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Hydrophilic modification of polyethylene membrane for long life zinc-bromide flow batteries 长寿命溴化锌液流电池用聚乙烯膜的亲水性改性
IF 4.3 3区 工程技术 Q2 ENGINEERING, CHEMICAL Pub Date : 2025-05-07 DOI: 10.1007/s11705-025-2557-y
Zhaolong Zhang, Jingyi Ding, Yu Xia, Yuqin Lu, Lin Meng, Kang Huang, Zhi Xu

Zinc-bromine flow batteries are considered as one of the most promising energy storage devices with high energy density and low production price. However, its practical application is hampered by the short cycle life, which is mainly due to the uneven zinc deposition and the shuttle effect of bromide ions. Modification of membranes, an important part of zinc-bromine flow batteries, is a common approach to address these issues. In this study, inspired by the adhesion mechanism of filament proteins secreted by marine mussels, we propose a novel method for modifying polyethylene membranes with polydopamine. The self-polymerization of dopamine on a polyethylene membrane surface is simple and mild compared to traditional methods. This dopamine-based modification enhances the hydrophilicity of polyethylene membrane, improves ion transport, and reduces the pore size of the membranes, effectively blocking bromine ion shuttling. Additionally, polydopamine modification promotes uniform zinc deposition, further improving the battery performance. Consequently, the resulting PDA@PE-24 membrane demonstrates a significant improvement in both voltage and energy efficiencies, reaching 83.5% and 79.7%, respectively, under 20 mA·cm−2, compared to the 80.3% and 76.5% voltage and energy efficiencies, respectively, for unmodified polyethylene membranes. Furthermore, the cycle life of a single cell increased 4-fold, operating continuously for more than 2000 h.

锌溴液流电池具有能量密度高、生产成本低等优点,被认为是一种极具发展前景的储能装置。然而,由于锌沉积不均匀和溴化物离子的穿梭效应,其循环寿命较短,阻碍了其实际应用。膜改性是锌溴液流电池的重要组成部分,是解决这些问题的常用方法。本研究受海洋贻贝分泌的丝蛋白粘附机制的启发,提出了一种用聚多巴胺修饰聚乙烯膜的新方法。与传统方法相比,在聚乙烯膜表面自聚合多巴胺的方法简单而温和。这种基于多巴胺的修饰增强了聚乙烯膜的亲水性,改善了离子的运输,减小了膜的孔径,有效地阻断了溴离子的穿梭。此外,聚多巴胺修饰促进锌均匀沉积,进一步提高电池性能。因此,所得PDA@PE-24膜在电压和能量效率方面都有显著提高,在20 mA·cm−2下分别达到83.5%和79.7%,而未改性聚乙烯膜的电压和能量效率分别为80.3%和76.5%。此外,单个电池的循环寿命增加了4倍,连续工作超过2000小时。
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引用次数: 0
Facile and fast synthesis of nitrogen-doped biocharsupported nanoscale ferrous sulfide composite for efficient removal of aqueous Cr(VI) 氮掺杂生物炭负载纳米硫化亚铁复合材料的快速合成及高效去除水中Cr(VI)的研究
IF 4.3 3区 工程技术 Q2 ENGINEERING, CHEMICAL Pub Date : 2025-05-07 DOI: 10.1007/s11705-025-2558-x
Shuyu Sun, Jiayu Song, Yinuo Zhang, Yaqun Ni, Qudi Zhang, Huanxin Zhang, Yuanda Du, Qiang Kong, Jiwei Liu

In this work, a novel nitrogen-doped biochar-supported nanoscale ferrous sulfide composite (nFeS@NBC) was fabricated by pyrolyzing corn straw pretreated with Mohr’s salt through a one-step carbothermic reduction process, which was applied in the efficient disposal of hexavalent chromium (Cr(VI))-containing wastewater. The key effects of impregnation ratio and pyrolysis temperature on the properties and removal performance of nFeS@NBC for Cr(VI) were subsequently investigated. The properties of nFeS@NBC were characterized through a series of techniques. It indicated that FeS nanoparticles were successfully loaded and −NH2 functional groups effectively formed on the biochar surface, which enhanced the removal performance of nFeS@NBC for Cr(VI) from wastewater. The removal performance of nFeS@NBC for Cr(VI) was systemically evaluated at different experimental conditions and in the presence of major co-existing ions. Adsorption kinetics was best suited to the pseudo-second-order model. Additionally, Langmuir isotherms model could well explain the adsorption experiment data for the removal of Cr(VI) by nFeS@NBC with the highest adsorption capacity of 373.85 mg·g−1. According to the thermodynamic study, nFeS@NBC dominated the adsorption of Cr(VI) through an endothermic and spontaneous process. The adsorption and reduction served as the main removal mechanisms of nFeS@NBC for aqueous Cr(VI). nFeS@NBC could be used repetitively for its regeneration. Thus, the above results showed that it was feasible and efficient to remove Cr(VI) by nFeS@NBC, providing a potential green material for environmental remediation.

本研究通过一步碳热还原法对莫尔盐预处理的玉米秸秆进行热解,制备了一种新型氮掺杂生物炭负载的纳米硫化亚铁复合材料(nFeS@NBC),并将其应用于含六价铬(Cr(VI))废水的高效处理。研究了浸渍比和热解温度对nFeS@NBC对Cr(VI)的性能和去除性能的关键影响。通过一系列技术表征了nFeS@NBC的性质。结果表明,生物炭表面有效地形成了−NH2官能团,并成功负载了FeS纳米颗粒,提高了nFeS@NBC对废水中Cr(VI)的去除性能。系统评价了nFeS@NBC在不同实验条件和主要共存离子存在下对Cr(VI)的去除性能。吸附动力学最符合准二阶模型。此外,Langmuir等温线模型可以很好地解释nFeS@NBC吸附Cr(VI)的实验数据,其最高吸附量为373.85 mg·g−1。热力学研究表明,nFeS@NBC对Cr(VI)的吸附以吸热自发过程为主。吸附和还原是nFeS@NBC对水中Cr(VI)的主要去除机制。nFeS@NBC可重复使用,使其再生。综上所述,通过nFeS@NBC去除Cr(VI)是可行且高效的,为环境修复提供了一种潜在的绿色材料。
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引用次数: 0
Kinetics of platinum nanoparticles nucleation in polyol synthesis over a wide pH range and properties of Pt/C catalysts 多元醇合成中铂纳米颗粒成核动力学及Pt/C催化剂性能
IF 4.3 3区 工程技术 Q2 ENGINEERING, CHEMICAL Pub Date : 2025-05-01 DOI: 10.1007/s11705-025-2559-9
Vladimir Guterman, Kirill Paperzh, Ilya Kantsypa, Elena Vetrova, Anatoly Metelitsa, Ilya Pankov, Yulia Pankova

This article presents a novel, facile method for studying the kinetics of liquid-phase synthesis of precious metal nanoparticles. The method is particularly suitable for use in concentrated solutions and under conditions involving gas purging and medium stirring. It is based on the continuous measurement of changes in the solution’s color components and the potential of an indicator electrode during the synthesis process. The method was applied to investigate the effect of solution pH on the kinetics of polyol synthesis of Pt nanoparticles and Pt/C electrocatalysts. The obtained Pt/C electrocatalysts demonstrate high structural-morphological and electrochemical characteristics, surpassing commercial analogs. The simplicity and efficiency of the “kinetic control” technique makes it promising for use in various liquid-phase synthesis technologies.

本文提出了一种新颖、简便的液相合成贵金属纳米颗粒动力学研究方法。该方法特别适用于在浓溶液中以及在涉及气体净化和介质搅拌的条件下使用。它是基于在合成过程中连续测量溶液颜色成分的变化和指示电极的电位。采用该方法研究了溶液pH对Pt纳米粒子和Pt/C电催化剂合成多元醇动力学的影响。所制得的Pt/C电催化剂具有较高的结构形态和电化学特性,优于商业类似物。“动力学控制”技术的简单和高效使其在各种液相合成技术中具有广阔的应用前景。
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引用次数: 0
A review of enzyme immobilization technology in continuous glucose monitoring systems 葡萄糖连续监测系统中酶固定技术的研究进展
IF 4.3 3区 工程技术 Q2 ENGINEERING, CHEMICAL Pub Date : 2025-04-30 DOI: 10.1007/s11705-025-2554-1
Xue Dong, Yanling Qi, Zheng Wang

Diabetes mellitus has emerged as a globally prevalent chronic metabolic disorder, characterized by persistent hyperglycemia and associated complications. Continuous glucose monitoring is a technology that continuously monitors blood glucose by implanting microelectrodes under the skin, which is the most common method of diabetes treatment. Due to the discomfort caused by frequent blood collection through traditional blood glucose monitoring, continuous glucose monitoring has become a major research focus, mainly relying on blood glucose biosensors. In this paper, the progress of electrochemical biosensors in continuous glucose monitoring systems and the characteristics of electrochemical biosensors in different stages of development were mainly summarized. The commonly used enzyme immobilization technology aiming to solve the problems of enzyme leakage, activity decrease, and sensitivity decline caused by long-term subcutaneous implantation of blood glucose biosensors were discussed, meanwhile, the advantages and disadvantages of the different methodologies were also compared. These methodological advancements provide critical insights for optimizing biosensor stability and durability, establishing a theoretical foundation for developing next-generation implantable continuous glucose monitoring devices with enhanced clinical performance.

糖尿病是一种全球普遍存在的慢性代谢疾病,其特征是持续高血糖和相关并发症。连续血糖监测是一种通过在皮肤下植入微电极连续监测血糖的技术,是糖尿病治疗中最常用的方法。由于传统血糖监测频繁采血带来的不舒适感,连续血糖监测成为主要研究热点,主要依靠血糖生物传感器。本文主要综述了电化学生物传感器在连续血糖监测系统中的研究进展,以及电化学生物传感器在不同发展阶段的特点。针对长期皮下植入血糖生物传感器导致的酶渗漏、活性降低、灵敏度下降等问题,讨论了常用的酶固定化技术,并比较了不同方法的优缺点。这些方法上的进步为优化生物传感器的稳定性和耐用性提供了重要见解,为开发具有增强临床性能的下一代植入式连续血糖监测设备奠定了理论基础。
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引用次数: 0
Unveiling lightweight and high impact tough polypropylene foams through compatibilized in situ fibrillation integrated chemical foam injection molding 通过相容性原位颤动集成化学泡沫注塑成型,揭示了轻量化和高冲击韧性聚丙烯泡沫
IF 4.3 3区 工程技术 Q2 ENGINEERING, CHEMICAL Pub Date : 2025-04-30 DOI: 10.1007/s11705-025-2555-0
Jing Jiang, Caiyi Jia, Suyu Yang, Zhongxing Li, Lian Yang, Xiaofeng Wang, Changwei Zhu, Qian Li

Lightweight and robust polypropylene foams are essential for resource efficiency; however, the poor foaming ability of polypropylene remains a significant challenge in developing high-performance foams. This study proposes a scalable and cost-effective strategy that integrates in situ fibrillation reinforcement with chemical foam injection molding. Nanofibrillar polypropylene/polyamide 6 composites were fabricated via twin-screw compounding and melt spinning. For the first time, polyamide 6 nanofibrils were observed to exhibit selective dispersion with distinct morphologies in the skin and core layers of in situ fibrillation injection-molded samples. The incorporation of maleic anhydride-grafted polypropylene induced a 70% reduction in polyamide 6 nanofibril diameter. Rheological and crystallization analyses demonstrated that polyamide 6 fibrils significantly enhance polypropylene viscoelasticity and crystal nucleation rate, thereby improving foamability. Compared to polypropylene foam, in situ fibrillation composite foam exhibited a refined and homogeneous cellular structure, with a cell size of 61 µm and a cell density of 5.8 × 105 cells·cm−3 in the core layer, alongside elongated cells in the skin layer. The synergistic effects of polyamide 6 nanofibrils and maleic anhydride-grafted polypropylene resulted in a 15.4% weight reduction and 100% enhancement in impact strength compared to polypropylene foam. This work provides new insights into developing lightweight, highperformance industrial porous materials.

轻质和坚固的聚丙烯泡沫对于资源效率至关重要;然而,聚丙烯的发泡能力差仍然是开发高性能泡沫塑料的一个重大挑战。本研究提出了一种可扩展且具有成本效益的策略,将原位纤颤加固与化学泡沫注射成型相结合。采用双螺杆复合和熔融纺丝法制备了纳米纤维聚丙烯/聚酰胺6复合材料。首次观察到聚酰胺6纳米原纤维在原位纤维注射成型样品的皮肤和核心层中表现出不同形态的选择性分散。马来酸酐接枝聚丙烯的掺入使聚酰胺6纳米纤维直径减小了70%。流变学和结晶学分析表明,聚酰胺6原纤维能显著提高聚丙烯的粘弹性和结晶成核率,从而改善泡沫性能。与聚丙烯泡沫相比,原位纤颤复合泡沫具有精细均匀的细胞结构,核心层的细胞尺寸为61µm,细胞密度为5.8 × 105个细胞·cm−3,皮肤层的细胞呈细长状。与聚丙烯泡沫相比,聚酰胺6纳米纤维与马来酸酐接枝聚丙烯的协同作用使泡沫重量减轻15.4%,冲击强度提高100%。这项工作为开发轻质、高性能的工业多孔材料提供了新的见解。
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引用次数: 0
Chitosan complex based hybrid material as catalyst for hydrogen evolution reaction 壳聚糖配合物基杂化材料作为析氢反应催化剂
IF 4.3 3区 工程技术 Q2 ENGINEERING, CHEMICAL Pub Date : 2025-04-25 DOI: 10.1007/s11705-025-2550-5
A. V. Khramenkova, D. N. Izvarina, V. V. Moshchenko, V. A. Smoliy, L. V. Klimova, O. E. Polozhentsev, A. N. Kuznetsov, K. M. Popov

The hybrid material based on polyelectrolyte complexes of chitosan with oxycompounds of cobalt and nickel was electrodeposited on a stainless steel plate using the method of non-stationary electrolysis. The hybrid material layer was investigated by scanning electron microscopy, atomic force microscopy, transmission electron microscopy, X-ray diffraction, X-ray photoelectron spectroscopy, Brunauer-Emmett-Teller method, Fourier transform infrared spectroscopy, and Raman spectroscopy. The electrocatalytic properties of the hybrid material were studied in the hydrogen evolution reaction in alkaline electrolyte (1 mol·L−1 NaOH). It was determined that during the initial four-hour period of the hydrogen evolution process, the overpotential underwent a substantial decline, remaining constant for a minimum of 17 h thereafter, from 289 up to 210 mV at −10 mA·cm−2. After a long-term hydrogen evolution, the activity of the hybrid material electrode exceeded hydrogen evolution reaction activity by 20% Pt/C commercial catalyst at a high current density of −100 mA·cm−2.

采用非稳态电解方法在不锈钢板上制备了壳聚糖与钴、镍氧化合物的复合电解质复合材料。采用扫描电子显微镜、原子力显微镜、透射电子显微镜、x射线衍射、x射线光电子能谱、布鲁诺尔-埃米特-泰勒法、傅里叶变换红外光谱和拉曼光谱对杂化材料层进行了研究。研究了该杂化材料在碱性电解液(1 mol·L−1 NaOH)中析氢反应的电催化性能。结果表明,在析氢过程的最初4小时内,过电位在−10 mA·cm−2下从289 mV下降到210 mV,并在此后至少17小时内保持不变。在−100 mA·cm−2的高电流密度下,杂化材料电极的析氢活性超过了20% Pt/C商用催化剂的析氢反应活性。
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引用次数: 0
In situ thermally rearranged poly(benzoxazole-co-imide) membranes on α-alumina substrates for He/CH4 and He/N2 separation α-氧化铝衬底上原位热重排聚苯并恶唑-共亚胺膜用于He/CH4和He/N2分离
IF 4.3 3区 工程技术 Q2 ENGINEERING, CHEMICAL Pub Date : 2025-04-25 DOI: 10.1007/s11705-025-2552-3
Lu Wang, Zhiqiang Li, Yangdong He, Chenzhi Huang, Shijin Chen, Xianyun Zhou, Xiaosong Fan, Wenjing Xie, Xuerui Wang

Membrane gas separation is an energy-efficient approach to extract helium from natural gas. However, the limited separation performance shown as Robeson’s upper bound has hindered the techno-economic feasibility. This study introduces an advanced copolyimide membrane engineered for He extraction from natural gas. The membranes were facilely achieved by dip-coating the α-alumina substrates in the copolyimide solution followed by in situ thermal rearrangement. In addition to the rigid 5-amino-2-(4-aminobenzene)benzimidazole segments, the active ortho-hydroxyl groups were converted to benzoxazole rings, contributing to extra micropores. The membrane showed an improved mixture selectivity of 120 and He permeance of 23.5 GPU, far surpassing the performance of benchmark membranes for helium separation over CH4. The membrane also demonstrated long-term stability as evidenced by the continuous operation over 250 h. Additionally, the membrane exhibited resistance to impurities such as CO2 and C2H6, enduring the asymmetric membranes promising for practical helium extraction from natural gas.

膜气分离是从天然气中提取氦的一种节能方法。然而,有限的分离性能表现为Robeson上界,阻碍了技术经济可行性。介绍了一种用于天然气中He提取的新型共聚亚胺膜。通过在共聚物溶液中浸涂α-氧化铝衬底,然后进行原位热重排,可以很容易地获得膜。除了刚性的5-氨基-2-(4-氨基苯)苯并咪唑段外,活性邻羟基转化为苯并恶唑环,形成额外的微孔。该膜的混合选择性为120,He渗透率为23.5 GPU,远远超过了CH4上氦分离的基准膜的性能。该膜还表现出长期稳定性,连续运行超过250小时。此外,该膜还表现出对二氧化碳和C2H6等杂质的抗性,具有不对称膜的特点,有望从天然气中提取氦气。
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引用次数: 0
Optimization design method for biofuel resilient supply chain considering node disruption impacts in a two-stage stochastic programming framework 两阶段随机规划框架下考虑节点中断影响的生物燃料弹性供应链优化设计方法
IF 4.3 3区 工程技术 Q2 ENGINEERING, CHEMICAL Pub Date : 2025-04-20 DOI: 10.1007/s11705-025-2548-z
Ronghui Wei, Wenhui Zhang, Yiqing Luo, Yang Yu, Xigang Yuan

As economic globalization accelerates, biofuel supply chain systems are becoming increasingly complex and large-scale, with businesses facing rising uncertainties and an increased risk of disruptions. Designing resilient biofuel supply chains that can withstand these risks while maintaining security and competitiveness has become a major concern and an urgent issue for enterprises. However, due to the lack of effective methods for quantifying and evaluating supply chain disruption risks, existing supply chain design approaches fail to adequately address the problem of mitigating such risks. To address this issue, this paper proposes an improved Node Disruption Impact Index with adjustable parameters, based on cost changes in the supply chain caused by disruptions at different nodes. This index enables the identification of nodes with varying risk levels and provides a means for evaluating disruption impact. The adjustable parameters can be tailored to meet the needs of supply chain enterprises, facilitating a trade-off between economic benefits and supply chain resilience. Furthermore, the paper applies the index to the fluctuation range of node uncertainties and develops a two-stage stochastic programming supply chain optimization model. This model incorporates a mechanism for addressing potential high disruption risks. By applying the model to a biofuel supply chain case in Guangdong Province, the results demonstrate that, when high-risk nodes are interrupted, the proposed model outperforms traditional models in terms of cost and market delivery rate. This confirms the effectiveness of the method in the optimization design of resilient supply chain.

随着经济全球化的加速,生物燃料供应链系统正变得越来越复杂和大规模,企业面临着越来越多的不确定性和越来越大的中断风险。设计有弹性的生物燃料供应链,既能抵御这些风险,又能保持安全性和竞争力,已成为企业关注的主要问题和紧迫问题。然而,由于缺乏量化和评估供应链中断风险的有效方法,现有的供应链设计方法未能充分解决减轻此类风险的问题。为了解决这一问题,本文提出了一种改进的节点中断影响指数,该指数基于不同节点中断引起的供应链成本变化,参数可调。该指数能够识别具有不同风险水平的节点,并提供评估中断影响的手段。可调整的参数可以根据供应链企业的需求进行定制,促进经济效益与供应链弹性之间的权衡。并将该指标应用于节点不确定性波动范围,建立了两阶段随机规划供应链优化模型。该模型包含了解决潜在高中断风险的机制。通过对广东省生物燃料供应链案例的应用,结果表明,当高风险节点中断时,该模型在成本和市场交付率方面优于传统模型。验证了该方法在弹性供应链优化设计中的有效性。
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引用次数: 0
Producing “green” methanol from syngas, derived from anaerobic digestion biogas 利用厌氧消化沼气产生的合成气生产 "绿色 "甲醇
IF 4.3 3区 工程技术 Q2 ENGINEERING, CHEMICAL Pub Date : 2025-04-20 DOI: 10.1007/s11705-025-2549-y
Huili Zhang, Yibing Kou, Miao Yang, Margot Vander Elst, Jan Baeyens, Yimin Deng

An anaerobic digester of sewage sludge or agro-industrial waste produces biogas and ammonia-rich digestate. Three H2-producing processes exist: dry reforming of methane (from biogas), catalytic decomposition of methane (from biogas after CO2 capture), and catalytic decomposition of ammonia (from digestate). Dry reforming of methane offers the best syngas yield at 700 °C and for a 50–50 vol % CH4/CO2 biogas. Catalytic decomposition of methane achieved a H2 yield of 95%. Finally, the digestate was stripped and NH3 was further completely decomposed into H2 and N2, for a complete NH3 conversion at 650 °C. A methanol valorization case study of a wastewater treatment plant of 300000 person equivalents with an anaerobic digester is examined. The methanol production from syngas (H2/CO) and H2 product streams is simulated using Aspen Plus®. This anaerobic digester process will daily generate 4485 m3 CH4, 2415 m3 CO, and 320 kg NH3. The methanol production will be 183 kg·h−1 (1600 t·y−1). The additional H2 from ammonia’s catalytic decomposition (631 m3·d−1) can be valorized with excess biogas in the anaerobic digester-associated combined heat and power unit. Due to a significantly higher ammonia concentration in manure, catalytic decomposition of ammonia will produce more H2 if manure would be co-digested.

污水污泥或农业工业废物的厌氧消化器产生沼气和富含氨的消化液。存在三种产生h2的过程:甲烷的干重整(来自沼气)、甲烷的催化分解(来自二氧化碳捕获后的沼气)和氨的催化分解(来自消化液)。甲烷的干重整在700°C和50-50 vol % CH4/CO2的沼气中提供了最好的合成气产率。甲烷催化分解H2产率达到95%。最后,将消化液剥离,NH3进一步完全分解为H2和N2,在650℃下完成NH3转化。对一个30万人当量的污水处理厂的厌氧消化器进行了甲醇增值案例研究。使用Aspen Plus®模拟合成气(H2/CO)和H2产品流的甲醇生产。该厌氧消化工艺每天将产生4485 m3 CH4, 2415 m3 CO和320 kg NH3。甲醇产量为183 kg·h−1 (1600 t·y−1)。氨催化分解产生的额外H2 (631 m3·d−1)可在厌氧消化池-联产热电联产装置中与多余的沼气进行循环利用。由于粪便中氨的浓度明显较高,如果粪被共消化,氨的催化分解会产生更多的H2。
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引用次数: 0
Innovative deep learning method for predicting the state of health of lithium-ion batteries based on electrochemical impedance spectroscopy and attention mechanisms 基于电化学阻抗谱和注意机制的锂离子电池健康状态预测的创新深度学习方法
IF 4.3 3区 工程技术 Q2 ENGINEERING, CHEMICAL Pub Date : 2025-04-20 DOI: 10.1007/s11705-025-2553-2
Cheng Lou, Jianhao Zhang, Xianmin Mu, Fanpeng Zeng, Kai Wang

Electrochemical impedance spectroscopy plays a crucial role in monitoring the state of health of lithium-ion batteries. However, effective feature extraction often relies on limited information and prior knowledge. To address this issue, this paper presents an innovative approach that utilizes the gramian angular field method to transform raw electrochemical impedance spectroscopy data into image data that is easily recognizable by convolutional neural networks. Subsequently, the convolutional block attention module is integrated with bidirectional gated recurrent unit for state of health prediction. First, convolutional block attention module is applied to the electrochemical impedance spectroscopy image data to enhance key features while suppressing redundant information, thereby effectively extracting representative battery state features. Subsequently, the extracted features are fed into a bidirectional gated recurrent unit network for time series modeling to capture the dynamic changes in battery state of health. Experimental results show a significant improvement in the accuracy of state of health predictions, highlighting the effectiveness of convolutional block attention module in feature extraction and the advantages of bidirectional gated recurrent unit in time series forecasting. This research provides an attention mechanism-based feature extraction solution for lithium-ion battery health management, demonstrating the extensive application potential of deep learning in battery state monitoring.

电化学阻抗谱在监测锂离子电池的健康状态中起着至关重要的作用。然而,有效的特征提取往往依赖于有限的信息和先验知识。为了解决这一问题,本文提出了一种利用gramian角场方法将原始电化学阻抗谱数据转换为卷积神经网络易于识别的图像数据的创新方法。然后,将卷积块注意模块与双向门控循环单元相结合,实现健康状态预测。首先,对电化学阻抗谱图像数据应用卷积分块注意模块,增强关键特征,抑制冗余信息,有效提取具有代表性的电池状态特征;随后,将提取的特征输入双向门控循环单元网络进行时间序列建模,以捕获电池健康状态的动态变化。实验结果表明,健康状态预测的准确率显著提高,突出了卷积块关注模块在特征提取方面的有效性和双向门控循环单元在时间序列预测方面的优势。本研究为锂离子电池健康管理提供了一种基于注意机制的特征提取解决方案,展示了深度学习在电池状态监测中的广泛应用潜力。
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引用次数: 0
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