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Controlling Algorithm of Reconfigurable Battery for State of Charge Balancing Using Amortized Q-Learning 利用摊销式 Q 学习平衡充电状态的可重构电池控制算法
IF 4 4区 化学 Q2 Engineering Pub Date : 2024-04-15 DOI: 10.3390/batteries10040131
Dominic Karnehm, Wolfgang Bliemetsrieder, Sebastian Pohlmann, Antje Neve
In the context of the electrification of the mobility sector, smart algorithms have to be developed to control battery packs. Smart and reconfigurable batteries are a promising alternative to conventional battery packs and offer new possibilities for operation and condition monitoring. This work proposes a reinforcement learning (RL) algorithm to balance the State of Charge (SoC) of reconfigurable batteries based on the topologies half-bridge and battery modular multilevel management (BM3). As an RL algorithm, Amortized Q-learning (AQL) is implemented, which enables the control of enormous numbers of possible configurations of the reconfigurable battery as well as the combination of classical controlling approaches and machine learning methods. This enhances the safety mechanisms during control. As a neural network of the AQL, a Feedforward Neuronal Network (FNN) is implemented consisting of three hidden layers. The experimental evaluation using a 12-cell hybrid cascaded multilevel converter illustrates the applicability of the method to balance the SoC and maintain the balanced state during discharge. The evaluation shows a 20.3% slower balancing process compared to a conventional approach. Nevertheless, AQL shows great potential for multiobjective optimizations and can be applied as an RL algorithm for control in power electronics.
在交通领域电气化的背景下,必须开发智能算法来控制电池组。智能和可重构电池是传统电池组的理想替代品,为运行和状态监测提供了新的可能性。本研究提出了一种强化学习(RL)算法,用于平衡基于拓扑结构半桥和电池模块化多级管理(BM3)的可重构电池的充电状态(SoC)。作为一种 RL 算法,摊销 Q-learning (AQL) 得到了实施,它能够控制可重构电池的大量可能配置,并将经典控制方法与机器学习方法相结合。这增强了控制过程中的安全机制。作为 AQL 的神经网络,采用了由三个隐藏层组成的前馈神经元网络(FNN)。使用 12 个单元的混合级联多电平转换器进行的实验评估表明,该方法适用于平衡 SoC 并在放电过程中保持平衡状态。评估结果表明,与传统方法相比,平衡过程要慢 20.3%。不过,AQL 在多目标优化方面显示出巨大的潜力,可作为一种 RL 算法应用于电力电子器件的控制。
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引用次数: 0
The Future of Energy Storage in Vietnam: A Fuzzy Multi-Criteria Decision-Making Approach to Metal-Ion Battery Assessments 越南储能的未来:金属离子电池评估的模糊多标准决策方法
IF 4 4区 化学 Q2 Engineering Pub Date : 2024-04-14 DOI: 10.3390/batteries10040130
Chia-Nan Wang, Nhat-Luong Nhieu, Yen-Hui Wang
Lithium-ion (Li-ion) batteries, despite their prevalence, face issues of resource scarcity and environmental concerns, prompting the search for alternative technologies. This study addresses the need to assess and identify viable metal-ion battery alternatives to Li-ion batteries, focusing on the rapidly industrializing context of Vietnam. It acknowledges the criticality of developing a sustainable, cost-effective, and resource-efficient energy storage solution that aligns with the country’s growth trajectory. The primary objective is to evaluate the suitability of emerging metal-ion batteries—specifically sodium-ion (SIB), sodium-ion saltwater (SIB-S), magnesium-ion (MIB), and zinc-ion (ZIB)—for Vietnam’s energy storage needs, guiding future investment and policy decisions. A Fuzzy Multiple-Criteria Decision-Making (MCDM) approach is employed, incorporating both quantitative and qualitative criteria. This study utilizes the Fuzzy Best-Worst Method (BWM) to determine the relative importance of various performance indicators and then applies the Bonferroni Fuzzy Combined Compromise Solution (Bonferroni FCoCoSo) method to rank the battery alternatives. The SIBs emerged as the most promising alternative, scoring the highest in the overall evaluation. The MIBs and SIB-saltwater batteries displayed competitive potential, while the ZIBs ranked the lowest among the considered options. This research provides a strategic framework for energy policy formulation and investment prioritization. It contributes to the field by applying a fuzzy-based MCDM approach in a novel context and offers a structured comparative analysis of metal-ion batteries, enhancing the body of knowledge on sustainable energy storage technologies.
锂离子(Li-ion)电池尽管普遍存在,但却面临着资源稀缺和环境问题,这促使人们寻找替代技术。本研究以快速工业化的越南为重点,探讨评估和确定锂离子电池的可行金属离子电池替代品的必要性。本研究认识到,开发一种可持续、具有成本效益和资源效率的能源存储解决方案至关重要,它应与越南的发展轨迹保持一致。主要目标是评估新兴金属离子电池--特别是钠离子电池(SIB)、钠离子盐水电池(SIB-S)、镁离子电池(MIB)和锌离子电池(ZIB)--是否适合越南的储能需求,为未来的投资和政策决策提供指导。本研究采用了模糊多标准决策(MCDM)方法,同时纳入了定量和定性标准。本研究利用模糊最佳-最差法(BWM)来确定各种性能指标的相对重要性,然后应用 Bonferroni 模糊综合折衷方案(Bonferroni FCoCoSo)法对电池备选方案进行排序。SIB 是最有前途的替代方案,在总体评估中得分最高。MIBs和SIB-盐水电池显示出了竞争潜力,而ZIBs在所考虑的备选方案中排名最低。这项研究为能源政策的制定和投资优先级的确定提供了一个战略框架。它在新颖的背景下应用了基于模糊的 MCDM 方法,为该领域做出了贡献,并提供了金属离子电池的结构化比较分析,增强了可持续能源存储技术的知识体系。
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引用次数: 0
A Lithium Battery Health Evaluation Method Based on Considering Disturbance Belief Rule Base 基于干扰信念规则库的锂电池健康评估方法
IF 4 4区 化学 Q2 Engineering Pub Date : 2024-04-13 DOI: 10.3390/batteries10040129
Xin Zhang, Aosen Gong, Wei He, You Cao, Huafeng He
Lithium-ion batteries are widely used in modern society as important energy storage devices due to their high energy density, rechargeable performance, and light weight. However, the capacity and performance of lithium-ion batteries gradually degrade with the number of charge or discharge cycles and environmental conditions, which can affect the reliability and lifetime of the batteries, so it is necessary to accurately evaluate their health. The belief rule base (BRB) model is an evaluation model constructed based on rules that can handle uncertainties in the operation of lithium-ion batteries. However, lithium-ion batteries may be affected by disturbances from internal or external sources during operation, which may affect the evaluation results. To prevent this problem, this paper proposes a disturbance-considering BRB modeling approach that considers the possible effects of disturbances on the battery in the operating environment and quantifies the disturbance-considering capability of the assessment model in combination with expert knowledge. Second, robustness and interpretability constraints are added in this paper, and an improved optimization algorithm is constructed that maintains or possibly improves the resistance of the model to disturbance. Finally, using the lithium-ion batteries provided by the National Aeronautics and Space Administration (NASA) Prediction Centre of Excellence and the University of Maryland as a case study, this paper verifies that the proposed modeling approach is capable of constructing robust models and demonstrates the effectiveness of the improved optimization algorithm.
锂离子电池具有能量密度高、可充电、重量轻等特点,是现代社会广泛使用的重要储能设备。然而,锂离子电池的容量和性能会随着充放电次数和环境条件的变化而逐渐降低,从而影响电池的可靠性和使用寿命,因此有必要对其健康状况进行准确评估。信念规则库(BRB)模型是一种基于规则构建的评估模型,可以处理锂离子电池运行中的不确定性。然而,锂离子电池在运行过程中可能会受到来自内部或外部的干扰,从而影响评估结果。为避免这一问题,本文提出了一种考虑干扰的锂离子电池建模方法,即考虑运行环境中干扰对电池可能产生的影响,并结合专家知识量化评估模型的干扰考虑能力。其次,本文增加了鲁棒性和可解释性约束,并构建了一种改进的优化算法,以保持或可能提高模型的抗干扰能力。最后,本文以美国国家航空航天局(NASA)卓越预测中心和马里兰大学提供的锂离子电池为案例,验证了所提出的建模方法能够构建稳健的模型,并展示了改进优化算法的有效性。
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引用次数: 0
Thermal Analysis of a Fast Charger for Public Service Electric Vehicles Based on Supercapacitors 基于超级电容器的公共服务电动汽车快速充电器的热分析
IF 4 4区 化学 Q2 Engineering Pub Date : 2024-04-10 DOI: 10.3390/batteries10040128
J. Pedrayes, María F. Quintana, G. A. Orcajo, Enrique E. Valdés Zaldivar, M. G. Melero, M. F. Cabanas
The aging of supercapacitors (SCs) depends on several factors, with temperature being one of the most important. When this is high, degradation of the electrolyte occurs. The impurities generated in its decomposition reduce the accessibility of the ions to the porous structure on the surface of the electrode, which reduces its capacity and increases its internal resistance. In some applications, such as electric vehicles whose storage system consists of SCs, fast chargers, which supply very high power, are used. This can lead to an increase in temperature and accelerated aging of the cells. Therefore, it is important to know how the temperature of the SCs evolves in these cases and what parameters it depends on, both electrical and thermal. In this contribution, mathematical formulae have been developed to determine the evolution of the temperature in time and its maximum value during the transient state. The formulae for obtaining the mean and maximum temperature, once the thermal steady state (TSS) has been reached, are also shown, considering that the charger cells are recharged from the grid at a constant current. Based on this formulation, the thermal analysis of a specific case is determined.
超级电容器(SC)的老化取决于多个因素,其中温度是最重要的因素之一。当温度较高时,电解质会发生降解。分解过程中产生的杂质会降低离子进入电极表面多孔结构的可能性,从而降低其容量并增加其内阻。在某些应用中,如电动汽车(其存储系统由太阳能电池板组成),会使用提供高功率的快速充电器。这会导致温度升高,加速电池老化。因此,了解在这些情况下蓄电池的温度是如何变化的,以及它取决于哪些电气和热参数是非常重要的。在本文中,我们开发了数学公式来确定温度随时间的变化及其在瞬态期间的最大值。此外,考虑到充电器电池以恒定电流从电网充电,还给出了在达到热稳定状态(TSS)后获得平均温度和最高温度的公式。在此基础上,确定了特定情况下的热分析。
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引用次数: 0
Experimental and Model Analysis of the Thermal and Electrical Phenomenon of Arc Faults on the Electrode Pole of Lithium-Ion Batteries 锂离子电池电极上电弧故障的热和电气现象的实验和模型分析
IF 4 4区 化学 Q2 Engineering Pub Date : 2024-04-09 DOI: 10.3390/batteries10040127
Chuanyou Dong, Bin Gao, Yalun Li, Xiaogang Wu
Aiming at the electrical safety problem of a high-voltage lithium-ion battery system caused by an arc, and based on the establishment of a battery arc fault experimental platform, the evolution law of safety caused by an arc in the negative terminal of a battery system under different working conditions is discussed. On this basis, a battery arc evolution model based on magnetohydrodynamics is established to analyze the arc’s electro-thermal coupling characteristics to further obtain the distribution of the arc’s multi-physical field. The results show that the arc generated by the high-voltage grade battery pack will break down the cell’s shell and form a hole, resulting in electrolyte leakage. When the loop current is 10 A, the evolution law of arc voltage and current is basically the same under different supply voltages, charges, and discharges. The accuracy of the battery arc simulation model is verified by comparing the simulation with the experimental results. The research in this paper provides a theoretical basis for the electrical safety design of lithium-ion batteries caused by the arc, fills the gaps in the field of battery system arc simulation, and is of great significance for improving the safety performance of arc protection.
针对高压锂离子电池系统电弧引起的电气安全问题,在建立电池电弧故障实验平台的基础上,探讨了不同工况下电池系统负极电弧引起的安全演化规律。在此基础上,建立了基于磁流体力学的电池电弧演化模型,分析了电弧的电热耦合特性,进一步得到了电弧的多物理场分布。结果表明,高压级电池组产生的电弧会击穿电池外壳,形成孔洞,导致电解液泄漏。当回路电流为 10 A 时,在不同的电源电压、充电和放电条件下,电弧电压和电流的演变规律基本相同。通过将仿真结果与实验结果进行对比,验证了电池电弧仿真模型的准确性。本文的研究为锂离子电池电弧引起的电气安全设计提供了理论依据,填补了电池系统电弧仿真领域的空白,对提高电弧保护的安全性能具有重要意义。
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引用次数: 0
A Novel Solver for an Electrochemical–Thermal Ageing Model of a Lithium-Ion Battery 锂离子电池电化学-热老化模型的新型求解器
IF 4 4区 化学 Q2 Engineering Pub Date : 2024-04-09 DOI: 10.3390/batteries10040126
Toshan Wickramanayake, M. Javadipour, K. Mehran
To estimate the state of health, charge, power, and safety (SoX) of lithium-ion batteries (LiBs) in real time, battery management systems (BMSs) need accurate and efficient battery models. The full-order partial two-dimensional (P2D) model is a common physics-based cell-level LiB model that faces challenges for real-time BMS implementation due to the complexity of its numerical solver. In this paper, we propose a method to discretise the P2D model equations using the Finite Volume and Verlet Integration Methods to significantly reduce the computational complexity of the solver. Our proposed iterative solver uses novel convergence criteria and physics-based initial guesses to provide high fidelity for discretised P2D equations. We also include both the kinetic-limited and diffusion-limited models for Solid Electrolyte Interface (SEI) growth into an iterative P2D solver. With these SEI models, we can estimate the capacity fade in real time once the model is tuned to the cell–voltage curve. The results are validated using three different operation scenarios, including the 1C discharge/charge cycle, multiple-C-rate discharges, and the Lawrence Livermore National Laboratory dynamic stress test. The proposed solver shows at least a 4.5 times improvement in performance with less than 1% error when compared to commercial solvers.
为了实时估计锂离子电池(LiBs)的健康、充电、功率和安全(SoX)状态,电池管理系统(BMS)需要精确高效的电池模型。全阶局部二维(P2D)模型是一种常见的基于物理的电池级锂电池模型,由于其数值求解器的复杂性,该模型在实时 BMS 实施方面面临挑战。在本文中,我们提出了一种使用有限体积法和 Verlet 积分法对 P2D 模型方程进行离散化的方法,以显著降低求解器的计算复杂度。我们提出的迭代求解器采用了新颖的收敛标准和基于物理学的初始猜测,为离散化 P2D 方程提供了高保真度。我们还将固体电解质界面(SEI)生长的动力学限制模型和扩散限制模型纳入迭代 P2D 求解器。有了这些 SEI 模型,一旦根据电池电压曲线调整模型,我们就能实时估计容量衰减。我们使用三种不同的运行场景对结果进行了验证,包括 1C 放电/充电循环、多 C 速率放电和劳伦斯-利弗莫尔国家实验室动态压力测试。与商用求解器相比,拟议求解器的性能至少提高了 4.5 倍,误差小于 1%。
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引用次数: 0
Poly(vinyl benzoate)-b-poly(diallyldimethyl ammonium TFSI)-b-poly(vinyl benzoate) Triblock Copolymer Electrolytes for Sodium Batteries 钠电池用聚(苯甲酸乙烯酯)-b-聚(二烯丙基二甲基铵 TFSI)-b-聚(苯甲酸乙烯酯)三嵌段共聚物电解质
IF 4 4区 化学 Q2 Engineering Pub Date : 2024-04-08 DOI: 10.3390/batteries10040125
Pierre L. Stigliano, Antonela Gallastegui, Carlos Villacis-Segovia, Marco Amores, Ajit Kumar, L. A. O'Dell, Jian Fang, D. Mecerreyes, C. Pozo‐Gonzalo, Maria Forsyth
Block copolymers (BCPs) as solid electrolytes for batteries are usually designed to have an ion-solvating block for ion conduction and an ionophobic block for providing mechanical strength. Here, we show a novel solid polymer electrolyte (SPE) for sodium batteries based on a poly(vinyl benzoate)-b-poly(diallyldimethyl ammonium bis(trifluoromethanesulfonyl)imide) PVBx-b-PDADMATFSIy-b-PVBx ABA triblock copolymer. The SPE triblock copolymer comprises a polymerized ionic liquid (PIL) ion-solvating block combined with NaFSI salt as an internal block and an ionophilic PVB as an external block. Four distinct compositions with varying chain lengths of the blocks were synthesized by reversible addition−fragmentation chain-transfer (RAFT) polymerization. The neat copolymers were subsequently mixed with NaFSI in a 2:1 mol ratio of Na to ionic monomer units. Through comprehensive analysis using differential scanning calorimetry (DSC), Fourier-transform infrared spectroscopy (FTIR), and nuclear magnetic resonance (NMR), it was revealed that the ion coordination within the polymer–salt mixtures undergoes changes based on the composition of the starting neat polymer. Electrochemical evaluations identified the optimal composition for practical application as PVB11.5K-b-PDADMATFSI33K-b-PVB11.5K, showing an ionic conductivity at 70 °C of 4.2 × 10−5 S cm−1. This polymer electrolyte formulation was investigated for sodium in Na|Na symmetrical cells, showing an overpotential of 200 mV at 70 °C at 0.1 mA cm−2. When applied in a sodium–air battery, the polymer electrolyte membrane achieved a discharge capacity of 1.59 mAh cm−2 at 50 °C.
作为电池固态电解质的嵌段共聚物(BCPs)通常具有离子溶解嵌段和疏离子嵌段,前者用于离子传导,后者用于提供机械强度。在这里,我们展示了一种基于聚(苯甲酸乙烯酯)-b-聚(二烯丙基二甲基铵双(三氟甲磺酰)亚胺)PVBx-b-PDADMATFSIy-b-PVBx ABA 三嵌段共聚物的新型钠电池固体聚合物电解质(SPE)。这种 SPE 三嵌段共聚物由聚合离子液体 (PIL) 离子溶解嵌段和 NaFSI 盐(内部嵌段)以及亲离子 PVB(外部嵌段)组成。通过可逆加成-断裂链转移(RAFT)聚合法合成了四种不同嵌段链长的组合物。随后,以 Na 与离子单体单元 2:1 的摩尔比将纯共聚物与 NaFSI 混合。通过使用差示扫描量热法(DSC)、傅立叶变换红外光谱法(FTIR)和核磁共振法(NMR)进行综合分析,发现聚合物-盐混合物中的离子配位会根据起始纯聚合物的组成发生变化。电化学评估确定了 PVB11.5K-b-PDADMATFSI33K-b-PVB11.5K 为实际应用的最佳成分,在 70 °C 时的离子电导率为 4.2 × 10-5 S cm-1。这种聚合物电解质配方在 Na|Na 对称电池中对钠进行了研究,在 0.1 mA cm-2 的条件下,70 °C 时的过电位为 200 mV。当应用于钠空气电池时,聚合物电解质膜在 50 °C 时的放电容量为 1.59 mAh cm-2。
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引用次数: 0
Aging Mechanism of Mn-Based Prussian Blue Cathode Material by Synchrotron 2D X-ray Fluorescence 利用同步辐射二维 X 射线荧光研究锰基普鲁士蓝阴极材料的老化机理
IF 4 4区 化学 Q2 Engineering Pub Date : 2024-04-05 DOI: 10.3390/batteries10040123
Mariam Maisuradze, Min Li, Ilaria Carlomagno, M. Gaboardi, Giuliana Aquilanti, J. Plaisier, Marco Giorgetti
The aging mechanism of 10% and 30% nickel-substituted manganese hexacyanoferrate cathode material in aqueous zinc-ion batteries has been explored through the advanced synchrotron-based two-dimensional X-ray fluorescence technique. Thanks to the two-dimension modality, not only were the metal concentration dynamics throughout the entire electrodes followed during the aging process, but their spatial distribution was also revealed, suggesting the route of the material transformation. The dissolution of Mn and Ni, as well as the penetration of Zn inside the framework were detected, while the Mn aggregations were found outside the hexacyanoferrate framework. Additionally, the possibility of conducting X-ray absorption spectroscopy measurements on the regions of interest made it possible to explore the chemical state of each metal, and furthermore, synchrotron-based powder X-ray diffraction demonstrated the gradual structural modification in 30% Ni-containing sample series in terms of the different phase formation.
通过先进的同步加速器二维 X 射线荧光技术,探索了 10%和 30%镍代六氰合锰铁阴极材料在锌离子水溶液电池中的老化机理。由于采用了二维模式,不仅跟踪了整个电极在老化过程中的金属浓度动态,还揭示了它们的空间分布,提示了材料转化的路线。检测到了锰和镍的溶解以及锌在框架内的渗透,同时发现了锰在六氰基铁酸酯框架外的聚集。此外,由于可以对感兴趣的区域进行 X 射线吸收光谱测量,因此可以探究每种金属的化学状态,而且,同步辐射粉末 X 射线衍射证明了 30% 含镍样品系列在不同相形成方面的渐进结构变化。
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引用次数: 0
DFT Simulations Investigating the Trapping of Sulfides by 1T-LixMoS2 and 1T-LixMoS2/Graphene Hybrid Cathodes in Li-S Batteries 研究锂-S 电池中 1T-LixMoS2 和 1T-LixMoS2/Graphene 混合阴极捕获硫化物的 DFT 模拟
IF 4 4区 化学 Q2 Engineering Pub Date : 2024-04-05 DOI: 10.3390/batteries10040124
S. Babar, Elaheh Hojaji, Qiong Cai, C. Lekakou
The aim of this study is to investigate new materials that can be employed as cathode hosts in Li-S batteries, which would be able to overcome the effect of the shuttling of soluble polysulfides and maximize the battery capacity and energy density. Density functional theory (DFT) simulations are used to determine the adsorption energy of lithium sulfides in two types of cathode hosts: lithiated 1T-MoS2 (1T-LixMoS2) and hybrid 1T-LixMoS2/graphene. Initial simulations of lithiated 1T-MoS2 structures led to the selection of an optimized 1T-Li0.75MoS2 structure, which was utilized for the formation of an optimized 1T-Li0.75MoS2 bilayer and a hybrid 1T-Li0.75MoS2/graphene bilayer structure. It was found that all sulfides exhibited super-high adsorption energies in the interlayer inside the 1T-Li0.75MoS2 bilayer and very good adsorption energy values in the interlayer inside the hybrid 1T-Li0.75MoS2/graphene bilayer. The placement of sulfides outside each type of bilayer, over the 1T-Li0.75MoS2 surface, yielded good adsorption energies in the range of −2 to −3.8 eV, which are higher than those over a 1T-MoS2 substrate.
本研究的目的是探讨可用作锂-S 电池正极宿主的新材料,这种材料能够克服可溶性多硫化物的穿梭效应,最大限度地提高电池容量和能量密度。密度泛函理论(DFT)模拟用于确定锂硫化物在两种阴极宿主(锂化 1T-MoS2(1T-LixMoS2)和混合 1T-LixMoS2/石墨烯)中的吸附能。对石炭化 1T-MoS2 结构进行初步模拟后,选择了优化的 1T-Li0.75MoS2 结构,并利用这种结构形成了优化的 1T-Li0.75MoS2 双层结构和混合 1T-Li0.75MoS2/ 石墨烯双层结构。研究发现,所有硫化物在 1T-Li0.75MoS2 双层结构内部的夹层中都表现出超高的吸附能,而在 1T-Li0.75MoS2/ 石墨烯混合双层结构内部的夹层中则表现出非常好的吸附能值。在 1T-Li0.75MoS2 表面的每种双层层外放置硫化物都能产生-2 至 -3.8 eV 的良好吸附能,高于 1T-MoS2 基底上的吸附能。
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引用次数: 0
MnO2/AgNPs Composite as Flexible Electrode Material for Solid-State Hybrid Supercapacitor MnO2/AgNPs 复合材料作为固态混合超级电容器的柔性电极材料
IF 4 4区 化学 Q2 Engineering Pub Date : 2024-04-05 DOI: 10.3390/batteries10040122
Borislava Mladenova, Mariela Dimitrova, Antonia Stoyanova
A MnO2/AgNP nanocomposite was synthesized using a sonochemical method and investigated as an electrode material in a solid-state hybrid supercapacitor. Aquivion’s sodium and lithium electrolyte membrane serves as an electrolyte and separator. For comparison, MnO2 was used as the active material. The developed supercapacitor containing a carbon xerogel as a negative electrode, the MnO2/AgNP composite as a positive electrode and a Na+-exchange membrane demonstrated the highest performance characteristics. These results indicate that the incorporation of silver nanoparticles into the MnO2 structure is a prospect for obtaining an active composite electrode material for solid-state supercapacitors.
采用声化学方法合成了 MnO2/AgNP 纳米复合材料,并将其作为固态混合超级电容器的电极材料进行了研究。Aquivion 的钠和锂电解质膜用作电解质和隔膜。作为对比,二氧化锰被用作活性材料。所开发的超级电容器含有作为负极的碳 xerogel、作为正极的 MnO2/AgNP 复合材料和 Na+ 交换膜,具有最高的性能特征。这些结果表明,在 MnO2 结构中加入银纳米粒子有望获得固态超级电容器的活性复合电极材料。
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引用次数: 0
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