang , Huaibin Wang , Chengshan Xu , Changyong Jin , Shilin Wang , Lejun Xu , Jiting Ouyang , Xuning Feng

In electrochemical energy storage stations, battery modules are stacked layer by layer on the racks. During the thermal runaway process of the battery, combustible mixture gases are vented. Once ignited by high-temperature surfaces or arcing, the resulting intense jet fire can cause the spread of both the same-layer and upper-layer battery modules. The direction of thermal runaway propagation of the battery involves both horizontal and vertical dimensions. Currently, there is a lack of quantitative research on the multidimensional fire propagation mechanism and heat flow patterns of the “thermal runaway-spontaneous heating-flaming” process in lithium-ion phosphate batteries. This paper conducts multidimensional fire propagation experiments on lithium-ion phosphate batteries in a realistic electrochemical energy storage station scenario. It investigates the propagation characteristics of lithium-ion phosphate batteries in both horizontal and vertical directions, the heat flow patterns during multidimensional propagation, and elucidates the influence mechanism of flame radiation heat transfer on thermal runaway propagation. Research indicates that when the heat transfer reaches 56.6 kJ, it triggers the fire propagation of cell. The heat required to trigger the fire propagation of a battery module is 35.99 kJ. In vertical fire propagation, the thermal runaway propagation time of the upper module is shorter (reduced from 122.3 s to 62.3 s), the temperature is higher (increased from 610.6 °C to 645 °C), the heat release is greater (increased from 205.69 kJ to 221.05 kJ), and the combustion is more intense. The research results of this paper can provide a theoretical basis and technical guidance for the fire safety design of energy storage stations.

在电化学储能站中,电池模块逐层堆叠在支架上。在电池的热失控过程中,可燃混合气体被排出。一旦被高温表面或电弧点燃,由此产生的强烈喷射火会导致同层和上层电池模块蔓延。电池热失控的传播方向涉及水平和垂直两个维度。目前,对磷酸锂离子电池 "热失控-自燃-起火 "过程的多维火势传播机理和热流模式缺乏定量研究。本文在真实的电化学储能站场景下,对磷酸锂离子电池进行了多维火灾传播实验。研究了磷酸锂离子电池在水平和垂直方向上的传播特性、多维传播过程中的热流模式,并阐明了火焰辐射传热对热失控传播的影响机理。研究表明,当热传导达到 56.6 kJ 时,就会引发电池的火势传播。引发电池组件火势蔓延所需的热量为 35.99 kJ。在垂直火势传播过程中,上部模块的热失控传播时间更短(从 122.3 秒缩短至 62.3 秒),温度更高(从 610.6 ℃升至 645 ℃),放热量更大(从 205.69 kJ 升至 221.05 kJ),燃烧更剧烈。本文的研究成果可为储能站的消防安全设计提供理论依据和技术指导。
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引用次数: 0
Exploring local oxygen transport in low-Pt loading proton exchange membrane fuel cells: A comprehensive review 探索低铂负载质子交换膜燃料电池中的局部氧传输:全面综述
IF 11.9 1区 工程技术 Q1 ENERGY & FUELS Pub Date : 2024-03-19 DOI: 10.1016/j.etran.2024.100327
Fengman Sun , Qian Di , Ming Chen , Haijun Liu , Haijiang Wang

In light of the widespread commercialization of proton exchange membrane fuel cells (PEMFCs) on a global scale, the expeditious resolution of challenges pertaining to cost and performance has become imperative. The strategy of fabricating cathode featuring ultralow Pt loading stands out as a pivotal technical avenue for enhancing the cost competitiveness of PEMFCs. Whereas, within low-Pt electrode, local oxygen transport resistance (RLocal), emanated from the oxygen transport process through the ionomer film positioned on Pt surface, assumes a paramount role in the manifestation of concentration polarization losses. This comprehensive review encapsulates the latest strides in understanding and addressing RLocal, while concurrently delineating prospective for future research endeavors in this domain. Commencing with an elucidation of the genesis of RLocal, the micro-characterization technologies in discerning Pt/ionomer interface structure are systematically scrutinized. Subsequently, a retrospect of methodologies and theoretical models for quantifying RLocal is presented, encompassing both experimental test and numerical simulation. After that, we critically examine a spectrum of innovative and efficacious strategies aimed at mitigating RLocal, including modifying Pt surface, designing carbon support, tuning ionomer, optimizing solvent, and constructing catalyst layer. Finally, this review proffers forward-looking viewpoints on the research orientation and methods of RLocal in future investigations, which significantly contribute to the cognition of local oxygen transport and, concomitantly, design of high-performance fuel cell electrodes.

随着质子交换膜燃料电池(PEMFC)在全球范围内的广泛商业化,尽快解决成本和性能方面的挑战已成为当务之急。制造具有超低铂负载的阴极的策略是提高 PEMFC 成本竞争力的关键技术途径。而在低铂电极中,氧气通过铂表面的离子膜传输过程中产生的局部氧气传输电阻()在浓度极化损失的表现中起着至关重要的作用。这篇综合评论概括了在理解和解决这一问题方面取得的最新进展,同时也为这一领域未来的研究工作描绘了前景。首先阐明了铂/离子体界面结构的微观表征技术。随后,回顾了量化方法和理论模型,包括实验测试和数值模拟。之后,我们批判性地研究了一系列旨在缓解铂与离子交换反应的创新和有效策略,包括修改铂表面、设计碳支撑、调整离子体、优化溶剂和构建催化剂层。最后,本综述就未来研究的方向和方法提出了前瞻性观点,这将极大地促进对局部氧传输的认识,同时有助于高性能燃料电池电极的设计。
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引用次数: 0
Enhanced EV charging algorithm considering data-driven workplace chargers categorization with multiple vehicle types 考虑到数据驱动的工作场所充电器分类和多种车辆类型,改进了电动汽车充电算法
IF 11.9 1区 工程技术 Q1 ENERGY & FUELS Pub Date : 2024-03-15 DOI: 10.1016/j.etran.2024.100326
Cesar Diaz-Londono , Gabriele Fambri , Paolo Maffezzoni , Giambattista Gruosso

The increasing penetration of Electric Vehicles (EVs) presents significant challenges in integrating EV chargers. To address this, precise smart EV charging strategies are imperative to prevent a surge in peak power demand and ensure seamless charger integration. In this article, a smart EV charging pool algorithm employing optimal control is proposed. The main objective is to minimize the charge point operator’s cost while maximizing its EV chargers’ flexibility. The algorithm adeptly manages the charger pilot signal standard and accommodates the non-ideal behavior of EV batteries across various vehicle types. It ensures the fulfillment of vehicle owners’ preferences regarding the departure state of charge. Additionally, we develop a data-driven characterization of EV workplace chargers, considering power levels and estimated battery capacities. A novel methodology for computing the EV battery’s arrival state of charge is also introduced. The efficacy of the EV charging algorithm is evaluated through multiple simulation campaigns, ranging from individual charger responses to comprehensive charging pool analyses. Simulation results are compared with those of a typical minimum-time strategy, revealing cost reductions and significant power savings based on the flexibility of EV chargers. This novel algorithm emerges as a valuable tool for accurately managing the power demanded by an EV charging station, offering flexible services to the electrical grid.

电动汽车(EV)的日益普及给电动汽车充电器的集成带来了巨大挑战。为此,必须制定精确的智能电动汽车充电策略,以防止峰值电力需求激增,并确保充电器的无缝集成。本文提出了一种采用最优控制的智能电动汽车充电池算法。其主要目标是最大限度地降低充电点运营商的成本,同时最大限度地提高电动汽车充电器的灵活性。该算法巧妙地管理充电器试点信号标准,并适应各种类型电动汽车电池的非理想行为。它能确保满足车主对离开充电状态的偏好。此外,考虑到功率水平和估计的电池容量,我们还开发了一种数据驱动的电动汽车工作场所充电器特征描述。我们还介绍了一种计算电动汽车电池到达充电状态的新方法。通过从单个充电器响应到综合充电池分析等多个模拟活动,对电动汽车充电算法的功效进行了评估。模拟结果与典型的最短时间策略的结果进行了比较,显示了基于电动汽车充电器灵活性的成本降低和显著的电力节省。这种新型算法是精确管理电动汽车充电站电力需求的重要工具,可为电网提供灵活的服务。
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引用次数: 0
High flame retardant composite phase change materials with triphenyl phosphate for thermal safety system of power battery module 用于动力电池模块热安全系统的磷酸三苯酯高阻燃复合相变材料
IF 11.9 1区 工程技术 Q1 ENERGY & FUELS Pub Date : 2024-03-06 DOI: 10.1016/j.etran.2024.100325
Wensheng Yang , Canbing Li , Xinxi Li , Hewu Wang , Jian Deng , Tieqiang Fu , Yunjun Luo , Yan Wang , Kunlong Xue , Guoqing Zhang , Dequan Zhou , Yaoxiang Du , Xuxiong Li

The thermal safety of battery pack has attracted much attention accompany with the growth in electric vehicles (EVs) in recent years. Although various battery thermal management systems (BTMS) are investigated by many research, the thermal runaway propagation (TRP) of battery packs under extremely abused conditions is just at the level of structural design and theoretical model. How to explore an innovative technology to improve the integrated thermal safety including the BTMS and TRP is still a great challenge. In this study, a multifunctional flame-retardant paraffin (PA)/styrene-butadiene-styrene (SBS)/expanded graphite (EG)/methylphenyl silicone resin (MPS)/triphenyl phosphate (TPP) composite phase change material (PSEMT) has successfully prepared. Besides, it has applied in 26650 ternary power battery modules. When the proportion of MPS and TPP is 1:2, the experimental results reveal that PSEMT possesses high thermal stability, and excellent flame-retardant properties owing to synergistic flame-retardant effect with phosphorus and silicon. Further, the cylindrical 26650 battery module with PSEMT exhibits optimum thermal management performance. Even at 2C discharge rate after ten cycles, the maximum operating temperature of battery module can still be maintained below 50 °C, and the maximum temperature difference is controlled within 4.6 °C. Additionally, it displays an excellent thermal runaway suppression through triggering by multiple heat sources. What's more, the battery with PSEMT can suppress the peak temperature and delay the occurrence time of thermal runaway. Therefore, it can be induced that the battery module with PSEMT can effectively avoid heat accumulation and significantly reduce its thermal safety risk. This study offers a new solution with promising prospects from the perspectives of energy storage and EVs, for balancing the temperature inconsistencies in batteries and suppressing thermal runaway in the battery packs.

近年来,随着电动汽车(EV)的发展,电池组的热安全问题备受关注。虽然各种电池热管理系统(BTMS)已被大量研究,但电池组在极端滥用条件下的热失控传播(TRP)问题还只是停留在结构设计和理论模型层面。如何探索一种创新技术来提高包括 BTMS 和 TRP 在内的综合热安全性,仍然是一个巨大的挑战。本研究成功制备了一种多功能阻燃石蜡(PA)/苯乙烯-丁二烯-苯乙烯(SBS)/膨胀石墨(EG)/甲基苯基硅树脂(MPS)/磷酸三苯酯(TPP)复合相变材料(PSEMT)。此外,它还应用于 26650 三元动力电池模块。实验结果表明,当 MPS 和 TPP 的比例为 1:2 时,PSEMT 具有较高的热稳定性,同时由于磷和硅的协同阻燃效应,PSEMT 还具有优异的阻燃性能。此外,采用 PSEMT 的圆柱形 26650 电池模块具有最佳的热管理性能。即使在十次循环后以 2C 放电率放电,电池模块的最高工作温度仍能保持在 50°C 以下,最大温差控制在 4.6°C 以内。此外,通过多个热源的触发,它还能很好地抑制热失控。此外,带有 PSEMT 的电池还能抑制峰值温度,延迟热失控的发生时间。因此,可以推断出采用 PSEMT 的电池模块可以有效避免热累积,并显著降低其热安全风险。这项研究从储能和电动汽车的角度,为平衡电池的温度不一致性和抑制电池组的热失控提供了一种新的解决方案,具有广阔的前景。
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引用次数: 0
Exploring the electrochemical and mechanical properties of lithium-ion batteries in salt spray environments 探索盐雾环境下锂离子电池的电化学和机械特性
IF 11.9 1区 工程技术 Q1 ENERGY & FUELS Pub Date : 2024-03-01 DOI: 10.1016/j.etran.2024.100324
Jiaying Chen , Binqi Li , Jianping Li , You Gao , Zhiwei Hao , Lubing Wang

With the pressing need to expedite the transition toward a greener marine industry, energy-efficient and eco-friendly lithium-ion batteries (LIBs) are increasingly favored. However, compared to land applications, marine environments pose unique challenges to the utilization of LIBs, thereby necessitating targeted safety measures. In this study, prismatic LIBs (PLIBs) are subjected to standard salt spray tests to emulate marine environments, and the resultant morphological changes and external voltage response of the batteries under the corrosion behavior are analyzed. Subsequently, the impacts of the salt spray environment on the electrochemical performance of PLIBs are assessed through a range of characterization techniques including scanning electron microscopy (SEM), electrochemical impedance spectroscopy (EIS), and charge-discharge test. Finally, quasi-static ball indentation tests are carried out on the corroded batteries to study the behaviors under mechanical abusive loading scenarios. Results reveal that the most prominent effect of the salt spray environment on the batteries is the occurrence of swelling, attributable to the imperfect sealing of the battery tabs. This study represents an innovative exploration of the viability of LIBs in the marine environments, providing fundamental theoretical guidance for early detection of battery corrosion and collision risks, as well as facilitating protective design considerations.

随着加快向绿色海洋产业转型的迫切需要,高能效、环保型锂离子电池(LIB)越来越受到青睐。然而,与陆地应用相比,海洋环境给锂离子电池的使用带来了独特的挑战,因此必须采取有针对性的安全措施。在本研究中,对棱柱形锂离子电池(PLIBs)进行了标准盐雾试验,以模拟海洋环境,并分析了腐蚀行为下电池的形态变化和外部电压响应。随后,通过一系列表征技术,包括扫描电子显微镜(SEM)、电化学阻抗光谱(EIS)和充放电测试,评估了盐雾环境对 PLIB 电化学性能的影响。最后,还对腐蚀电池进行了准静态球压痕测试,以研究其在机械滥用加载情况下的行为。结果表明,盐雾环境对电池最突出的影响是发生膨胀,这归因于电池片的密封不完善。这项研究对锂电池在海洋环境中的可行性进行了创新性探索,为早期检测电池腐蚀和碰撞风险提供了基本理论指导,并有助于保护性设计方面的考虑。
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引用次数: 0
Multi- forword-step state of charge prediction for real-world electric vehicles battery systems using a novel LSTM-GRU hybrid neural network 使用新型 LSTM-GRU 混合神经网络预测真实世界电动汽车电池系统的多步充电状态
IF 11.9 1区 工程技术 Q1 ENERGY & FUELS Pub Date : 2024-02-29 DOI: 10.1016/j.etran.2024.100322
Jichao Hong , Fengwei Liang , Haixu Yang , Chi Zhang , Xinyang Zhang , Huaqin Zhang , Wei Wang , Kerui Li , Jingsong Yang

Battery state-of-charge (SOC) is an evaluation metric for the electric vehicles' remaining driving range and one of the main monitoring parameters for battery management systems. However, there are rarely data-driven studies on multi-step prediction of battery SOC, which cannot accurately provide and realize electric vehicle remaining driving range prediction and SOC safety pre-warning. Therefore, this study aims to perform SOC multi-forward-step prediction for real-world vehicle battery system by a novel hybrid long short-term memory and gate recurrent unit (LSTM-GRU) neural network. The paper firstly analyses the characteristics of correlation analysis and adopts similarity metric method to reduce the parameter dimensionality for the input neural network. Then the advantages between LSTM-GRU, LSTM, GRU, and long short-term memory and convolutional neural network (LSTM-CNN) are analyzed by comparing experimental and real-world vehicle data, and the effectiveness and accuracy of the proposed method is demonstrated. In addition, the proposed method robustness is verified by adding noise data to the input parameters. In this study, the prediction results were validated with real-world vehicle data in spring, summer, autumn and winter, and the proposed method achieved a minimum MAPE and MAE of 1.03% and 0.73 for summer conditions, while the minimum standard deviation of prediction was 0.06% for experimental conditions. The research process shows that the method has high accuracy when applied to large data and is expected to be applied to real-world vehicle battery system SOC multi-forward-step prediction in the future.

电池充电状态(SOC)是电动汽车剩余行驶里程的评估指标,也是电池管理系统的主要监测参数之一。然而,目前很少有数据驱动的电池 SOC 多步预测研究,无法准确提供和实现电动汽车剩余行驶里程预测和 SOC 安全预警。因此,本研究旨在通过新型混合长短期记忆和门递归单元(LSTM-GRU)神经网络,对真实世界的汽车电池系统进行 SOC 多前向预测。本文首先分析了相关性分析的特点,并采用相似性度量方法降低了输入神经网络的参数维度。然后,通过对比实验数据和实际车辆数据,分析了 LSTM-GRU、LSTM、GRU 和长短期记忆卷积神经网络(LSTM-CNN)之间的优势,并证明了所提方法的有效性和准确性。此外,通过在输入参数中添加噪声数据,验证了所提出方法的鲁棒性。在这项研究中,预测结果通过春、夏、秋、冬四季的实际车辆数据进行了验证,在夏季工况下,所提出方法的最小 MAPE 和 MAE 分别为 1.03% 和 0.73,而在实验工况下,预测的最小标准偏差为 0.06%。研究过程表明,该方法在应用于大数据时具有较高的准确性,有望在未来应用于实际车辆电池系统 SOC 多前向步骤预测。
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引用次数: 0
Low voltage grid resilience: Evaluating electric vehicle charging strategies in the context of the grid development plan Germany 低压电网恢复能力:评估电网发展计划背景下的电动汽车充电策略 德国
IF 11.9 1区 工程技术 Q1 ENERGY & FUELS Pub Date : 2024-02-27 DOI: 10.1016/j.etran.2024.100323
Ricardo Reibsch , Jakob Gemassmer , Tabea Katerbau

The ongoing transition to decentralized renewable energy sources and sector-coupled consumers is reshaping the energy system. Changes at lower grid levels can stress lines and transformers. Crucial for a successful local energy transition are grid relief measures. Battery electric vehicles contribute to higher loads on grid equipment but also offer flexibility. This paper assesses the influence of four different charging strategies for battery electric vehicles across five representative low-voltage grids based on the grid development plan in Germany for the years 2021, 2037, and 2045. Results indicate that grid stress, specifically capacity stress, will emerge by 2037 and 2045. Decentralized photovoltaic systems are the primary contributors to this stress due to high simultaneous generation. Up to nearly 20 % of photovoltaic power may need to be curtailed in 2045, especially in rural grids during the summer, to prevent overloads.

Charging strategies linked to wholesale power market prices can inadvertently lead to higher consumption-induced grid overloads, necessitating the consideration of local grid restrictions. Implementing grid-friendly charging strategies, such as reduced charging power or alignment with local photovoltaic production, can mitigate those grid overloads from almost 8 % down to 0.11 %. However, these charging strategies have limited impact on photovoltaic-induced overloads due to the low number of connected battery electric vehicles during the day.

In summary, appropriate charging strategies can ease low-voltage grid stress and are suitable measures to manage the challenges of decentralized energy transition and battery-electric vehicle adoption.

向分散式可再生能源和部门耦合用户的持续过渡正在重塑能源系统。低层电网的变化会对线路和变压器造成压力。电网缓解措施对于地方能源转型的成功至关重要。电池电动汽车增加了电网设备的负荷,但也提供了灵活性。本文根据德国 2021 年、2037 年和 2045 年的电网发展规划,评估了四种不同的电池电动汽车充电策略对五个代表性低压电网的影响。结果表明,到 2037 年和 2045 年将出现电网压力,特别是容量压力。由于同时发电量大,分散式光伏系统是造成这种压力的主要因素。到 2045 年,多达近 20% 的光伏发电量可能需要削减,尤其是在夏季的农村电网,以防止过载。
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